Thoughts, articles, and resources on software development, SaaS, and digital growth.
Embedding a user's question and searching for similar text sounds right. For formal documents like regulations, contracts, or technical standards, it systematically retrieves the wrong content. Here is the problem, and a technique that solves it.
Self-healing pipelines fix data that arrived broken. But what about data you never knew you needed? Here is how to build a system that detects knowledge gaps at query time and ingests the missing source before returning an answer.
Generative AI prioritises creativity over factuality. Research requires the opposite. Here is how source-anchored RAG with zero-temperature inference produces outputs that are traceable, repeatable, and legally defensible.