Sunday, July 06, 2025
All the Bits Fit to Print
Reflections on building and improving an AI coding agent over one year
After a year of developing Codebuff, an AI coding agent, the founder reflects on their successes, challenges, and future plans, sharing insights on building reliable, focused AI coding tools.
Why it matters: Building reliable AI coding agents is tough but crucial for developer productivity and retention.
The stakes: Flaky file editing and unreliable features caused task failures, hindering user retention and growth.
The big picture: The future lies in multi-agent systems, live learning, and autonomous code evaluation and commits.
Commenters say: Users note code editing remains a hard problem with hacky solutions and express desire for integration with custom LLMs and caution about AI-generated content quality.