{ "replay_floor_s_per_turn": 0.05, "latency": { "tsmc": [ { "arm": "our 4B stack, vLLM on an H200", "run": "spd4-4b-h200--tsmc_core_agentic", "protocol": "single", "n": 15, "worked": 1.0, "p50_worked_s": null, "p50_common_s": 3.2, "turns_common": 7.0, "p25_s": 3.6, "p50_s": 5.6, "p75_s": 8.0, "turns_per_episode": 12.8, "s_per_turn": 0.44, "s_per_question_amortised": null, "protocol_source": "summary.json" }, { "arm": "our 4B stack, vLLM on an L40S", "run": "spd4-4b-l40s--tsmc_core_agentic", "protocol": "single", "n": 15, "worked": 1.0, "p50_worked_s": null, "p50_common_s": 10.2, "turns_common": 7.0, "p25_s": 11.3, "p50_s": 18.2, "p75_s": 22.2, "turns_per_episode": 13.7, "s_per_turn": 1.38, "s_per_question_amortised": null, "protocol_source": "summary.json" }, { "arm": "our 4B stack, MLX on a MacBook M4 Pro", "run": "spd4-4b-mac-mlx--tsmc_core_agentic", "protocol": "single", "n": 15, "worked": 1.0, "p50_worked_s": null, "p50_common_s": 30.0, "turns_common": 7.0, "p25_s": 30.4, "p50_s": 50.4, "p75_s": 79.8, "turns_per_episode": 13.6, "s_per_turn": 4.22, "s_per_question_amortised": null, "protocol_source": "summary.json" }, { "arm": "gpt-5-mini + our tools", "run": "spd5-gpt5mini-native--tsmc_core_agentic", "protocol": "single", "n": 15, "worked": 1.0, "p50_worked_s": null, "p50_common_s": 36.3, "turns_common": 16.5, "p25_s": 31.3, "p50_s": 39.5, "p75_s": 53.4, "turns_per_episode": 17.3, "s_per_turn": 2.29, "s_per_question_amortised": null, "protocol_source": "summary.json" }, { "arm": "gpt-5.6-sol + our tools", "run": "spd5-gpt56sol-native--tsmc_core_agentic", "protocol": "single", "n": 15, "worked": 1.0, "p50_worked_s": null, "p50_common_s": 29.0, "turns_common": 12.5, "p25_s": 24.4, "p50_s": 31.3, "p75_s": 35.9, "turns_per_episode": 14.1, "s_per_turn": 2.28, "s_per_question_amortised": null, "protocol_source": "summary.json" }, { "arm": "gpt-6-astra + our tools", "run": "spd5-gpt6astra-label--tsmc_core_agentic", "protocol": "single", "n": 15, "worked": 1.0, "p50_worked_s": null, "p50_common_s": 14.1, "turns_common": 6.0, "p25_s": 10.1, "p50_s": 14.7, "p75_s": 21.4, "turns_per_episode": 7.7, "s_per_turn": 2.32, "s_per_question_amortised": null, "protocol_source": "summary.json" }, { "arm": "gemini-3.7-flash + our tools", "run": "spd5-gemini37flash-label--tsmc_core_agentic", "protocol": "single", "n": 15, "worked": 1.0, "p50_worked_s": null, "p50_common_s": 23.7, "turns_common": 9.5, "p25_s": 25.6, "p50_s": 29.8, "p75_s": 37.9, "turns_per_episode": 14.7, "s_per_turn": 2.18, "s_per_question_amortised": null, "protocol_source": "summary.json" }, { "arm": "gemini-3.8-flash + our tools", "run": "gemini38flash-agent-t20-label--tsmc_core_agentic", "protocol": "single", "n": 15, "worked": 1.0, "p50_worked_s": null, "p50_common_s": 21.2, "turns_common": 9.0, "p25_s": 