AI Agents
Embeddings as Database Indexes: Tool-Call Permissions in AI Agents
How tool-call permissions and approval boundaries shape reliable AI agent systems using embeddings as the new database index
Blog
Thoughts on AI engineering, backend, frontend, and building modern software.
Embeddings & Vector Search
Chunk Boundaries and Retrieval Quality: Hidden Pitfalls in Embedding Search
Discover how chunk boundaries and metadata filters can silently degrade embedding search results in production systems. Learn practical strategies to avoid these pitfalls.
Data Engineering
How Stale Data Sabotages AI Systems: A Data Engineering Deep Dive
Stale data silently breaks AI systems. Learn how to detect and prevent it in production data pipelines.
Embeddings & Vector Search
Practical Lessons in Embeddings & Vector Search for Production Systems
Building robust AI systems requires more than models—here’s how to design, optimize, and debug embeddings and vector search in real-world scenarios.