Poetiq
Poetiq is a model-agnostic meta-system that recursively improves the reasoning and knowledge extraction of any LLM without fine-tuning. It establishes new state-of-the-art results on ARC-AGI-1 & 2, Humanity's Last Exam, SimpleQA, and LiveCodeBench Pro — making cheaper, smaller models outperform larger expensive ones by orchestrating smarter multi-step reasoning strategies.
on the blogPoetiq's Recursive Self-Improvement Tops LiveCodeBench Pro: Flash Model Beats Gemini Deep Think 5 min
Poetiq is a model-agnostic meta-system that recursively improves the reasoning and knowledge extraction of any LLM without fine-tuning. It establishes new state-of-the-art results on ARC-AGI-1 & 2, Humanity's Last Exam, SimpleQA, and LiveCodeBench Pro — making cheaper, smaller models outperform larger expensive ones by orchestrating smarter multi-step reasoning strategies.
- 01Recursive self-improvement harness — LLM-agnostic system that automatically builds optimized reasoning strategies for any model (Gemini, GPT, Claude, Grok); integrates new models within hours of release and boosts performance across every tested provider
- 02SOTA on ARC-AGI-1 & 2, HLE (55.0%), SimpleQA (77.3%), and LiveCodeBench Pro — makes Gemini 3.5 Flash match Gemini Deep Think at a fraction of the cost by extracting more knowledge from cheaper models
- 03Self-auditing iterative problem-solving loop — multi-step generation, feedback, and refinement with autonomous termination; open-sourced configurations available on GitHub