GKGaurav Kumaringauravbytes.dev·12h ago · 14 min readHow to Evaluate RAG Retrieval: A Practical Guide to Precision, Recall, MRR, MAP, and NDCGYou implemented a search algorithm in your RAG system and it's returning data without any error, and you think that's it, you're done. You're wrong. That mindset works fine for a normal system — an AP00
AKAyush kumarinayush6318.hashnode.dev·13h ago · 10 min readTurning Any YouTube Video Into a Personal Study Companion: Building the YouTube Study & Research StudioIntroduction YouTube has quietly become one of the biggest learning platforms in the world. Lectures, conference talks, tutorials, interviews — there's a video for almost everything. But it comes with00
VTVaibhav Tekamintech4biz-solutions.hashnode.dev·21h ago · 7 min readWho verifies the verifier, and why AI eventually needs a floor it cannot argue withThere is a question in AI right now that a whole research field has walked into from one side, and that we keep meeting from the other. The field is asking whether we can trust a model to judge anothe11K
DADaniel Anthony Romitelli Jrincraftedbydaniel.hashnode.dev·10h ago · 9 min readVector Split by Chunk: Why My Retrieval Stops at the Boundary I DrewA draft of mine missed the exact file span it needed. The vector was "close." But the chunk I wanted was buried inside a larger blob, and the miss was clean enough to be embarrassing: the sort of thin00
DADaniel Anthony Romitelli Jrincraftedbydaniel.hashnode.dev·10h ago · 10 min readWhy I Kept Search Scope Inside a Single Supabase RPCThe embedding was right. The similarity score was right. The answer was completely wrong. The chunk that came back shared vocabulary with the query, shared naming conventions, shared architectural pat00
DADaniel Anthony Romitelli Jrincraftedbydaniel.hashnode.dev·10h ago · 10 min readCoverage Before Creativity: The RAG Gate That Keeps My Blog Pipeline HonestThe first failure I had to get rid of in the blog pipeline wasn't a bad paragraph. It was a bad evidence set. The system would find a few nearby chunks, mistake density for coverage, and then draft as00
SPSumit Patilincodewithpatil.hashnode.dev·1d ago · 5 min read🚀 Day 2: Understanding npm in Node.js – Packages, package.json & Your First Project👋 Welcome Back, Developers! In Day 1, we learned what Node.js is, why it was created, how to install it, and how to run our first JavaScript program. Today, we're going to explore npm (Node Package M00
HSHarshvardhan Singhinhrsvd.hashnode.dev·22h ago · 7 min readSemantic Caching in Production: What Breaks When Cosine Similarity Isn't Enough The alert read: error_rate.support_bot > threshold (12.4%). Not down. Not slow. Wrong. The support bot was confidently returning answers, fast, at low cost and roughly one in eight of them was incorre11K
SRShashank Reddyin3qverse.hashnode.dev·19h ago · 13 min readThe Death of Memorization: How RAG Is Redefining Artificial IntelligenceI need to tell you something that most AI explainer videos get wrong. They'll tell you AI is "smart" because it "knows" things. Ask it about photosynthesis, it explains photosynthesis. Ask it about Wo00
VKVarun Kumawatindevhubcommunity.hashnode.dev·1d ago · 17 min readBuilding DoStuff: An AI Agent From Scratch (No Frameworks, Just the Fundamentals)Watch the walkthrough for a less technical deep dive: https://www.youtube.com/watch?v=Ah3I2DKsljo Most "build an AI agent" tutorials wrap LangChain or a similar framework around a model and call it do00