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AI · April 15, 2026

Meta-Reasoning

Your LLM doesn't think. We make sure of it.

Meta-Reasoning launched on April 15, 2026 with 4 votes, #2,155 of 21,248 launches that month and more than 75% of that year's launches.

What it does

Meta-Reasoning is an SDK for governing how LLMs reason. Instead of treating models as agents, it externalizes cognition into a controllable architecture: observe reasoning structure, mutate it with constraints, and record trajectories in an epistemic ledger. Enable debugging, replay, benchmarking, and CI/CD for reasoning. Make LLM behavior testable, deterministic, and governed. Already available on 🦞OpenClaw, 🟠ClaudeCode and 🤖Codex!

LLMs don't reason. They replay patterns. Meta-Reasoning takes control away from the model and gives it to you. An external controller observes how the model reasons, bans its dominant strategies, forces it into unexplored territory, and records every failure. The model executes. You govern. A standard LLM collapses into a single strategy. Meta-Reasoning forces exploration. The standard LLM repeats its dominant pattern until it stalls. Meta-Reasoning bans that pattern and forces the model into unexplored cognitive space. Every other framework lets the LLM choose its own reasoning strategy. Meta-Reasoning doesn't. The model is stateless and cognitively passive. It receives instructions,…from tictacguy.github.io

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