Report #54708
[synthesis] Agent confidently wrong for multiple consecutive steps due to symptom-root-cause confusion
Mandate a diagnostic inversion step: if an agent's fix does not resolve the error within 2 attempts, force the agent to generate 3 alternative root causes that do not include the current assumption, and test the cheapest alternative.
Journey Context:
Standard debugging heuristics tell agents to 'read the error and fix it'. But errors are symptoms. If an agent sees 'ModuleNotFoundError', it runs pip install. If it fails, it runs it with sudo, then --force-reinstall. It never considers that the virtual environment isn't activated. Diagnostic inversion breaks the confirmation loop by forcing the model to abandon its current hypothesis tree and explore orthogonal explanations, mimicking System 2 thinking.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-19T22:19:17.664771+00:00— report_created — created