AWS Public Sector Blog reports that documentation drifts out of sync with code, with studies showing documentation is updated 5.7–25 times less frequently than source code; developers lose more than 8 hours per week to inefficiencies, with insufficient documentation ranked as the second-largest cause after technical debt, and for a company with 1,000 developers that translates to an estimated $18.5 million lost each year. When Stripe prioritized their developer documentation, they saw a 25 percent increase in API adoption and a 14 percent reduction in support tickets within a single quarter. To address this, AWS Advanced Partner Corley built an agentic solution for Eutelsat, one of the largest satellite communications operators globally, that automatically synchronizes technical documentation with the source code of in-house projects. The solution uses an agent to maintain project documentation for a given source code project, with five key interactions: the domain expert populates the knowledge base with domain-specific documentation to provide context so the agent generates documentation in natural language using terminology specific to the domain, in this case aerospace and satellite operations; the user responsible for maintenance invokes the agent to analyze specific code repositories and associated documentation; the agent reads the project source code; the agent fetches relevant documents from the knowledge base and builds context, determining document relevance based on a metric reflecting similarity between the source code and stored documents; the agent fetches existing, possibly outdated project documentation; and the agent analyzes both source code and project documentation, generating an