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Remigiusz Samborski5d ago • 6 min read
Building a Scalable RAG Backend with Cloud Run Jobs and AlloyDB
Building a Retrieval-Augmented Generation (RAG) sounds easy with all the available tutorials. You...
#ai#rag#vectordatabase#programming
38 2
Radu C.5d ago • 5 min read
Your AI Memory System Can't Tell a River Bank from a Savings Account
Regex-based safety classification fails in both directions. It flags "the bank of the river" as...
#ai#machinelearning#nlp#rag
25 4
Serhii Panchyshyn6d ago • 5 min read
No Evals, No Idea. How 40% of RAG Answers Go Wrong.
Most RAG failures aren't LLM failures. They're retrieval failures. Here's how to measure Recall@k, a...
#ai#rag#production#evaluation
1 0
Ananya S5d ago • 3 min read
🚀 I Built an AI-Powered Fest Assistant with Agents, RAG & Planning (Pragyan @ NITT)
I deleted Instagram more than a year ago, and honestly, it saved me from a lot of distractions. But...
#ai#python#langchain#rag
6 4
klement Gunndu4d ago • 7 min read
RAG From First Principles: Why Every AI App Retrieves Before It Generates
RAG explained from the ground up — the problem it solves, how it evolved from keyword search to agen...
#ai#rag#llm#machinelearning
10 1
Anurag Srivastava6d ago • 7 min read
I built a production RAG pipeline. Here's what most tutorials skip.
I wanted a RAG system that was fast to run and fast to set up for clients. Upload a PDF, ask...
#ai#webdev#javascript#rag
3 2
Jubin Soni5d ago • 5 min read
S3 Vectors: How to build a RAG without a vector database
Every RAG tutorial follows the same script: embed your documents, spin up a vector database...
#rag#s3#vectordatabase#aws
0 0
Nrk Raju Guthikonda6d ago • 6 min read
Build Your Own Second Brain: RAG-Powered Knowledge Tools That Never Leave Your Machine
Tags: #ai #python #rag #productivity Every day, we generate an enormous volume of personal knowledg...
#ai#python#rag#productivity
1 0
Oluwafemi Adedayo6d ago • 8 min read
The 5 Levels of RAG Maturity: How to Know When Your RAG Is Actually Production-Ready
I've watched a lot of RAG projects ship in the last eighteen months. They all follow the same...
#rag#llm#ai#tutorial
4 0
Scarlett Attensil3d ago • 8 min read
Offline Evaluation of RAG-Grounded Answers in LaunchDarkly AI Configs
Regression-test your support agent's RAG generation offline using LaunchDarkly Datasets, the Playgro...
#ai#llm#rag#tutorial
0 0
AKSHAT SAXENA5d ago • 11 min read
🎙️ Building a Local Voice-Controlled AI Agent
I Built a Voice-Controlled AI Agent That Runs Locally — Here's Everything I Learned From raw audio...
#python#ai#rag#webdev
1 0
Mahek Sayyad4d ago • 3 min read
Building Production RAG Pipelines: 3 Lessons from My First Year
How I went from RAG beginner to production-ready, handling 50K+ queries per month ...
#ai#programming#tutorial#rag
0 0
Cohorte3d ago • 9 min read
We Open-Sourced Our Enterprise AI Agent Stack — 6 Libraries From 60+ Deployments.
Enterprises do not just need AI agents. They need governance. After 60+ deployments, we open-sourced...
#ai#opensource#rag#llm
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Yanis Schweizer7h ago • 4 min read
Stop Benchmarking Embedding Models. 90% of Your Search Quality Lives Upstream.
Brief intro on context. I'm CTO at Vaultt (formerly StudentVenture), a recruitment marketplace for.....
#architecture#llm#postgres#rag
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![LLM Wiki: I Set Up Karpathy's Local Knowledge Base — Here's What Actually Works [2026 Guide]](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fgd8xuejloyq253y471fk.png)
Kunal5d ago • 7 min read
LLM Wiki: I Set Up Karpathy's Local Knowledge Base — Here's What Actually Works [2026 Guide]
I built Andrej Karpathy's LLM wiki to query my own notes locally. The setup is rough, the results ar...
#llm#karpathy#knowledgemanagement#rag
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lawcontinueApr 13, 2026 • 6 min read
# Meet Hippo 🦛: A Python Native Alternative to Ollama for Local LLM Management
Meet Hippo 🦛: A Python Native Alternative to Ollama for Local LLM Management TL;DR: Hippo...
#python#pgaichallenge#ai#rag
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Ashutosh Rana15h ago • 5 min read
The Hidden Compliance Gap in Every Enterprise RAG Pipeline
Every week, another enterprise announces a RAG-powered AI assistant. Legal teams get a contract...
#rag#compliance#ai#python
1 0
System Rationale6d ago • 2 min read
RAG vs GraphRAG: When to Use What (From a Builder’s Perspective)
I wasted time overengineering a GraphRAG system… when a simple RAG pipeline would’ve done the job...
#ai#llm#rag#systemdesign
3 0
Gabriel Anhaia2d ago • 8 min read
The 5 RAG Failure Modes Nobody Talks About (and How to Detect Them Before Users Do)
Your retrieval metrics are green. Your users are confused. Five RAG failure modes that aggregate das...
#ai#llm#rag#observability
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Gursharan Singh4d ago • 9 min read
RAG in Practice — Part 4: Chunking, Retrieval, and the Decisions That Break RAG
Most RAG tutorials pick a chunk size and move on. Real documents need better decisions. A practical ...
#rag#ai#architecture#webdev
0 0
Gabriel Anhaia2d ago • 11 min read
RAG Is Dead. Long Live RAG.
The chunk-embed-retrieve-augment-generate pipeline you shipped in 2023 is embarrassing in 2026. Noth...
#ai#llm#rag#webdev
0 0
Gursharan Singh2d ago • 13 min read
RAG in Practice — Part 5: Build a RAG System in Practice
What happens when a simple RAG pipeline meets real documents. Four document shapes, four failure mod...
#rag#ai#architecture#webdev
0 0
Kevin1d ago • 9 min read
Two Weeks of My News Aggregator: RAG Chat and a Sentiment Dial
What I added to my Symfony news aggregator in two weeks: pgvector chat, sentiment slider, full-text ...
#symfony#ai#rag#pgvector
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Gabriel Anhaia2d ago • 9 min read
The RAG Chunking Strategy That Beat All the Trendy Ones in Production
Fixed, recursive, semantic, parent-document, propositional, late. Retrieval metrics on a real corpus...
#ai#llm#rag#python
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