Marcelo Kanhan

Self-Tooling

The unexplored potential of agents that don't just answer questions — they generate the exact software format each user needs, on demand.

Design decisions, architectural patterns, and open questions from building long-term memory into an autonomous agent.

What if computing were designed not to maximize output, but to sustain the conditions for human growth?

CLI work orchestrator for autonomous Claude Code sessions — ~800 lines of bash, no frameworks, no dependencies.