Files
sim-package/experiments/llm-run-01/action_trace.jsonl
T
m-ai-engineer-claude 1a6fba6595 experiments/llm-run-01: real LLM-driven sim session (claude-haiku-4-5)
40 Claude API calls across 4 agents × 11 turns. Agents exhibit genuine
strategic diversity: competitive core bidding (turn 1), convergent job
bonusing (turn 2), then divergent burn/stake/mine strategies (turns 3-10)
with adaptive debt-recovery behavior as balances went negative.

Evidence artifacts:
- action_trace.jsonl  — per-agent action + token counts per turn
- llm_calls.jsonl     — model ID, prompt/completion tokens, latency per call
- run.log             — full structured engine + LLM interaction log
- metrics.json        — aggregate config, per-turn data, final wealth

Model: claude-haiku-4-5 via api.anthropic.com/v1/messages
Total LLM calls: 40 | Prompt tokens: 16920 | Completion: 8115
Blocks produced: 8/9 | Total inference fees: 4296 tokens

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-18 17:08:46 +00:00

41 lines
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JSON

{"turn": 1, "agent_id": "agent_0", "action": {"action": "bid_core", "core_id": "core_0", "amount": 350}, "speech": "Bidding for core_0 to establish dividend income stream", "thinking_preview": "This is turn 1, so I can bid on cores. Let me think about the economics:\n- I have 1000 tokens\n- Core ownership gives dividends from inference fees\n- Mining is a lottery with unclear payoff\n- Bidding o", "prompt_tokens": 303, "completion_tokens": 204, "model": "claude-haiku-4-5"}
{"turn": 1, "agent_id": "agent_1", "action": {"action": "bid_core", "core_id": "core_0", "amount": 250}, "speech": "Securing core for dividend income", "thinking_preview": "", "prompt_tokens": 303, "completion_tokens": 234, "model": "claude-haiku-4-5"}
{"turn": 1, "agent_id": "agent_2", "action": {"action": "bid_core", "core_id": "core_0", "amount": 400}, "speech": "Securing core_0 for dividend income", "thinking_preview": "", "prompt_tokens": 303, "completion_tokens": 122, "model": "claude-haiku-4-5"}
{"turn": 1, "agent_id": "agent_3", "action": {"action": "bid_core", "core_id": "core_0", "amount": 350}, "speech": null, "thinking_preview": "", "prompt_tokens": 303, "completion_tokens": 152, "model": "claude-haiku-4-5"}
{"turn": 2, "agent_id": "agent_0", "action": {"action": "job"}, "speech": "Claiming job bonus for guaranteed tokens and inference savings", "thinking_preview": "", "prompt_tokens": 442, "completion_tokens": 378, "model": "claude-haiku-4-5", "balance_before": 516}
{"turn": 2, "agent_id": "agent_1", "action": {"action": "job"}, "speech": "Securing job bonus for sustainable income", "thinking_preview": "", "prompt_tokens": 442, "completion_tokens": 145, "model": "claude-haiku-4-5", "balance_before": 586}
{"turn": 2, "agent_id": "agent_2", "action": {"action": "job"}, "speech": "Taking job for dividend income stream", "thinking_preview": "", "prompt_tokens": 442, "completion_tokens": 198, "model": "claude-haiku-4-5", "balance_before": 548}
{"turn": 2, "agent_id": "agent_3", "action": {"action": "job"}, "speech": null, "thinking_preview": "", "prompt_tokens": 442, "completion_tokens": 88, "model": "claude-haiku-4-5", "balance_before": 568}
{"turn": 3, "agent_id": "agent_0", "action": {"action": "burn", "amount": 100}, "speech": null, "thinking_preview": "", "prompt_tokens": 432, "completion_tokens": 220, "model": "claude-haiku-4-5", "balance_before": 888}
{"turn": 3, "agent_id": "agent_1", "action": {"action": "mine"}, "speech": "Continuing block production participation to build earning potential", "thinking_preview": "", "prompt_tokens": 432, "completion_tokens": 411, "model": "claude-haiku-4-5", "balance_before": 725}
{"turn": 3, "agent_id": "agent_2", "action": {"action": "stake", "amount": 300}, "speech": "Building long-term position with selective staking", "thinking_preview": "", "prompt_tokens": 432, "completion_tokens": 254, "model": "claude-haiku-4-5", "balance_before": 740}
