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WebBuilding a Practical Taxonomy for AI World Models
1+ hour, 23+ min ago (1367+ words) The term world model is used almost everywhere in AI now. But the more often it appears, the less clear it sometimes become. A reinforcement learning researcher may use the term for a latent dynamics model. A robotics team may…...
I shipped an LLM efficiency + security kernel — and deleted my own best idea
1+ hour, 31+ min ago (325+ words) Six months ago I set out to make LLMs "smarter" by orchestrating many of them together. I measured it. It didn't work. Here's what I shipped instead — and why the failure is the part I'm proudest of. The plan was…...
Verifying How IAM and Lake Formation Behave for the Glue REST Catalog and S3 Tables
1+ hour, 40+ min ago (900+ words) I'm Aki, an AWS Community Builder (@jitepengin). In my previous article, I hit the Iceberg REST Catalog directly and confirmed the design differences between the Glue endpoint and the S3 Tables endpoint. In that article I wrote that "accessing through the…...
Capturing, Streaming, Storing, and Visualizing Crypto Market Data in Real Time with PostgreSQL, Debezium, Kafka, JDBC & Grafana
2+ hour ago (312+ words) In the fast-moving world of cryptocurrency, market data changes every second — prices fluctuate, trades execute, and volumes shift continuously. Capturing this stream of real-time data and transforming it into meaningful insights requires a robust and scalable pipeline. In this project,…...
Bootcamp Grad Explores Open-Source AI APIs: What I Learned
3+ hour, 11+ min ago (871+ words) Here's the thing: bootcamp Grad Explores Open-Source AI APIs: What I Learned I was complaining to my friend (a senior engineer) about how expensive it was going to be to call GPT-4o for my project. I was doing napkin math…...
Finding the Right Local LLM Doesn't Have to Take Hours
3+ hour, 28+ min ago (121+ words) Hello, I'm Rijul. I'm building git-lrc, a micro AI code reviewer that runs on every commit. It's free... Tagged with tools, productivity, llms....
PVM:Give any LLM long-term memory.No API keys,no GPU,~800 lines Python.
3+ hour, 52+ min ago (578+ words) Every LLM you've ever used is an amnesiac. The industry's answer has been RAG — retrieve relevant context, stuff it into the prompt, hope the model figures it out. It mostly works for simple Q&A. It falls apart when information changes....
Agentic tool-use eval on a local 35B (Q8): trap-tool avoidance is solid, but I can't tell if my failures are the model or my harness
7+ hour, 27+ min ago (25+ words) I've been running a small agentic eval harness against a local model and I'd like a sanity check on... Tagged with ai, opensource, rust, llm....
The Evaluation Debt You Don't Know You Have: Why Agent Evals Fail in Production
7+ hour, 46+ min ago (994+ words) By Paul Twist, Berlin | July 13, 2026 You've shipped an agent. It works great on your test suite. Three weeks later, your customers are hitting a failure mode you never saw coming. This is evaluation debt. And 38% of AI teams say it's…...
🚀 Day 1 – Python Syntax & Idioms
7+ hour, 46+ min ago (330+ words) Welcome to Day 1! Python is famous for its clean, readable syntax—often described as "executable pseudocode." This guide covers the foundational idioms you need to write clean, Pythonic code from the start. High-level: You don't have to manage memory or…...