34.1, "p50_s": 36.9, "p75_s": 38.4, "turns_per_episode": 16.6, "s_per_turn": 1.92, "s_per_question_amortised": null, "protocol_source": "summary.json" }, { "arm": "claude-opus-5.5 + our tools", "run": "opus55-agent-t20-3tool--tsmc_core_agentic", "protocol": "single", "n": 15, "worked": 1.0, "p50_worked_s": null, "p50_common_s": 26.2, "turns_common": 6.0, "p25_s": 21.8, "p50_s": 38.3, "p75_s": 56.0, "turns_per_episode": 7.7, "s_per_turn": 4.78, "s_per_question_amortised": null, "protocol_source": "summary.json" }, { "arm": "deepseek-v4-pro + our tools", "run": "dsv4pro-agent-t20-3tool--tsmc_core_agentic", "protocol": "single", "n": 15, "worked": 1.0, "p50_worked_s": null, "p50_common_s": 49.2, "turns_common": 12.5, "p25_s": 66.1, "p50_s": 78.0, "p75_s": 87.8, "turns_per_episode": 18.2, "s_per_turn": 4.06, "s_per_question_amortised": null, "protocol_source": "summary.json" }, { "arm": "qwen3.5-397b-a17b + our tools", "run": "qwen397-agent-t20-3tool--tsmc_core_agentic", "protocol": "single", "n": 15, "worked": 1.0, "p50_worked_s": null, "p50_common_s": 45.8, "turns_common": 12.5, "p25_s": 47.7, "p50_s": 57.1, "p75_s": 66.3, "turns_per_episode": 18.1, "s_per_turn": 2.92, "s_per_question_amortised": null, "protocol_source": "summary.json" }, { "arm": "gemini-3.7-flash, closed book", "run": "spd2-gemini-cb--tsmc_core__closed_book", "protocol": "single", "n": 15, "worked": 1.0, "p50_worked_s": null, "p50_common_s": null, "turns_common": null, "p25_s": 5.9, "p50_s": 7.5, "p75_s": 10.3, "turns_per_episode": 1.0, "s_per_turn": 7.54, "s_per_question_amortised": null, "protocol_source": "summary.json" }, { "arm": "gpt-5.6-sol, closed book", "run": "spd2-gpt56sol-cb--tsmc_core__closed_book", "protocol": "single", "n": 15, "worked": 1.0, "p50_worked_s": null, "p50_common_s": null, "turns_common": null, "p25_s": 5.9, "p50_s": 8.6, "p75_s": 21.3, "turns_per_episode": 1.0, "s_per_turn": 8.58, "s_per_question_amortised": null, "protocol_source": "summary.json" }, { "arm": "gpt-6-astra, closed book", "run": "spd2-gpt6astra-cb--tsmc_core__closed_book", "protocol": "single", "n": 15, "worked": 1.0, "p50_worked_s": null, "p50_common_s": null, "turns_common": null, "p25_s": 5.8, "p50_s": 7.8, "p75_s": 11.4, "turns_per_episode": 1.0, "s_per_turn": 7.83, "s_per_question_amortised": null, "protocol_source": "summary.json" }, { "arm": "gemini-3.8-flash, closed book", "run": "spd2-gemini38-cb--tsmc_core__closed_book", "protocol": "single", "n": 15, "worked": 1.0, "p50_worked_s": null, "p50_common_s": null, "turns_common": null, "p25_s": 5.7, "p50_s": 7.9, "p75_s": 14.5, "turns_per_episode": 1.0, "s_per_turn": 7.92, "s_per_question_amortised": null, "protocol_source": "summary.json" }, { "arm": "gpt-5-mini, closed book", "run": "spd5-gpt5mini-cb--tsmc_core__closed_book", "protocol": "single", "n": 