Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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Why Your AI Agent's Harness Matters More Than the Model for Cost
A benchmark shows agent harness choice, not model choice, cuts token costs by up to 75% versus Claude managed agents on identical tasks.
Is AI Computer Use Safe? What Prompt Injection Risk Really Looks Like
Do frontier models like Claude and GPT-6 resist prompt injection during computer-use automation? Here's what current evidence and practice suggest.
Antigravity's Boost Mode: Multi-Agent Coding for Gemini 3.8 Flash
A practical look at Google Antigravity's /boost command, a multi-agent workflow for Gemini 3.8 Flash built for hard bugs and messy refactors.
Antigravity Boost Mode: Pricing, Quota, and Plan Requirements
Boost mode in Google Antigravity needs a paid plan and draws down quota. Here's how it works with Gemini 3.8 Flash and what it costs.
iPhone 18 Pro, iPhone Duo, and Apple Watch: Prices and Release Dates
Apple's iPhone 18 Pro, foldable iPhone Duo, and Apple Watch Series 12/Ultra 4 pricing, release dates, and new AI features, explained.
Apple vs OpenAI: Who Really Owns Your AI Relationship?
Apple's new hardware and OpenAI's agent ambitions are chasing the same prize: becoming the AI you trust with your work, long term.
Apple's AI Health Redesign: What's Coming and When It Arrives
Apple's Health app redesign adds AI-guided lab testing, movement evaluation, and on-device processing. Here's what's confirmed and when it ships.
Give Claude Code Full Computer Control Without a Bloated Tool
A lightweight custom skill lets Claude Code and Codex control your whole screen using only terminal commands, no computer-use harness required.
Edge0-35B-A3B: How a 35B MoE Model Runs in 3GB of RAM
Edge0-35B-A3B streams MoE experts from SSD to run a 35B-parameter model in under 3GB active memory. Setup, speed, and hardware needs explained.
Run GLM 5.3 Flash Locally: GSQ and RCO Quantization Explained
How GSQ and RCO quantization shrink the 320B GLM 5.3 Flash model to under 140GB, and how to build llama.cpp and serve it on local GPUs.
Seedance 2.5 and Astra: What an AI Short Film Reveals About Video AI
A cinematic AI short film built with Seedance 2.5 and Astra shows how far text-to-video AI has come on character and dialogue consistency.
True Forge: Run Open-Source Managed Agents on Your Own Hardware
True Forge is an MIT-licensed, self-hosted agent harness that replaces Claude and Gemini managed agents. Here's how it works and how to set it up.
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.