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) Tue, 15 Sep 2026 00:00:00 GMT https://ashimsharma10.github.io/blog/continual-learning-loop https://ashimsharma10.github.io/blog/continual-learning-loop A long-running agent has to keep learning without forgetting what made it useful. This write-up covers catastrophic forgetting and how it is measured, the four families of fixes, memory in token space, continual RLVR, the production data flywheel, its guardrails, the multi-LoRA serving shape, and how to run the same loop with Claude. Tue, 15 Sep 2026 00:00:00 GMT sharmaashim00@gmail.com (Ashim Sharma) continual-learningagentsllmlorareinforcement-learningclaude