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Hello, I'm Maneshwar. I'm building git-lrc, a Micro AI code reviewer that runs on every commit. It i...


I was building an "Ask This Book" feature: readers can ask questions about a book while they're...


Every RAG tutorial pulls the same move. It walks you through embeddings, chunking, retrieval, and...


Two posts ago I gave you a boolean trust tag. A commenter took it apart, and he was right. Here's th...


A few months into building AI agents for client projects, we hit a pattern that should sound familia...


I have been writing here about one core idea: AI agents do not only fail because they forget...


▶ Prefer to play with it? There's an interactive version of this article where you can break things....


Inside the Black Box — Post 1 of 6 Series: Inside the Black Box — A developer's honest...


What If Language Understanding Starts With a Dictionary Instead of a Model? LLM →...


Most developers are familiar with technical debt. It's the shortcut that helps you move faster today...


When an AI agent runs for many turns, it eventually hits context limits and must compress or discard...


Greetings all! You might know me from my Snake AI ablation series where I spent an unreasonable...


These terms get used interchangeably, but they are not the same. Here is the hierarchy, from the big...


Introduction Over the last several months, I've been building Tri-Fort, an AI-powered...


On June 21, 2026, I published a post about pointing my AI gate at a real trading surface. The gate....


lode reimplements DVC's hot path in Go with a non-negotiable invariant: byte-identical compatibility...


I was building an eval harness for a retrieval-augmented generation pipeline, and the first...


Most NN explanations show the math before you ever see what happens. I built the opposite: an animat...


What I built Atlarix — a ~400MB AI agent workstation that sits beside your IDE (VS Code,...


Why "It Works" Is the Wrong Bar for AI-Generated Code in Agentic Systems The most...


Building AI Agents That Don't Hallucinate: A Practical Guide to Function Calling in...


You've seen the tutorials. Spin up Pinecone, call .upsert(), do a similarity search, ship it....


Most "agent memory" is just a vector search. You embed what the agent said, store it, and at recall....


Six months ago we pushed Loquent — our voice AI receptionist for healthcare and dental clinics — int...