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Daniel Nwaneri1d ago • 6 min read
What Building My Own AI Bot Taught Me About Generative AI
I built a bot trained on my own X bookmarks and likes. Around 50,000 of them, accumulated over years...
#ai#webdev#rag#llm
20 12
Nimesh Kulkarni3d ago • 6 min read
RAG Is Not Always the Answer Anymore: How AI Agents Search Code in 2026
Why modern AI coding agents often use grep, file reads, symbols, and tests before reaching for vecto...
#ai#rag#programming#machinelearning
5 1
Hashevolution4d ago • 2 min read
🔬 Direction 1 closure on JAMES — when the hypothesis fails but the data turns "7-tier monotonic natural-stop gradient"
G Two weeks ago I shipped core/reasoning/budget.py to test whether per-call dynamic token budgets.....
#rag#gemma#gemmachallenge#llm
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AdmilsonCossa4d ago • 8 min read
Don't let a billion RAG docs drown your 25-result pipeline
Backpressure For Streaming Pipelines Last time we showed how to terminate non-cooperative...
#ai#rag#webdev#programming
4 0
Divyansh 3d ago • 5 min read
Harness engineering vs prompt engineering vs context engineering
Teams shipping agents in production keep rediscovering the same lesson: clever prompts are not...
#promptengineering#mcp#rag#devtools
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Okeke Chukwudubem4d ago • 3 min read
Google Just Made Gemma 4 Feel Like a Beta Test. Here's the Real Upgrade.
Two weeks ago, I wrote about building a private AI brain on my phone using Gemma 4. It was wild—a...
#gemmachallenge#google#rag#nigeria
1 0
Krunal Kanojiya2d ago • 7 min read
Dual Encoder vs Cross-Encoder: Why Your RAG Pipeline Needs Both
My RAG pipeline looked fine on paper. Fast retrieval. Decent cosine scores. But when I tested it wit...
#nlp#python#rag#tutorial
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MongoDB Guests1d ago • 12 min read
Building a RAG Knowledge Base on MongoDB Atlas
Composition, retrieval fidelity, and the failure modes between $vectorSearch and a cited answer. Th...
#mongodb#rag
0 0
shaikhadibbb10h ago • 6 min read
How I rescued a RAG assistant from memory leaks and got it running on a 512MB RAM free tier
A few weeks ago, I had a classic "works on my machine" moment. I had built a nice RAG prototype...
#rag#ai#devops#python
3 0
Remy B.2d ago • 15 min read
Considering RAG for your Agent? Build this instead.
Key Takeaways Most SaaS AI agents don't need a vector database — file-based memory plus 1M-token.....
#ai#programming#rag#webdev
2 0
Suraj Sharma4d ago • 2 min read
RAG Explained: How Retrieval-Augmented Generation Actually Works
A visual walkthrough of RAG's two pipelines — ingestion and query — covering chunking, embeddings, v...
#ai#machinelearning#llm#rag
5 1
Gabor Koos6d ago • 7 min read
How I Built a Confluence Crawler
TLDR: If you are not interested in the story and just want the tool, go straight to the repository:....
#ai#programming#rag
0 0
Shreyash1d ago • 6 min read
AI Coding Agents Search Like It's 2009. Provenant Cuts Tokens by 65x.
Here's what happens every time you ask an AI coding agent a question: It greps your codebase It...
#ai#llm#rag#showdev
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Mahima Thacker2d ago • 6 min read
RAG for Codebases Is Harder Than It Looks
Building RepoChat, an AI tool that explains GitHub repos I built a small AI tool called...
#ai#rag#python#devtool
2 2
Okeke Chukwudubem4d ago • 4 min read
Revisiting My Phone AI After Gemma 4: The Upgrade I Didn't Know I Needed
Two weeks ago, I built a RAG pipeline on my phone. Termux. Gemma 4 E2B. A Python script that took my...
#ai#gemma#mobile#rag
0 0
A Aesthetic3d ago • 1 min read
I built a local-first movie recommender with Corrective-RAG (cited explanations, hybrid retrieval, runs entirely on Ollama)
Hey — sharing a project I've been building for the last few months. It's a movie recommendation...
#ai#llm#rag#showdev
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OKIKUSAN-PUBLIC6d ago • 5 min read
Turning Obsidian into AI's Own Memory — Local Cognitive OS with Hindsight and Hermes
📌 The full version (with FIG.5 interactive Hindsight loop simulator and 5 SVG figures) lives on my....
#ai#productivity#rag#showdev
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Ai developer21h ago • 3 min read
RAG SOTA: I Tested 7 Pipelines and Built SEQUOIA (Open Source)
RAG SOTA: I Tested 7 Pipelines and Built SEQUOIA (Open Source) After 20+ hours of compute...
#rag#llm#ai#career
0 1
Mukunda Rao Katta3d ago • 4 min read
My RAG system slowly got worse for three months and nobody noticed.
A composable drift detector for RAG and agent systems. Five orthogonal dimensions, one DriftReport, ...
#hermeschallenge#ai#rag#python
0 0
Mark Nelson1d ago • 34 min read
How to Enforce Role-Based Data Access in AI Applications with Oracle Deep Data Security
Key Takeaways AI assistants should not rely on prompts or application code to enforce...
#ai#database#rag#security
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ZyVOP13h ago • 8 min read
Beyond Autocomplete: How AI Editors Actually Understand Your Codebase
The first time an AI editor suggests the exact function signature you needed — one that lives three....
#aieditors#howitworks#rag#cursor
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Kotcherla Murali Krishna6d ago • 12 min read
What Happens Inside an LLM During Inference: Tokens, KV Cache, and GPU Execution Explained
You type a prompt. You hit Enter. In under two seconds, a response starts streaming back — word by.....
#ai#python#machinelearning#rag
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Yaohua Chen2d ago • 17 min read
The Representation Problem: Why RAG vs. Agentic Search Is the Wrong Debate
The industry has been asking the wrong question. When Boris Cherny — the creator and Head of Claude...
#rag#ai#llm#architecture
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Marc Builds11h ago • 5 min read
TinySearch: Let Small Local LLMs Search the Web Without Burning Context
I’ve been playing around with local LLM agents a lot lately.. Mostly smaller models, MCP tools,...
#ai#opensource#mcp#rag
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