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Developer finds Claude Opus 4.7 audit loop fix by focusing on contradictions

A developer encountered an infinite feedback loop when using Anthropic's Claude Opus 4.7 to audit project plans, where the AI would continuously raise new, often irrelevant, points of criticism. The developer found a solution by specifically instructing the AI to audit only for logical contradictions, a finite set of issues that allowed the process to converge. This approach proved effective in refining project plans for smoother implementation. AI

IMPACT Offers a practical technique for users to improve LLM-driven auditing and feedback convergence.

RANK_REASON User-generated content describing a personal experience and solution with an existing AI model.

Read on dev.to — LLM tag →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

COVERAGE [1]

  1. dev.to — LLM tag TIER_1 English(EN) · QuoLu ·

    How I Fixed the Infinite Feedback Loop When Auditing Project Plans with Claude

    <p>I always enjoy AI programming.</p> <p>My usual workflow is to create a plan, have it audited, and then proceed with the implementation.</p> <p>However, I felt that the auditing process hasn't been working well, especially since Opus 4.7. Perhaps it's because Opus has gained a …