#replay

2 articles

01 ·Paper Deep-Dives·★ MEMBER·PAPER·7 min read Paper Explained: EVISKILL — Rewriting an Agent's Playbook from Replayable Evidence A framework for automatically revising an LLM agent's skill document that pins every proposed edit to the exact trajectory steps that motivated it, then re-runs only those steps to check the edit actually works. It posts the best accuracy in 14 of 18 benchmark–model settings. 02 ·Training & Alignment·★ MEMBER·PAPER·9 min read Continual Learning and Catastrophic Forgetting — Why Models Can't Just Keep Learning Why a model that learns something new tends to lose what it already knew, explained from a single fact: weights are a shared resource. Walks through EWC, replay, and swappable LoRA adapters with equations and interactive figures, then explains why production teams still just mix the old data back in and retrain.