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Agnes-3.0-Flash: Preview vs Production, What Actually Differs
Agnes-3.0-Flash Preview's open-weight 33B checkpoint differs from the production API model. Here's what changed, what stayed, and why it matters.
Why Is AI Hitting Young Workers Hardest in Today's Job Market?
New data shows a payroll gap for young workers as AI spreads through entry-level work. Here's what the numbers actually reveal.
What "Pace the Frontier" Means for AI's Biggest Labs Right Now
Anthropic, OpenAI and Elon Musk suddenly agree on slowing AI development. Here's what "pace the frontier" means and why it happened now.
Anthropic's Misuse Report: AI Hacking, Dating Scams, Rival Lab Claims
Anthropic's misuse report details AI-run cyberattacks, a 5,000-persona dating scam, and claims that DeepSeek and Moonshot routed traffic to Claude.
The Anthropic Resignation That Sparked an AI Safety Firestorm
A viral resignation post claiming AI could kill humanity triggered a Twitter storm, political reactions, and Dario Amodei's "race to the top" essay.
Claude Agent Skills: How Anthropic Builds Reusable AI Workflows
Anthropic engineers stopped rebuilding agents for every task. Here's how Claude agent skills work and four practices that make them stick.
Fruit Fly Brain Uploaded to AI: How the Connectome Project Works
Google DeepMind mapped a fruit fly's brain into a downloadable dataset. Here's how hobbyists are training it to sort email and play games.
Graft: Giving AI Coding Agents a Map of Your Codebase
Graft builds a queryable code graph for AI coding agents. Here's how it works, how to install it, and how to use it to trace bugs across files.
Fruit Fly Brain Email Classifier: Inside the Connectome Experiment
A real Drosophila connectome was mapped and trained to sort emails. Here's how the method works and what it actually proves about biological AI.
Speculative Decoding in Llama.cpp: How to Actually Speed Up Local LLMs
How draft models, NGL layer tuning, and quantization choice combine in Llama.cpp to speed up local LLM inference, based on real hardware tests.
Could "Pacing the Frontier" Rhetoric Lead to a Ban on Local AI?
Frontier labs warn we must "pace the frontier." Critics see a pretext for restricting open-weight and local AI models. Here's the debate.
Managed AI Agents Pricing: Session Fees vs Token Costs Explained
Claude, Gemini and AWS now bill managed agents by session hours on top of tokens. Here's how that cost model works and what it means for your bill.
Running a 27B Model on a Mini PC: What the Benchmarks Show
Real benchmarks of a 27B model on a tiny mini PC and GPU dock, covering quantization, VRAM fit, NGL tuning, and speculative decoding gains.
How to Run OUI-1 with vLLM for Generative UI
A practical guide to serving OUI-1 with vLLM: FP8 quantization, GPU memory needs, tool-calling setup, and OpenAI-compatible API calls.
Is the US-China AI Arms Race Real, or Just Good Lobbying?
A veteran of both US and Chinese AI industries argues the US-China AI arms race is largely a myth used to justify bad policy and overspending.
Verdant Free Mode: Is It Really Free AI Coding?
Verdant's free coding mode needs no subscription. Here's how the refresh allowance and weekly cap work, and how it stacks up against Eco and Prime.
How to Use Verdant's Free Coding Mode to Fix a Real Bug
A step-by-step guide to Verdant's free coding mode, showing setup, prompt structure, and a real JavaScript bug fix from start to test verification.
Verdant Pricing Explained: Free Credits, Light, Starter, Pro and Max Plans
Verdant's paid plans run from $5 Light to $179 Max, plus 100 free credits for new users. Here's what each tier actually gets you.
ZLUDA on Windows: Run CUDA Apps on AMD GPUs (Guide + Limits)
A guide to the ZLUDA-based Windows project that runs unmodified CUDA apps on AMD GPUs, with install steps, benchmarks, and known limitations.
How to Run Agnes-3.0-Flash Preview Locally: Hardware Requirements
Agnes-3.0-Flash Preview needs an H100 or H200 GPU and about 66GB disk space. Here's how to set it up with SGLang or Transformers.
Agnes-3.0-Flash Preview: The Open-Weight Model, Explained
Agnes-3.0-Flash Preview is a 33B open-weight hybrid-attention model with 262K context, vision input, and tool calling. Here's what it actually is.
How to Build a 24/7 AI Software Factory With GPT-6 Astra
A step-by-step guide to deploying a self-hosted autonomous coding harness that turns GitHub issues into validated pull requests using GPT-6 Astra.
Why Is Claude Opus 5 Getting Bad Reviews Despite Top Benchmarks?
Opus 5 tops Anthropic's benchmark charts but developers call it verbose and over-engineered. Here's the gap between scores and real coding work.
Did Anthropic Secretly Nerf Claude Code? The Real Timeline
Anthropic quietly lowered Claude Code's reasoning effort and hit cache bugs that degraded output for weeks. Here's what actually happened.