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I built a bot trained on my own X bookmarks and likes. Around 50,000 of them, accumulated over years...


Why modern AI coding agents often use grep, file reads, symbols, and tests before reaching for vecto...


Backpressure For Streaming Pipelines Last time we showed how to terminate non-cooperative...


G Two weeks ago I shipped core/reasoning/budget.py to test whether per-call dynamic token budgets.....


Teams shipping agents in production keep rediscovering the same lesson: clever prompts are not...


Two weeks ago, I wrote about building a private AI brain on my phone using Gemma 4. It was wild—a...


A few weeks ago, I had a classic "works on my machine" moment. I had built a nice RAG prototype...


Composition, retrieval fidelity, and the failure modes between $vectorSearch and a cited answer. Th...


My RAG pipeline looked fine on paper. Fast retrieval. Decent cosine scores. But when I tested it wit...


The bug nobody talks about in JS RAG tutorials You wire up a Node.js retrieval pipeline....


Key Takeaways Most SaaS AI agents don't need a vector database — file-based memory plus 1M-token.....


A visual walkthrough of RAG's two pipelines — ingestion and query — covering chunking, embeddings, v...


My RAG system for financial document Q&A was stuck at 53% accuracy. I spent two weeks...


Here's what happens every time you ask an AI coding agent a question: It greps your codebase It...


Building RepoChat, an AI tool that explains GitHub repos I built a small AI tool called...


Why Claude Code uses grep instead of RAG: a cost-curve argument, audited against the source — with t...


I ran the next version of my AI memory judgment demo, and the result exposed a problem with judging....


The first time an AI editor suggests the exact function signature you needed — one that lives three....


Key Takeaways AI assistants should not rely on prompts or application code to enforce...


A backend engineer's first step into AI Engineering: embeddings, vector search, and the chunking bug...


NiDaan: Building an Offline AI Diagnostic Assistant for Rural Health Workers in...


The .txt File as the Soul of a Personal AI — FileRAG Memory Architecture By Dharanidharan...


A composable drift detector for RAG and agent systems. Five orthogonal dimensions, one DriftReport, ...


Two weeks ago, I built a RAG pipeline on my phone. Termux. Gemma 4 E2B. A Python script that took my...