https://ashimsharma10.github.io/blog Software engineer sharing projects, notes, and guides on ML infrastructure. en-us sharmaashim00@gmail.com (Ashim Sharma) sharmaashim00@gmail.com (Ashim Sharma) Thu, 13 Aug 2026 00:00:00 GMT https://ashimsharma10.github.io/blog/self-improving-agents https://ashimsharma10.github.io/blog/self-improving-agents An agent that gets better on its own has to change something about itself, and something has to check the change. This post walks the six things it can change, the checker that decides whether any of it worked, the ceiling it runs into, the ways it breaks, and the loop teams actually run in production. Thu, 13 Aug 2026 00:00:00 GMT sharmaashim00@gmail.com (Ashim Sharma) agentsaillmself-improving-agentscontinual-learningloop-engineering