The SourceAnt blog
On context, knowledge graphs, and shipping with AI you can trust.
skillsmcpcollaboration
How to maintain one skill across multiple repositories
How to share agent skills without losing control of updates: local skills, Git pinning, MCP, repository exceptions, and tests for revised instructions.
knowledge-graphcode-reviewtokens
How a knowledge graph cuts the tokens a code review costs
Reading whole files to answer a structural question is expensive. Traversing a typed graph and returning only the relevant subgraph is cheap.
contextai-assistantscode-review
Why your AI assistant keeps suggesting you delete code that matters
Context-blind AI calls an intentional workaround dead code and removes the fix. The problem is not the model. Nothing remembers why the line is there.