Symbiote, our multi-agent engine, maps your Python repository's dependency graph and delivers PEP 484 type hints and clean docstrings as a single reviewable Pull Request. No logic changes, no broken formatting, no broken locks.
We deliver the PR. Your team reviews and merges. We never touch your main branch.
Every public function in your codebase gets comprehensive type annotations. Static analysis works. IDE autocomplete works. Linters stop screaming.
Concise documentation injected for all core methods — parameters, returns, raises, yields. Tight enough not to bloat minimal scripts. Detailed enough to onboard a new engineer.
Mirror is non-destructive by design. Your execution logic stays untouched. Top-level formatting preserved. No surprise dependency rewrites.
Symbiote parses your repo into a typed AST graph and computes the dependency blast radius for every file. You get a free Reconnaissance Scan: missing type hints, undocumented functions, fragile call paths.
The Mirror agent rewrites each file under Bouncer-mediated file locks, with collision-free guarantees logged to a nanosecond-precision audit trail (kernel.log). All work happens on a dedicated branch.
You receive a single Pull Request on a symbiote/plan-{id} branch. Your engineering team reviews and merges. We never push to your main branch. You own every commit.
Every write is preceded by a granted lock with transitive blast-radius checking. Two agents physically cannot modify overlapping dependency chains simultaneously.
kernel.log records every lock acquire, wait, release, and denial with monotonic-nanosecond timestamps. Every run ends with a verdict line: COLLISION-FREE ✓ or COLLISION DETECTED ⚠.
Code snippets transit OpenAI's enterprise API tier with zero data retention. Your proprietary code is never used to train future models. Full NDA available.
Every mutation lives on its own symbiote/plan-{id} branch. We never touch main. Worst-case rollback is a single git branch -D.
AI Systems Architect based in Aarhus. CallMed AI is a one-person + AI agency. I built Symbiote from scratch in 2025–26 to solve the hardest problem in autonomous code mutation: governed, collision-free concurrent execution. Every audit ships under my personal sign-off.
Send a Python repository URL. Within 24 hours you get a free map of its dependency blast radius, missing type hints, and undocumented functions — plus a fixed quote for the full Mirror Pass if you want to proceed.