BLOG / INDUSTRY
Industry
The category at large — landscape pieces, trends, and honest tool comparisons for tech leads picking their stack.
AI Code Review Tools Fail When They Ignore Ownership
AI code review tools catch lint, but miss ownership. See how local history and nearby changes cut bad reviews and surface the right reviewer.
Codebase intelligence is becoming the missing layer for agents
Why the codebase intelligence category is replacing raw file access: git history, ownership, and memory cut bad changes and speed agent work.
Codebase RAG Breaks on Git History, Not Embeddings
Why the codebase rag landscape fails after the first lookup: 4 indexing layers, 7 agent tools, and a cleaner path to ownership and change context.
Developer productivity metrics that survive AI coding agents
Developer productivity metrics should track reruns, tool calls, context churn, and time-to-first-correct-edit. Use 4 signals to replace vanity counts.
Codebase RAG buys you less than git history and ownership
Why the codebase RAG landscape matters less than git history and ownership for a 50-person team. See the 4 questions that cut false leads.