» Tag
metadata
4 postsAI Technical Debt: Why Generated Code Still Needs Metadata and Review
AI-generated code speeds up data engineering but hides risk. Without structured metadata, review and governance, teams accumulate hidden intent debt.
TypeScript Decorators: Migrating from Legacy to TC39 Standard
TC39 standard decorators break compatibility with experimentalDecorators: parameter decorators are gone and metadata handling changed. A code-driven migration guide for production teams.
Vector search isn't the hard part; deciding what to search is
Exploring the importance of metadata and pre-search decisions in AI retrieval systems.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comMCP Made AI Tools Connectable, It Did Not Make Them Understandable
MCP enables AI tools to connect but fails to ensure their understandability, necessitating careful audits by engineers.