PinnedInLevel Up CodingbyRahul Gite·1d agoAn Avocado, a Microphone, and a Different Way to Work With CodexMy experiments with making coding agents easier to understand, collaborate with, and trust during everyday development.
PinnedInLevel Up CodingbyRahul Gite·Oct 21The Code Was Fast. Fixing It Wasn’t: My Experience With Spec-Driven DevelopmentMy journey from repetitive prompting to spec-driven development, and what I learned about getting AI to write better production code.A response icon3A response icon3
PinnedInLevel Up CodingbyRahul Gite·Sep 28What Google’s New SDLC Paper Got Right About AI-Assisted Software DevelopmentAs coding agents make implementation cheaper, the real work is slowly moving towards specification, context, verification and judgment.A response icon18A response icon18
PinnedInLevel Up CodingbyRahul Gite·Jul 21, 2025Inside RAG Systems: The Anatomy of Retrieval-Augmented GenerationWhat makes RAG systems tick? A high-level breakdown of components, workflows, and why RAG is essential for grounded language generation.
InLevel Up CodingbyRahul Gite·Nov 2Six Agent Harness Techniques That Actually Worked for MeWhat building production AI agents taught me about context engineering, routing, cost optimisation, human intervention, and evaluation.A response icon4A response icon4
InLevel Up CodingbyRahul Gite·Oct 21Google’s TabFM: Can We Finally Do Machine Learning Without Training a Model?Google’s new tabular foundation model brings zero-shot predictions to structured data.A response icon1A response icon1
InLevel Up CodingbyRahul Gite·Oct 12Not Every AI Problem Needs a Description: Understanding Jev and System One ModelsHow a new class of AI models is focusing on fast decisions, calibrated confidence, and the smaller tasks inside our AI applications.A response icon2A response icon2
InLevel Up CodingbyRahul Gite·Oct 7The Last Mile of RAG: From Retrieved Chunks to a Trustworthy AnswerRetrieval gives us evidence. But building a good RAG system also means deciding whether that evidence is enough, generating only from it…A response icon3A response icon3
InLevel Up CodingbyRahul Gite·Sep 21Reranking for better relevanceRetrieving relevant documents is only half the job. Reranking helps us identify which results actually deserve to become context.A response icon1A response icon1
InLevel Up CodingbyRahul Gite·Dec 30, 2025Retrieving the Right Stuff: Context Extraction in RAGPrecision matters. Strategies for embedding-based retrieval, chunking, and relevance scoring to extract useful context.