Alexis Rondeau

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Note · Thursday, April 30, 2026 · 00:00

Autonomous Research with AI: "Which city in Paris are you staying in?" — can a loop teach a phone-sized small language model to ask frontier-quality questions?

An AI agent running an autoresearch loop — 96 experiments across every lever we could find: prompting, retrieval, decoding, pipeline, fine-tuning, preference-learning, reinforcement-learning, adversarial-distillation — found a technique that brings Apple’s native 2025 3B Foundation Model within about one rubric point of a frontier cloud model (Claude Sonnet 4.6) on every quality dimension.

The research in ten slides

Autonomous Research with AI: “Which city in Paris are you staying in?” — can a loop teach a phone-sized small language model to ask frontier-quality questions?

The feature

The climb

The answer

Our approach

Everything we tried

How we evolved our champion

Best result by lever class

The verdict

The whole research, open

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