AXME CODE
Let your AI coding agent write and run tests — then decide if the change is safe
Developers write code with Claude Code but still do all QA manually. The agent can do this loop too, but without structure it creates circular edits with no exit condition.
AXME Code enables Claude Code to run autonomous QA cycles: write tests, execute them, inspect failures, and iterate — with human approval gates before merging.
Developers write code with Claude Code but still do all QA manually. Without structure, autonomous test loops have no exit condition.
Bounded test loops for coding agents
Agents can generate tests and fixes, but without exit conditions they loop forever or merge broken code. QA needs scope, iteration limits, and a human gate before production.
AXME Code structures an autonomous QA loop: define test scope, run, fix failures, repeat until coverage or iteration caps — then require human approval before merge.
Autonomous QA loop
CAPABILITIES
How it works.
Test scope
Unit, integration, or e2e.
Exit conditions
Max iterations and coverage bar.
Approval gate
Human before merge.
QA log
What ran and what failed.
Designing a safe QA loop
Scope unit vs integration vs e2e explicitly in the prompt and guardrails. Set max iterations and minimum coverage thresholds. Log every run in the worklog for audit. Use safety-guardrails to prevent test agents from touching production config or secrets.
Structured decisions record trade-offs — e.g. skipped flaky suite with rationale — so the next session understands debt.
Common questions
- Does AXME run tests automatically?
- AXME orchestrates the loop and logging; your agent invokes your test runner (pytest, vitest, etc.) inside guardrails.
- Can QA agents merge to main?
- Block via safety rules and required decisions — merge should stay human-gated for production branches.
- How do I cap cost?
- Limit iterations and wall-clock in instructions; Mesh caps apply when QA agents run against Cloud-backed tools.
Related reading
Deeper dives from the AXME blog.
Related
Related links
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