Turning a Coding Agent Into a Software Factory
prasanna_says · x · 2026-07-17
This is a practical guide on how to evolve a single coding agent into an "AI software factory".
The author's evolutionary path roughly looks like this:
- Start with a coding agent CLI like Claude Code to write code, run commands, configure servers, and convert formats.
- Discover it can do more generalized software project tasks, so split the workflow into phases: brainstorm / plan / execute / work.
- As the codebase grows and sessions lengthen, the single agent's context degrades, leading to forgotten decisions or poor judgment.
- Introduce a second agent: one handles the execution, while the other focuses on planning and reviewing the first one's output.
The key takeaway isn't about a specific model, but the engineering methodology behind multi-agent collaboration, division of labor, and context management.
Related event: Coding Agents Shift Toward Orchestration and Verification(6 posts)→
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