https://www.youtube.com/@overment/streams Projektowanie narzędzi dla modeli językowych i agentów AI – AI_dev 4 Budowanie agentów AI w wirtualnym systemie plików – The importance of Agent Harness in 2026 – AgentFS – The filesystem for agents
Serena is a powerful coding agent toolkit capable of turning an LLM into a fully-featured agent that works directly on your codebase. Unlike most other tools, it is not tied to an LLM, framework or an interface, making it easy to use it in a variety of ways.