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Product · github.com · Sunday, 2 August 2026

Symbio: LLMs auto‑fine‑tune via iterative self‑feedback loop

Symbio runs locally on Apple Silicon and closes the feedback loop by generating outputs, critiquing them, and fine‑tuning a LoRA adapter on‑the‑fly, turning each correction into a dedicated skill. This eliminates cloud dependence and human‑in‑the‑loop overhead, letting teams build adaptable, private AI assistants.

Read the source: github.com ↗In the 2 August issue →