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ALTK-Evolve: On-the-Job Learning for AI Agents

Community description: TL;DR Most AI agents re‑read transcripts instead of learning principles, so they repeat...

Dev.to | Sep 17, 2026 | Vatche Isahagian

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ALTK‑Evolve turns raw agent trajectories into reusable guidelines. ALTK-Evolve addresses this learning gap using long term episodic memory to help agents reason better. The guidelines don’t just help the agent solve tasks, they help them solve them reliably across variants.

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