{"slug": "google-s-wikiskill-gives-ai-agents-a-persistent-memory-of-past-mistakes-to", "title": "Google's WikiSkill gives AI agents a persistent memory of past mistakes to sharpen future performance", "summary": "Google Research has introduced WikiSkill, a framework that gives AI agents a persistent knowledge base by documenting failures and successes in a wiki-like structure, enabling them to improve over time. The research shows that larger models benefit more, but smaller models with WikiSkill can match the performance of larger ones without it.", "body_md": "Google Research has introduced WikiSkill, a framework that gives AI agents a persistent knowledge base. Instead of discarding what they learned after each run, agents document both failures and successes in a wiki-like structure and use that knowledge to get better over time. Larger models benefit more, but smaller models with WikiSkill can match the performance of larger ones without it.\n\nThe article [Google's WikiSkill gives AI agents a persistent memory of past mistakes to sharpen future performance](https://the-decoder.com/google-gives-ai-agents-their-own-wiki-so-they-can-learn-from-mistakes-and-successes/) appeared first on [The Decoder](https://the-decoder.com).", "url": "https://wpnews.pro/news/google-s-wikiskill-gives-ai-agents-a-persistent-memory-of-past-mistakes-to", "canonical_source": "https://the-decoder.com/google-gives-ai-agents-their-own-wiki-so-they-can-learn-from-mistakes-and-successes/", "published_at": "2026-08-29 12:51:24+00:00", "updated_at": "2026-08-29 13:19:43.681331+00:00", "lang": "en", "topics": ["artificial-intelligence", "ai-agents", "ai-research"], "entities": ["Google Research", "WikiSkill"], "alternates": {"html": "https://wpnews.pro/news/google-s-wikiskill-gives-ai-agents-a-persistent-memory-of-past-mistakes-to", "markdown": "https://wpnews.pro/news/google-s-wikiskill-gives-ai-agents-a-persistent-memory-of-past-mistakes-to.md", "text": "https://wpnews.pro/news/google-s-wikiskill-gives-ai-agents-a-persistent-memory-of-past-mistakes-to.txt", "jsonld": "https://wpnews.pro/news/google-s-wikiskill-gives-ai-agents-a-persistent-memory-of-past-mistakes-to.jsonld"}}