Cognitive Rebase by Camplight

The program offers hands‑on training and consulting that teach engineering teams a disciplined, production‑grade AI development lifecycle. It focuses on eliminating common problems such as unstructured “AI slop,” excessive debugging of hallucinated code, and loss of context in large codebases. By profiling each engineer and coaching them within their own repositories, the approach aims to make AI‑native practices routine.

Core techniques include writing executable specifications with test‑driven development so AI generates code to satisfy deterministic tests, applying context isolation through hexagonal design to limit the impact of AI‑driven changes, and breaking work into small, verifiable steps that provide rapid feedback and reduce hallucinations. These methods are presented as three pillars that together form a cognitive “rebase” of how teams think about and use AI.

The service targets engineering groups in IT services, near‑shore teams, and fintech or banking technology centers that already use AI but struggle with maintainability and predictability. It provides team‑wide onboarding, personalized micro‑coaching, and weekly upskilling reports to guide teams toward consistent, reliable AI‑assisted development.