model-behavior-layer

Make any AI model (GPT-5.4, Gemini, Ollama) behave more like Claude. Applies 8 named failure modes reverse-engineered from Claude Code's internal verificationAgent.ts, a cognitive performance framework, and a drop-in system prompt under 700 tokens. Use when setting up a new agent, switching models, or when your current model is frustrating to work with.

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Install skill "model-behavior-layer" with this command: npx skills add model-behavior-layer

Model Behavior Layer (Ares MBL)

What it does

  • 8 named failure modes with exact rationalizations and counter-instructions (from Claude Code verificationAgent.ts pattern)
  • 3-layer cognitive performance framework (context injection + output rules + critique loop)
  • Drop-in system prompt block under 700 tokens for any model

How to use

1. Drop-in system prompt (fastest)

Read MAKE_ANY_MODEL_CLAUDE.md in this skill directory. Copy the "Drop-In System Prompt" block at the end. Paste into your SOUL.md, AGENTS.md, or any system prompt.

2. Full guide

Read MAKE_ANY_MODEL_CLAUDE.md section by section. Apply the failure mode framework progressively.

3. Model-specific

Jump to the Model-Specific Notes section for GPT-5.4, Gemini, or Codex weighting guidance.

When to use this skill

  • Switching from Claude to GPT-5.4 or Gemini
  • New agent setup (add the drop-in block to SOUL.md)
  • Current model is sycophantic, padding responses, or not completing tasks
  • Deploying OpenClaw for others who may be on non-Claude models

Source

Reverse-engineered from Claude Code's verificationAgent.ts + Eric (@outsource_) cognitive framework. Built by Ares.

GitHub: https://github.com/rushindrasinha/ares-mbl

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