AI article

I Graded 120 Agent Runs. Enforcement Bought the Paperwork, Not the Fix

Community description: Advisory checklist: the agent did the work 17 times, wrote its verification note 0. Enforcing got the...

Dev.to | Nov 2, 2026 | weiche chiu

Automated excerpt

Advisory: 17 runs produced the report with all three sections. 0 wrote the verification note. The code-fix task makes the point sharper. On qwen3:14b, the agent fixed the bug in 10 of 20 advisory runs and 8 of 20 enforced runs.

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