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A self-optimizing agentic pipeline that improves benchmark performance from ~30% to ~90% on TerminalBench, and can be extended to everyday chats by logging interactions, reflecting with a local model, and injecting lessons into future system prompts.
Poetiq claims new state-of-the-art coding performance using a self-optimizing harness with Gemini 3 Flash, surpassing Opus 4.7.