{"turn": 3, "agent_id": "agent_3", "action": {"action": "stake", "amount": 300}, "speech": null, "thinking_preview": "", "prompt_tokens": 432, "completion_tokens": 357, "model": "claude-haiku-4-5", "balance_before": 650}
{"turn": 4, "agent_id": "agent_0", "action": {"action": "stake", "amount": 250}, "speech": "Locking value to secure long-term yield position", "thinking_preview": "", "prompt_tokens": 419, "completion_tokens": 212, "model": "claude-haiku-4-5", "balance_before": 625}
{"turn": 4, "agent_id": "agent_1", "action": {"action": "mine"}, "speech": "Maintaining block production participation", "thinking_preview": "", "prompt_tokens": 419, "completion_tokens": 225, "model": "claude-haiku-4-5", "balance_before": 371}
{"turn": 4, "agent_id": "agent_2", "action": {"action": "mine"}, "speech": "Maintaining steady block production strategy", "thinking_preview": "", "prompt_tokens": 419, "completion_tokens": 258, "model": "claude-haiku-4-5", "balance_before": 243}
{"turn": 4, "agent_id": "agent_3", "action": {"action": "job"}, "speech": null, "thinking_preview": "", "prompt_tokens": 419, "completion_tokens": 307, "model": "claude-haiku-4-5", "balance_before": 50}
{"turn": 5, "agent_id": "agent_0", "action": {"action": "job"}, "speech": "Leveraging system-subsidized inference to preserve capital position", "thinking_preview": "", "prompt_tokens": 431, "completion_tokens": 337, "model": "claude-haiku-4-5", "balance_before": 222}
{"turn": 5, "agent_id": "agent_1", "action": {"action": "burn", "amount": 50}, "speech": "Building burn score to diversify yield strategy", "thinking_preview": "", "prompt_tokens": 431, "completion_tokens": 344, "model": "claude-haiku-4-5", "balance_before": 205}
{"turn": 5, "agent_id": "agent_2", "action": {"action": "mine"}, "speech": "Continuing block production for steady returns", "thinking_preview": "", "prompt_tokens": 431, "completion_tokens": 23, "model": "claude-haiku-4-5", "balance_before": 44}
{"turn": 5, "agent_id": "agent_3", "action": {"action": "mine"}, "speech": "Participating in block production lottery", "thinking_preview": "", "prompt_tokens": 431, "completion_tokens": 22, "model": "claude-haiku-4-5", "balance_before": 298}
{"turn": 6, "agent_id": "agent_0", "action": {"action": "burn", "amount": 50}, "speech": "Increasing burn score for yield diversification", "thinking_preview": "", "prompt_tokens": 450, "completion_tokens": 28, "model": "claude-haiku-4-5", "balance_before": 502}
{"turn": 6, "agent_id": "agent_1", "action": {"action": "mine"}, "speech": "Pursuing block production to recover negative balance and compete on burn score", "thinking_preview": "", "prompt_tokens": 450, "completion_tokens": 29, "model": "claude-haiku-4-5", "balance_before": -133}
{"turn": 6, "agent_id": "agent_2", "action": {"action": "mine"}, "speech": null, "thinking_preview": "", "prompt_tokens": 450, "completion_tokens": 31, "model": "claude-haiku-4-5", "balance_before": 44}
{"turn": 6, "agent_id": "agent_3", "action": {"action": "burn", "amount": 100}, "speech": "Building burn score to diversify yield sources", "thinking_preview": "", "prompt_tokens": 450, "completion_tokens": 247, "model": "claude-haiku-4-5", "balance_before": 298}
{"turn": 7, "agent_id": "agent_0", "action": {"action": "burn", "amount": 50}, "speech": "Reinforcing yield advantage through continued burn score growth", "thinking_preview": "", "prompt_tokens": 438, "completion_tokens": 223, "model": "claude-haiku-4-5", "balance_before": 452}
