Engineering Notes
Thoughts and Ideas on AI by Muthukrishnan
Tag: Program-Synthesis
Code Writing Agents and Program Synthesis Teaching AI to Build Its Own Tools
How AI agents generate, execute, and refine code as a reasoning medium, from classical program synthesis to modern REPL-based agent loops and SWE-bench architecturesBuilding Reusable Agent Capabilities with Skill Libraries
How AI agents acquire, store, and compose reusable skills—from hierarchical reinforcement learning to LLM-based skill synthesis and the emerging paradigm of lifelong learning agents.