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LLM critic's overly strict 'adversarial' prompt fixed with code guardrail

By PulseAugur Editorial · [1 sources] ·

An open-source LLM engine called PlannerCritic, designed to have one LLM create a plan and another review it for safety, encountered an issue where the critic LLM blocked valid plans due to overly strict interpretations of its 'adversarial' prompt. The critic was flagging completeness suggestions as critical blockers, rather than actual safety defects. The developer implemented a fix by refining the system prompt to clearly define severity levels for blockers and warnings, and crucially, added a deterministic code guardrail to enforce these rules, ensuring that only concrete, plan-local defects trigger a blocker. AI

IMPACT Highlights the need for deterministic code guardrails to enforce LLM behavior beyond prompt engineering for critical safety functions.

RANK_REASON The article describes a specific bug fix and implementation detail for an open-source LLM tool, rather than a new model release or significant industry event.

Read on dev.to — LLM tag →

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

LLM critic's overly strict 'adversarial' prompt fixed with code guardrail

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0 / 100
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Tool
The article describes a specific bug fix and implementation detail for an open-source LLM tool, rather than a new model release or significant industry event.
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Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
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product, other
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High
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47 days old
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COVERAGE [1]

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

    I Told My LLM Critic to Be Adversarial. It Started Blocking Plans for Being 'Not Thorough Enough.'

    <blockquote> <p>This is article 2 in a series about building <a href="https://github.com/deghosal-2026/planner-critic-engine" rel="noopener noreferrer">PlannerCritic</a>, an open-source engine where one LLM writes a plan and a second LLM reviews it. <a href="https://dev.to/debash…

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