Capture call stacks from any point in your code and replay them dynamically.
The loop lets you regression test and experiment on your agents rapidly, and drive them toward the outcomes you care about.
A scenario is everything needed to relive one real customer interaction, captured automatically: the code execution, the database it read, and every external API response.
Every call recorded in execution order with inputs, outputs, and timestamps, two-way serializable down to datetimes, at zero added latency to your production code.
Replay any scenario locally against the database as it was at capture time, with every external call mocked. Or change one detail, a different user, a different order, and test the what-if. Every result is judged against the scenario's outcome, so a pass means what your team says it means.
With Bitfab, you can build coding agent loops that weren't possible for AI features without emulation or adding your team's judgement. Bitfab provides interfaces connected to your coding agent so your team can define outcomes, review changes, and visualize results.
Start from a failing scenario, replay it until it passes, and keep it as a regression test.
Replay the whole scenario set and catch what broke before you deploy.
Compare before and after across every scenario to see if a change actually helped.
Profile token spend and iterate to reduce it without losing output quality.
Works with TypeScript, Python, Ruby, and Go, driven from Claude Code, Cursor, or Codex. Start building methodically now.