We construct agent systems that can reason, choose actions, and run command sequences autonomously. By pairing models with terminal interfaces (such as Claude Code and Codex), we build pipelines that audit, script, and verify automatically.
Structuring agent tools and planning loops:
LangChain setups, custom tool definitions, and planning loops (ReAct architectures).
Integrating Claude Code CLI systems to manage file updates and compile checks.