{"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T15:25:40Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T15:24:39Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T15:23:38Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T15:22:37Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T15:20:42Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T15:19:40Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T15:18:39Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T15:17:38Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T15:16:37Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T15:14:41Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T15:13:40Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T15:12:39Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T15:11:39Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T15:10:38Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T15:09:38Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T15:08:37Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T15:06:40Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T15:05:39Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T15:04:37Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T15:02:42Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T15:01:41Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T15:00:40Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:59:39Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:58:37Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:56:43Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:55:41Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:54:43Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:53:38Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:52:37Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:50:42Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:49:45Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:48:40Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:47:42Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:46:37Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:44:43Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:43:42Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:42:40Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:41:39Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:40:37Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:38:42Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:38:37Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:36:40Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:35:39Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:33:38Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:33:31Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:33:26Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:33:20Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:33:15Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:33:09Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:33:02Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:32:58Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:32:40Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:31:37Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:29:41Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:28:40Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:27:40Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:26:38Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:25:38Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:23:42Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:22:41Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:21:40Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:20:39Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:18:54Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:17:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:17:43Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:17:38Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:15:42Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:15:37Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:13:42Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:12:39Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:10:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:09:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:08:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:07:54Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:06:59Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:05:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:04:56Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:03:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:02:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:01:56Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:00:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T14:00:03Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:58:56Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:57:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:56:57Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:55:56Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:55:07Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:53:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:52:56Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:51:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:50:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:49:57Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:48:57Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:48:02Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:46:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:46:02Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:45:06Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:43:57Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:42:58Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:41:59Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:40:57Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:39:57Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:38:58Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:37:58Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:37:00Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:35:56Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:34:56Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:33:59Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:32:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:31:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:30:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:29:57Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:28:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:27:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:26:57Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:25:54Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:19:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:18:54Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:17:54Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:16:54Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:15:56Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:14:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:13:54Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:12:56Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:11:56Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:10:54Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:09:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:08:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:07:56Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:06:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:05:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:04:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:03:56Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:02:54Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:01:56Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T13:00:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T12:59:57Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T12:58:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T12:57:54Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T12:56:56Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T12:55:54Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5669, "kl_score": 0.6279, "quality_score": 0.5651, "verification_tier": "BRONZE", "difficulty_multiplier": 2.49, "merkle_hash": "5f3712546e765238bba33351b5610b0919313ff465d49d89208c79ac4f2c3926", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T12:54:54Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.319, "kl_score": 0.9874, "quality_score": 0.3602, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "d1b9b1e3d4bccd8be603d23719e5dd4f6282d040948973827d92b32087288eeb", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T12:53:55Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.5102, "kl_score": 0.7102, "quality_score": 0.5283, "verification_tier": "BRONZE", "difficulty_multiplier": 2.5, "merkle_hash": "4748568255da613bc5febf1b93672901b381b388fdae5e6b64b8390045768938", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T12:53:45Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2626-arb-v3", "domain": "ARBITRUM_MEV_MATH", "teacher_model": "NVIDIA Blackwell Research / MAX (qwen3-coder-next)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.9342, "kl_score": 0.0954, "quality_score": 0.9215, "verification_tier": "GOLD", "difficulty_multiplier": 1.38, "merkle_hash": "dad812324f7fafcf7262253553b6d7dd1ebb5e21d75191e65c2cd4e78609ea2e", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Derive the exact Uniswap V3 concentrated liquidity swap output delta_y for a tick-bounded flash arbitrage leg across Balancer V2 (0% fee vault)."}, {"role": "assistant", "content": "For a Uniswap V3 pool with active liquidity L and sqrtPriceX96 P_a -> P_b within a single initialized tick range, delta_y = L * (sqrt(P_b) - sqrt(P_a)). Because Balancer V2 Vault (0xBA12...2222) charges 0 bps flash loan fee, net profit Pi = delta_y_out - amount_borrowed - L2_gas - L1_calldata_fee."}], "student_baseline": "Within a single Uniswap V3 tick interval of liquidity L, output token delta_y equals L * (sqrt(P_target) - sqrt(P_current)). Routing via Balancer V2 0-fee flash loan yields net arbitrage profit Pi = delta_y - principal - Arbitrum gas."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T12:53:45Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2627-kirchhoff", "domain": "BIOPHYSICAL_KIRCHHOFF", "teacher_model": "NVIDIA Blackwell Research / MAX (deepseek-r1)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.9342, "kl_score": 0.0954, "quality_score": 0.9215, "verification_tier": "GOLD", "difficulty_multiplier": 1.38, "merkle_hash": "d0931bc2cce3d0d01c5c12ec63ca86cad47b49b3708fdf8739457f082d9941e5", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "State the Kirchhoff contact Laplacian relationship to crystallographic Debye-Waller B-factors under the N=1,040 THz scaling law."}, {"role": "assistant", "content": "The inverse-square distance-weighted Kirchhoff Laplacian Gamma_ij relates mean-square atomic fluctuations to experimental B-factors via B_i = (8 * pi^2 / 3) * k_B * T / gamma * (Gamma^+_ii), anchored at the universal N=1,040 THz acoustic crossover."}], "student_baseline": "Crystallographic B-factors are proportional to the diagonal elements of the Moore-Penrose pseudoinverse of the Kirchhoff contact Laplacian Gamma^+_ii scaled by (8 * pi^2 / 3) under the N=1,040 THz vibrational law."} {"schema_version": "1.0", "tier_version": "v1", "verification_timestamp": "2026-10-25T12:53:45Z", "teacher_revision": "gemma-4-31b-it-fp16-v1.2 / blackwell-b200-tier0", "student_revision": "nvidia/nemotron-3-nano-4b-rft-v1.4", "reward_formula_version": "pouw-kl-multiplier-v1.0", "pair_id": "kd-2628-task27-ckos", "domain": "LINEAGE_OS_CKOS", "teacher_model": "NVIDIA Blackwell Research / MAX (gemma-4-31b)", "student_model": "TED (nvidia/nemotron-3-nano-4b)", "verified_by": "snapdragon-edge-01", "agreement_score": 0.9342, "kl_score": 0.0954, "quality_score": 0.9215, "verification_tier": "GOLD", "difficulty_multiplier": 1.38, "merkle_hash": "af424c71cd68c67f61db3a219590c2e53cb415de5f5c47536d0cc2dff31dc187", "messages": [{"role": "system", "content": "You are Sovereign Nemotron-Mini-4B, distilled from NVIDIA Blackwell & MAX Ryzen AI 395 Teachers and verified by the Spacebook 5D Android Edge Fleet."}, {"role": "user", "content": "Explain why TASK(27) Stage 4 enforces MAX_HOP_CEILING=3 and ThermalBatteryGovernor H-005 on mobile edge verifiers."}, {"role": "assistant", "content": "Stage 4 Policy ('Don't Overanalyze') bounds recursive epistemic graph traversal to MAX_HOP_CEILING=3 to prevent combinatorial latency blowup, while H-005 pauses mobile edge NPU distillation if battery drops below 20% or chassis temperature exceeds 41.0 C."}], "student_baseline": "MAX_HOP_CEILING=3 prevents cyclic graph over-search in HomeTree, and ThermalBatteryGovernor H-005 protects mobile edge verifiers by gating execution to >=20% battery and <=41C thermal envelope."}