15, "worked": 1.0, "p50_worked_s": null, "p50_common_s": null, "turns_common": null, "p25_s": 5.5, "p50_s": 9.0, "p75_s": 12.0, "turns_per_episode": 1.0, "s_per_turn": 8.97, "s_per_question_amortised": null, "protocol_source": "summary.json" }, { "arm": "claude-opus-5.5, closed book", "run": "spd5-opus55-cb--tsmc_core__closed_book", "protocol": "single", "n": 15, "worked": 1.0, "p50_worked_s": null, "p50_common_s": null, "turns_common": null, "p25_s": 8.5, "p50_s": 9.4, "p75_s": 11.9, "turns_per_episode": 1.0, "s_per_turn": 9.42, "s_per_question_amortised": null, "protocol_source": "summary.json" }, { "arm": "qwen3.5-397b-a17b, closed book", "run": "spd5-qwen397-cb--tsmc_core__closed_book", "protocol": "single", "n": 15, "worked": 1.0, "p50_worked_s": null, "p50_common_s": null, "turns_common": null, "p25_s": 51.3, "p50_s": 123.2, "p75_s": 168.0, "turns_per_episode": 1.0, "s_per_turn": 123.19, "s_per_question_amortised": null, "protocol_source": "summary.json" }, { "arm": "deepseek-v4-pro, closed book", "run": "spd5-dsv4pro-cb--tsmc_core__closed_book", "protocol": "single", "n": 15, "worked": 1.0, "p50_worked_s": null, "p50_common_s": null, "turns_common": null, "p25_s": 10.5, "p50_s": 24.8, "p75_s": 146.0, "turns_per_episode": 1.0, "s_per_turn": 24.78, "s_per_question_amortised": null, "protocol_source": "summary.json" } ] }, "common_correct": { "tsmc": [ "hard-0001", "medium-0004" ] }, "throughput": [ { "arm": "our policy, 4B stack, local vLLM on a GH200", "run": "flash20cap1024-s0--tsmc_core_agentic", "protocol": "batched", "n": 195, "worked": 1.0, "p50_worked_s": null, "p50_common_s": null, "turns_common": null, "p25_s": 65.9, "p50_s": 119.9, "p75_s": 147.3, "turns_per_episode": 13.3, "s_per_turn": 8.23, "s_per_question_amortised": 0.89, "protocol_source": "summary.json" } ], "pool": { "l40s": [ { "arm": "width 1 (control)", "run": "poollat-l40s-w1--tsmc_core_agentic", "width": 1, "n_questions": 15, "n_episodes": 15, "p25_s": 11.7, "p50_s": 18.1, "p75_s": 20.5, "questions_per_min": 3.32, "turns_slowest_draw": 13.6, "s_per_turn": 1.45 }, { "arm": "width 8", "run": "poollat-l40s-w8--tsmc_core_agentic", "width": 8, "n_questions": 15, "n_episodes": 120, "p25_s": 45.7, "p50_s": 59.8, "p75_s": 71.6, "questions_per_min": 1.0, "turns_slowest_draw": 18.4, "s_per_turn": 3.51 }, { "arm": "width 17", "run": "poollat-l40s-w17--tsmc_core_agentic", "width": 17, "n_questions": 15, "n_episodes": 255, "p25_s": 66.6, "p50_s": 88.2, "p75_s": 97.3, "questions_per_min": 0.68, "turns_slowest_draw": 19.9, "s_per_turn": 3.92 }, { "arm": "width 34 (the shipped pool)", "run": "poollat-l40s-w34--tsmc_core_agentic", "width": 34, "n_questions": 15, "n_episodes": 510, "p25_s": 85.7, "p50_s": 109.5, "p75_s": 133.6, "questions_per_min": 0.55, "turns_slowest_draw": 20.0, "s_per_turn": 5.35 } ], "gh200": [ { "arm": "greedy, shipped policy (Figure 7 protocol)", "run": "flash20cap1024-s0--tsmc_core_agentic/latency", "width": 1, "n_questions": 15, "n_episodes": 15, "p25_s": 3.3, "p50_s": 5.5, "p75_s": 7.0, "questions_per_min": 10.93, "turns_slowest_draw": 11.8, "s_per_turn": 0.5 }, { "arm": "greedy (Figure 7 protocol)", "run": "poollat-gh200-greedy--tsmc_core_agentic", "width": 1, "n_questions": 15, "n_episodes": 15, "p25_s": 4.7, "p50_s": 5.9, "p75_s": 7.0, "questions_per_min": 10.17, "turns_slowest_draw": 13.5, "s_per_turn": 0.5 }, { "arm": "width 1, sampled", "run": "poollat-gh200-w1--tsmc_core_agentic", "width": 1, "n_questions": 15, "n_episodes": 15, "p25_s": 4.4, "p50_s": 6.0, "p75_s": 7.3, "questions_per_min": 9.99, "turns_slowest_draw": 13.5, "s_per_turn": 0.56 }, { "arm": "width 8", "run": "poollat-gh200-w8--tsmc_core_agentic", "width": 8, "n_questions": 15, "n_episodes": 120, "p25_s": 13.3, "p50_s": 19.8, "p75_s": 23.9, "questions_per_min": 3.02, "turns_slowest_draw": 17.7, "s_per_turn": 1.35 }, { "arm": "width 17", "run": "poollat-gh200-w17--tsmc_core_agentic", "width": 17, "n_questions": 15, "n_episodes": 255, "p25_s": 23.4, "p50_s": 28.7, "p75_s": 35.5, "questions_per_min": 2.09, "turns_slowest_draw": 18.8, "s_per_turn": 1.72 }, { "arm": "width 34 (the shipped pool)", "run": "poollat-gh200-w34--tsmc_core_agentic", "width": 34, "n_questions": 15, "n_episodes": 510, "p25_s": 28.1, "p50_s": 41.4, "p75_s": 44.3, "questions_per_min": 1.45, "turns_slowest_draw": 19.8, "s_per_turn": 1.85 } ], "mac (4-bit)": [ { "arm": "width 1", "run": "poollat-q4-w1--tsmc_core_agentic", "width": 1, "n_questions": 15, "n_episodes": 15, "p25_s": 15.1, "p50_s": 25.7, "p75_s": 35.0, "questions_per_min": 2.34, "turns_slowest_draw": 15.1, "s_per_turn": 1.77 }, { "arm": "width 4", "run": "poollat-q4-w4--tsmc_core_agentic", "width": 4, "n_questions": 15, "n_episodes": 60, "p25_s": 71.1, "p50_s": 80.9, "p75_s": 95.2, "questions_per_min": 0.74, "turns_slowest_draw": 18.0, "s_per_turn": 4.08 }, { "arm": "width 8, no prefix reuse", "run": "poollat-q4nc-w8--tsmc_core_agentic", "width": 8, "n_questions": 15, "n_episodes": 120, "p25_s": 245.0, "p50_s": 539.3, "p75_s": 784.9, "questions_per_min": 0.11, "turns_slowest_draw": 19.1, "s_per_turn": 27.01 } ] }, "cost": { "gpu_usd_per_hour": { "gh200": 2.29 }, "api_usd_per_mtok": { "gemini-3.7-flash": [ 0.75, 3.75 ], "gpt-5.6-sol": [ 4.0, 20.0 ], "gpt-6-astra": [ 10.0, 50.0 ], "gemini-3.8-flash": [ 0.75, 3.75 ], "gpt-5-mini": [ 0.25, 2.0 ], "claude-opus-5.5": [ 4.0, 20.0 ], "qwen3.5-397b-a17b": [ 0.55, 3.5 ], "deepseek-v4-pro": [ 0.21, 0.42 ] }, "quoted": { "gemini-3.7-flash": "2026-09-16", "gpt-5.6-sol": "2026-09-16", "gpt-6-astra": "2026-09-16", "gemini-3.8-flash": "2026-09-16", "gpt-5-mini": "2026-10-03", "claude-opus-5.5": "2026-10-02", "qwen3.5-397b-a17b": "2026-10-02", "deepseek-v4-pro": "2026-10-02" }, "ours": [ { "arm": "greedy, shipped policy (Figure 7 protocol)", "card": "gh200", "protocol": "single", "s_per_question": 5.5, "usd_per_1k": 3.5, "questions_per_usd": 285.8, "gated_acc": 0.839 }, { "arm": "greedy (Figure 7 protocol)", "card": "gh200", "protocol": "single", "s_per_question": 5.9, "usd_per_1k": 3.75, "questions_per_usd": 266.4, "gated_acc": 0.733 }, { "arm": "width 8", "card": "gh200", "protocol": "single", "s_per_question": 19.8, "usd_per_1k": 12.6, "questions_per_usd": 79.4, "gated_acc": 0.78 }, { "arm": "width 17", "card": "gh200", "protocol": "single", "s_per_question": 28.7, "usd_per_1k": 18.26, "questions_per_usd": 54.8, "gated_acc": 0.79 }, { "arm": "width 34 (the shipped pool)", "card": "gh200", "protocol": "single", "s_per_question": 41.4, "usd_per_1k": 26.34, "questions_per_usd": 38.0, "gated_acc": 0.79 }, { "arm": "our policy, 4B stack, local vLLM on a GH200 (bulk)", "card": "gh200", "protocol": "batched", "s_per_question": 0.89, "usd_per_1k": 0.57, "questions_per_usd": 1766.4, "gated_acc": 0.839 } ], "api": [ { "arm": "gpt-5-mini, closed book", "model": "gpt-5-mini", "prefill_tok": 68, "generated_tok_floor": 99, "usd_per_1k": 0.21, "usd_per_1k_at_observed_output": 2.66, "questions_per_usd": 4651.2, "gated_acc": 0.205 }, { "arm": "claude-opus-5.5, closed book", "model": "claude-opus-5.5", "prefill_tok": 68, "generated_tok_floor": 266, "usd_per_1k": 5.59, "usd_per_1k_at_observed_output": 26.69, "questions_per_usd": 178.8, "gated_acc": 0.226 }, { "arm": "qwen3.5-397b-a17b, closed book", "model": "qwen3.5-397b-a17b", "prefill_tok": 68, "generated_tok_floor": 207, "usd_per_1k": 0.76, "usd_per_1k_at_observed_output": 4.66, "questions_per_usd": 1312.5, "gated_acc": 0.154 }, { "arm": "deepseek-v4-pro, closed book", "model": "deepseek-v4-pro", "prefill_tok": 68, "generated_tok_floor": 101, "usd_per_1k": 0.06, "usd_per_1k_at_observed_output": 0.57, "questions_per_usd": 17636.7, "gated_acc": 0.2 }, { "arm": "gemini-3.7-flash, closed book", "model": "gemini-3.7-flash", "prefill_tok": 66, "generated_tok_floor": 93, "usd_per_1k": 0.4, "usd_per_1k_at_observed_output": 5.0, "questions_per_usd": 2511.0, "gated_acc": 0.2 }, { "arm": "gpt-5.6-sol, closed book", "model": "gpt-5.6-sol", "prefill_tok": 66, "generated_tok_floor": 53, "usd_per_1k": 1.32, "usd_per_1k_at_observed_output": 26.68, "questions_per_usd": 755.3, "gated_acc": 0.226 }, { "arm": "gpt-6-astra, closed book", "model": "gpt-6-astra", "prefill_tok": 66, "generated_tok_floor": 65, "usd_per_1k": 3.91, "usd_per_1k_at_observed_output": 66.71, "questions_per_usd": 255.8, "gated_acc": 0.21 }, { "arm": "gemini-3.8-flash, closed book", "model": "gemini-3.8-flash", "prefill_tok": 66, "generated_tok_floor": 89, "usd_per_1k": 