AI wrote your codebase.
Now it needs someone who can read it.
Two years of copilots, agents, and "just ship it" prompts have left a lot of companies running systems nobody fully understands anymore. We send in engineers who trace what the models actually built, find what's broken, and hand you back something your own team can maintain.
The overcorrection.
Moving fast with AI was the right call. Understanding what it built was optional — until it wasn't.
Code nobody wrote on purpose
Generated first, reviewed never. Logic that works by accident and breaks the same way.
Architecture nobody decided on
A hundred small prompts add up to a system, not a design. The tradeoffs were never made — they just happened.
Debt that compounds quietly
Every new feature gets bolted onto code nobody on the team can explain — until one change takes the rest down with it.
Rescue engineering, done by humans.
We don't run more AI at your AI problem. We send engineers who read the code, trace the decisions, and rebuild what's worth keeping.
Audit & diagnose
We trace what the model actually built — dependencies, dead ends, and the logic nobody can explain — and tell you what's salvageable.
Disentangle & refactor
The tangled parts get rebuilt into code your own engineers can read, own, and extend without guessing.
Stabilize & harden
Tests, guardrails, and documentation for the parts that shipped without them the first time.
Hand it back, not just over
We pair with your team while we work, so they inherit a system they understand — not just one that runs.
In service to the humans who have to maintain this.
GummyBearLabs was built on one idea: technology should serve people, not the other way around. Rescue engineering is that idea applied to the mess AI adoption left behind — real engineers, reading real code, answering to the humans who have to live with it after we're gone.
Tell us what broke.
Describe the mess. We read every message ourselves.
Got it.
A human will read this and get back to you.