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News
Context Engineering Inside the Harness: 4 Mechanisms That Beat Context Overflow and Goal Loss on Long-Horizon Tasks
2+ hour, 43+ min ago (263+ words) This article opens up that layer. Compaction, memory strategy, context budgeting, and todo-state are the machinery that turns a shallow loop into a deep agent. We look at how LangChain Deep Agents, Claude Code, Manus, OpenAI Codex, and Amazon Bedrock…...
Claude Misuse, GPT-Live-1 API, Apple Ternus Era
10+ hour, 33+ min ago (257+ words) Anthropic on Claude misuse, OpenAI ships GPT-Live-1 to API, and BofA on Apple's Ternus era and AI. Anthropic flagged misuse of Claude for weapons research on Bloomberg's Balance of Power, OpenAI moved GPT-Live-1 into its API and BofA mapped Apple's…...
The Internet Is Held Together By Systems That Disagree With Each Other
6+ min ago (36+ words) Martin Kleppmann spent 600 pages explaining why that isn’t a bug. A few years ago, I ordered a cab. The app showed the driver …...
The Accuracy Paradox: Why Your Deep Learning Model Lies to You (and How to Fix It)
6+ hour ago (222+ words) Imagine building an AI system that boasts an impressive 77.16% mean accuracy. You pull the trigger, deploy it to a production pipeline, and confidently assume it’s filtering out junk while surfacing…...
9 AI Engineering Rules I Wish I Knew Before Shipping My First Agent
9+ hour, 52+ min ago (36+ words) The practical lessons that helped me go from building AI demos to engineering systems I could actually trust. A $47,000 AI mistake …...
But Seriously… Can Someone From Product Become a Machine Learning Engineer?
11+ hour, 10+ min ago (1000+ words) One question comes up again and again: Can someone really transition into data science or machine learning without coming from a traditional technical background? It is a fair question. The machine learning industry can feel intimidating. Researchers publish papers, engineers…...
LLM vs GPT: The Difference I Wish Someone Had Explained to Me Sooner
11+ hour, 11+ min ago (246+ words) A few months ago, someone asked me a question that stopped me cold. “So is GPT the same thing as an LLM, or not?” I opened my mouth to answer and realized I didn’t actually know. I’d been throwing around…...
TokenPrint: An Open-Source 3D Visual Debugger for LLMs and Transformers
12+ hour, 38+ min ago (765+ words) I Built TokenPrint: A 3D Visual Debugger for LLMs and Transformers Large language models are becoming increasingly powerful …...
The AI Productivity Trap Why Using More AI Tools Can Make You Less Productive
13+ hour, 4+ min ago (33+ words) You didn’t get lazier. Your toolkit got louder than your thinking. Open your laptop right now and count your …...
Tokenization Is Not a Preprocessing Step. It’s a System Design Decision.
14+ hour, 1+ min ago (281+ words) Introduction At some point almost every LLM engineer hits one of these: A “128k context window” model runs out of …...