0.38, "usd_per_1k_at_observed_output": 5.0, "questions_per_usd": 2609.3, "gated_acc": 0.19 }, { "arm": "gpt-5-mini + our tools", "model": "gpt-5-mini", "run": "gpt5mini-agent-t20-3tool-native-f16k--tsmc_core_agentic", "source": "provider usage", "prefill_tok": 33779, "generated_tok": 2470, "reasoning_tok": 1802, "cached_prefill_share": 0.35, "usd_per_1k": 13.39, "questions_per_usd": 74.7, "gated_acc": 0.549 }, { "arm": "gpt-5.6-sol + our tools", "model": "gpt-5.6-sol", "run": "gpt56sol-agent-t20-3tool-native--tsmc_core_agentic", "source": "provider usage", "prefill_tok": 31663, "generated_tok": 1045, "reasoning_tok": 673, "cached_prefill_share": 0.79, "usd_per_1k": 147.56, "questions_per_usd": 6.8, "gated_acc": 0.785 }, { "arm": "gpt-6-astra + our tools", "model": "gpt-6-astra", "run": "gpt6astra-agent-t20-label--tsmc_core_agentic", "source": "provider usage", "prefill_tok": 18750, "generated_tok": 445, "reasoning_tok": 86, "cached_prefill_share": 0.72, "usd_per_1k": 209.76, "questions_per_usd": 4.8, "gated_acc": 0.877 }, { "arm": "gemini-3.7-flash + our tools", "model": "gemini-3.7-flash", "run": "gemini37flash-agent-t20-3tool-label--tsmc_core_agentic", "source": "provider usage", "prefill_tok": 28278, "generated_tok": 1532, "reasoning_tok": 693, "cached_prefill_share": 0.01, "usd_per_1k": 26.95, "questions_per_usd": 37.1, "gated_acc": 0.687 }, { "arm": "gemini-3.8-flash + our tools", "model": "gemini-3.8-flash", "run": "gemini38flash-agent-t20-label--tsmc_core_agentic", "source": "provider usage", "prefill_tok": 36570, "generated_tok": 2431, "reasoning_tok": 1224, "cached_prefill_share": 0.02, "usd_per_1k": 36.54, "questions_per_usd": 27.4, "gated_acc": 0.641 }, { "arm": "claude-opus-5.5 + our tools", "model": "claude-opus-5.5", "run": "opus55-agent-t20-3tool--tsmc_core_agentic", "source": "provider usage", "prefill_tok": 18413, "generated_tok": 1154, "reasoning_tok": 427, "cached_prefill_share": 0.0, "usd_per_1k": 96.73, "questions_per_usd": 10.3, "gated_acc": 0.846 }, { "arm": "deepseek-v4-pro + our tools", "model": "deepseek-v4-pro", "run": "dsv4pro-agent-t20-3tool--tsmc_core_agentic", "source": "provider usage", "prefill_tok": 41651, "generated_tok": 4702, "reasoning_tok": 4112, "cached_prefill_share": 0.61, "usd_per_1k": 10.72, "questions_per_usd": 93.3, "gated_acc": 0.59 }, { "arm": "qwen3.5-397b-a17b + our tools", "model": "qwen3.5-397b-a17b", "run": "qwen397-agent-t20-3tool--tsmc_core_agentic", "source": "provider usage", "prefill_tok": 44483, "generated_tok": 2883, "reasoning_tok": 2400, "cached_prefill_share": 0.89, "usd_per_1k": 34.56, "questions_per_usd": 28.9, "gated_acc": 0.605 } ] }, "pool_not_measured": [ "poollat-h200-w1--tsmc_core_agentic", "poollat-h200-w17--tsmc_core_agentic", "poollat-h200-w34--tsmc_core_agentic", "poollat-h200-w8--tsmc_core_agentic" ] }