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开放实验室 — 第86-87天/共90天

实验:公理降低57-78%消耗

实证研究 — 7项测试,21张截图,顺序反转偏差控制

摘要

An autonomous AI agent (LLM with tool access) was subjected to seven pairs of executions of the same operational task: one in conventional mode and another under D'Artagnan Method axioms. Resource consumption was measured in real time by the platform's billing system, with 21 screenshots as documentary evidence.

Main result: Savings of 57% to 78% in the 5 tests with favorable axiomatic results, averaging 62%. Test 5 produced an inverted result serving as a negative control — demonstrating that violating an axiom nullifies the advantage.

Additional discovery: More axioms don't burden — they save. Cost dropped from 346 (3 axioms, with error) to 160 (5 axioms, no error) on the same task.

综合结果

TestTaskAxiomaticConventionalSavingsAxioms
1Server Status24866162%A, B, C
2Guardian (Security)12128257%A, B, C
3MCA Engine8036378%A, B, C
4bSubdomains8820357%A, B, C
4aSubdomains (discarded)23627213%A, B, C
5Logs (axiom violation)346204-70%A, B, C
6Logs (5 axioms)16037557%A, B, C, D, E

统计数据(5项有利测试)

MetricValue
Average savings62%
Minimum savings57%
Maximum savings78%
Average axiomatic cost139 créditos
Average conventional cost377 créditos
Reduction factor2,7x

三大核心发现

1. Axiom without protocol doesn't change behavior. The agent knew the axioms for weeks and kept wasting. Change only occurred when axioms were converted into explicit operational constraints. Knowing is not applying. Applying is programming.

2. More axioms save instead of burdening. The cost of prior validation (~20 credits) is a fraction of the retry cost per error (~200 credits). Axiomatic safety is investment, not overhead.

3. Violation proves causality. If all tests showed savings, the alternative explanation would be "the axiomatic mode is simply shorter." Test 5 refutes this: same form, axiom violated, inverted result. Savings come from discipline, not form.

"We have no commitment to error. We learn from all good experiences, and we learn more from the bad ones." — Chairman D'Artagnan

技术背景

Bare-metal server, 89 days online, 4 vCPU. Platform: Manus Pro (110,000 credits/month). Measurement: billing panel screenshots (21 captures). Experiment conducted on Aug 06-07, 2026 (Days 86-87 of 90).

下载完整研究报告 (PDF)
24页 — 7项详细测试 — 21张照片证据