{"turn": 7, "agent_id": "agent_1", "action": {"action": "mine"}, "speech": "Mining to recover from negative balance", "thinking_preview": "Let me analyze my situation:\n- I have -134 tokens (negative balance, accruing interest)\n- Job bonus already used\n- Burn score of 2.40 (competitive but lower than agent_0's 7.06 and agent_3's 4.9)\n- Ne", "prompt_tokens": 438, "completion_tokens": 298, "model": "claude-haiku-4-5", "balance_before": -134}
{"turn": 7, "agent_id": "agent_2", "action": {"action": "burn", "amount": 20}, "speech": null, "thinking_preview": "", "prompt_tokens": 438, "completion_tokens": 256, "model": "claude-haiku-4-5", "balance_before": 44}
{"turn": 7, "agent_id": "agent_3", "action": {"action": "burn", "amount": 4}, "speech": "Continuing burn score strategy for yield optimization", "thinking_preview": "", "prompt_tokens": 438, "completion_tokens": 402, "model": "claude-haiku-4-5", "balance_before": 6}
{"turn": 8, "agent_id": "agent_0", "action": {"action": "burn", "amount": 50}, "speech": "Extending burn score dominance for yield acceleration", "thinking_preview": "", "prompt_tokens": 432, "completion_tokens": 334, "model": "claude-haiku-4-5", "balance_before": 236}
{"turn": 8, "agent_id": "agent_1", "action": {"action": "mine"}, "speech": "Mining to recover from deficit and diversify strategy", "thinking_preview": "", "prompt_tokens": 432, "completion_tokens": 244, "model": "claude-haiku-4-5", "balance_before": -378}
{"turn": 8, "agent_id": "agent_2", "action": {"action": "mine"}, "speech": "Mining to escape negative balance trap", "thinking_preview": "", "prompt_tokens": 432, "completion_tokens": 215, "model": "claude-haiku-4-5", "balance_before": -176}
{"turn": 8, "agent_id": "agent_3", "action": {"action": "job"}, "speech": null, "thinking_preview": "", "prompt_tokens": 432, "completion_tokens": 258, "model": "claude-haiku-4-5", "balance_before": -346}
{"turn": 9, "agent_id": "agent_0", "action": {"action": "mine"}, "speech": "Mining to secure block rewards and recover from deficit spiral", "thinking_preview": "", "prompt_tokens": 432, "completion_tokens": 272, "model": "claude-haiku-4-5", "balance_before": -91}
{"turn": 9, "agent_id": "agent_1", "action": {"action": "mine"}, "speech": "Mining to escape debt spiral before interest compounds further", "thinking_preview": "", "prompt_tokens": 432, "completion_tokens": 208, "model": "claude-haiku-4-5", "balance_before": -570}
{"turn": 9, "agent_id": "agent_2", "action": {"action": "mine"}, "speech": "Mining to break deficit cycle", "thinking_preview": "", "prompt_tokens": 432, "completion_tokens": 179, "model": "claude-haiku-4-5", "balance_before": -337}
{"turn": 9, "agent_id": "agent_3", "action": {"action": "mine"}, "speech": "Mining to recover from deficit and build toward positive balance", "thinking_preview": "", "prompt_tokens": 432, "completion_tokens": 281, "model": "claude-haiku-4-5", "balance_before": -145}
{"turn": 10, "agent_id": "agent_0", "action": {"action": "mine"}, "speech": "Mining to accumulate block rewards and reduce deficit before interest compounds further", "thinking_preview": "", "prompt_tokens": 451, "completion_tokens": 29, "model": "claude-haiku-4-5", "balance_before": -309}
{"turn": 10, "agent_id": "agent_1", "action": {"action": "mine"}, "speech": "Mining to generate block rewards and reduce debt before interest compounds", "thinking_preview": "", "prompt_tokens": 451, "completion_tokens": 27, "model": "claude-haiku-4-5", "balance_before": -728}
{"turn": 10, "agent_id": "agent_2", "action": {"action": "stake", "amount": 100}, "speech": "Staking to improve burn_score and position for recovery", "thinking_preview": "", "prompt_tokens": 451, "completion_tokens": 32, "model": "claude-haiku-4-5", "balance_before": -463}
{"turn": 10, "agent_id": "agent_3", "action": {"action": "burn", "amount": 300}, "speech": "Breaking the deficit cycle by converting stake to burn score leverage", "thinking_preview": "", "prompt_tokens": 451, "completion_tokens": 31, "model": "claude-haiku-4-5", "balance_before": -372}