RAG, Knowledge Packs and Your Notes
Ensu Packs and Your Notes help small models answer better with knowledge stored on your device.
Ente Locker Blog3 min read
retrieval augmented generation
499 stories
Rethinking access control for RAG with Amazon Quick and Amazon Bedrock
Enterprise RAG unlocks insights from knowledge sources like SharePoint, Google Drive, and Confluence, but those sources carry complex permissions. Learn how Amazon Quick and Amazon Bedrock Knowledge Bases enforce document-level access controls in real time, verifying permissions directly with…
AWS ML Blog6 min readHow AI search optimization works for modern marketers
Today, when a buyer asks ChatGPT, Perplexity, or Google’s AI Mode a question, they rarely see a list of suggested links. They see one synthesized answer that cites a handful of sources. If your brand is one of those citations, you win attention, traffic, and trust.
Breeze AI Blog18 min readBest Tools for Hallucination Detection in LLMs (2026)
An LLM can return a fluent, confident answer that contains unsupported claims, contradicts the retrieved context, or invents facts. Traditional application monitoring won’t catch any...
Opencontroller by lyzr Blog14 min readBest Tools for Preventing AI Hallucinations in Production (2026)
An AI system can give a confident answer its source data doesn’t support. It can retrieve the wrong document and summarize it fluently, pick the...
Opencontroller by lyzr Blog13 min readDocker Agent
Article URL: https://github.com/docker/docker-agent Comments URL: https://news.ycombinator.com/item?id=49996259 Points: 275 # Comments: 126
Hacker News2 min read15 FastAPI Projects With Source Code for Your Portfolio
Most Python portfolios look the same: a to-do app, a Titanic notebook, and not much else. Hiring managers screening backend and AI candidates want something sharper, and well-chosen FastAPI projects deliver it.
AI and Machine Learning Roadmaps Blog8 min readn8n vs Make vs Zapier: The Honest 2026 Comparison
Originally published on Codeloop Software. Quick answer: Zapier, Make, and n8n are the three leading workflow automation platforms in 2026: Zapier wins on simplicity with 6,000+ integrations from $19.99/mo, Make wins on visual logic at lower cost ($9/mo for 10,000 operations), and n8n wins on…
Dev.to AI4 min readValidate AI Factory Changes with Digital Twins and AI Agents
AI factories are some of the most complex operations in the world, combining GPUs, CPUs, switches, DPUs, and SuperNICs alongside schedulers, orchestration...
NVIDIA Developer Blog9 min readHow Cornerstone OnDemand cut database diagnosis by 78% with Amazon Bedrock
Cornerstone OnDemand built Orion AI, a multi-agent system on Amazon Bedrock and Strands Agents, to turn database operations from reactive firefighting into proactive automation. A three-person team cut database diagnosis from 45 minutes to 10, a 78% reduction, in six months.
AWS ML Blog10 min read11 Best Tools for AI Output Drift Monitoring in 2026
Nobody deployed anything. Error rates are flat, latency is fine, every request returns 200. But the answers your agent gave in March were better than...
Opencontroller by lyzr Blog17 min readAI in Production: What Breaks, What Works, and Who Approves It?
On October 14, InfoQ hosts a free 60-minute panel with five practitioners on running AI in production. They'll discuss agent autonomy and human approval, how to verify AI-generated changes, sensitive-data exposure, and production RAG. Registrants can submit questions and will receive the recording.
InfoQ - AI/ML/Data4 min readVidya AI Is Here- Your Assisted AI To Learn AI From Basics
Check out Vidya AI: https://www.krishnaik.in/ai-tutorials Join our AI FDE Bootcamp Enrollment link: https://www.krishnaik.in/liveclass2/Forward_Deployed_Engineer?id=14 Reach out to Krish Naik's counselling team on 📞 +919111533440 or +918484837781 in case of any queries we are there to help you…
Krish NaikThe Consistency Quadrant: A Visual Guide to LLM Reliability
Mapping structural variance against execution outputs to estimate coding agent reliability without ground truth. The post The Consistency Quadrant: A Visual Guide to LLM Reliability appeared first on Towards Data Science.
Towards Data Science28 min read10 Jev Projects on GitHub You Should Check Out
Agents make dozens of small decisions before producing useful output: which source to trust, which tool to call, what context to keep and when to stop. Jev brings those hidden choices into the open by turning them into typed decisions with probabilities, instead of relying on free-form text alone.
Analytics Vidhya8 min readTree Navigation Without LLM Summaries: A Matched-Cost Study of Hierarchical Retrieval for Long-Document QA
Retrieval-augmented generation grounds language models in external context, but for long documents flat top-$k$ retrieval can cluster on a single region and miss complementary evidence.
arXiv - cs.CL (NLP)19 min readThe AI Engineer Job Description Is a Lie. Here's What the Role Actually Is.
I spend a lot of time in the AI space -- reading papers, building things, talking to engineers who are actually shipping. And there is a gap between what the demos show and what production systems actually look like that nobody is being fully honest about.
Dev.to AI5 min readThe Chunking Dilemma: Why RAG Fails Before Retrieval Even Starts
Why 80% of enterprise RAG failures happen before retrieval starts. Learn the Goldilocks chunking dilemma, 512-token truncation, and production splitting rules.
Towards AI15 min read
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