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

Imagine a brilliant line cook who has memorized every cookbook but forgets your kitchen every morning. They don’t remember your oven runs hot, or that regulars like extra salt; they’ll follow a recipe card yet freeze when you’re out of lemons. That’s most AI agents: excellent at following prompts, poor at accumulating wisdom about your environment. Feeding yesterday’s logs back into the prompt just makes them re‑read history; it doesn’t help them generalize from it.