Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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AI Chatbots Are Becoming Agent Teams You Manage, Not Just Chat With
Grokbot, Claude, and Meta's agents signal a shift from single chatbots to orchestrated AI teams. Here's what that means for how you'll work.
Anthropic's 'Pace the Frontier' Plan, Explained
Dario Amodei's plan to pace frontier AI got instant reactions from Altman, Hassabis, Nadella, Zuckerberg, and Trump. Here's what it actually says.
Claude Code Mods and agents.md: What's New and Why It Matters
Claude Code now reads agents.md files and supports "mods," a plugin system for customizing the coding harness itself. Here's how both work.
Claude Projects Threads: How Anthropic's New Agentic Coordinator Works
Anthropic rebuilt Claude Projects into a coordinator that delegates work to cloud threads and sub-agents, with shared memory and RAG retrieval.
Claude Projects: Who Gets Access, and What's Still Missing
Claude's redesigned Projects feature is rolling out to select Pro and Max users first. Here's who qualifies and what's excluded for now.
Claude's Projects Redesign and Co-work Merger: Who Actually Has Access
Anthropic is merging Claude Co-work into Chat and rebuilding Projects around conversations, but the rollout is staggered and most users are locked out.
RTX 3090 Hits $1,400: What It Means for Local LLM Builders in 2026
Used RTX 3090 prices climbed to $1,400 while 3060s hold near $300. Here's what that price gap means for local LLM builds right now.
Inclusion AI's Ming Realtime Model: Full-Duplex Voice AI, Tested Locally
Inclusion AI's Ming realtime model claims full-duplex voice and vision understanding. Here's how it runs locally, its VRAM needs, and how it performs.
Jev AI Tested: Voice Computer Control, Minecraft, and Robot Arms
Hands-on tests of Jev show voice-controlled computer use, mixed Minecraft results, and a working robot arm demo. Here's what actually happened.
How to Build a One-Person Business Using Claude: Dario's 3 Filters
Anthropic's CEO says a solo founder could build a billion-dollar business with Claude. Here's the three-filter framework, explained with a real example.
How Hacktron Used Claude to Hack OpenAI Through an ImageMagick Bug
Hacktron used Anthropic's Claude Opus models to chain forum, SSO and image-processing flaws into a breach of OpenAI's internal systems.
Qwen 3.8 27B Swift vs Original: Does It Really Think Less?
A fine-tune claims to fix Qwen 3.8 27B's overthinking. A real coding benchmark shows more tokens, more tool calls, but a faster finish.
Violoop: The Hardware AI Agent That Tricks Your Mac Into Trusting It
Violoop is a USB device that poses as a keyboard so an AI agent can click macOS permission dialogues software agents are blocked from touching.
Violoop V4 on Kickstarter: Price, Release Date, and What You Get
Violoop's V4 AI hardware agent hits Kickstarter September 15th. Here's what backers get, how it works, and what changed from the V3 beta.
What Will AI Agent Organizations Look Like in the Next Few Years?
OpenAI's Noam Brown on how AI agent swarms coordinate like human teams and why they may reshape how organizations get work done.
Can You Trust an AI Agent to Buy Things for You?
Stripe is building the trust and fraud infrastructure that lets AI agents spend money on your behalf. Here's how it works and where it breaks.
How an AI Filmmaker Built a Short Film in a Day With Astra and Runway
A breakdown of the AI film pipeline using GPT-6 Astra, Codex, and Runway's MCP to script, cast, generate, and edit a short film fast.
Why Are AI Companies Facing a New Kind of Fraud From Stolen Tokens?
AI startups like Cursor face fraud before checkout ever happens: stolen tokens and free-trial abuse. Here's how fraud prevention is adapting.
How to Run Bonsai 2 27B Locally: Full Install Guide
Install and serve Bonsai 2 27B with llama.cpp locally. Covers VRAM usage, slot configuration, GGUF formats, and real-world test results.
Bonsai 2 27B Tested: Does the 98% Benchmark Claim Hold Up?
Bonsai 2 27B claims 98.2% of full-precision performance at a ninth of the size. Real coding, vision, and language tests find the gaps.
How to Set Up Claude Projects and Skills the Right Way
Anthropic's updated best practices for structuring Claude Projects and writing Skills, and why old prompting advice now backfires.
How to Prompt Claude the Right Way in 2026
Anthropic rewrote its Claude prompting guidance for newer models. Here's what changed, why old habits backfire, and how to fix your prompts.
How to Connect Codex to the Higgsfield API for AI Video
Step-by-step guide to wiring Codex to Higgsfield's API for pay-per-use AI image and video generation with Seedance, Kling, and Minimax.
Harness Arena: How to Compare AI Coding Agent Harnesses Head-to-Head
Harness Arena lets you judge Claude Code, Codex, OpenCode, and other agent harnesses blind on real coding tasks. Here's how the comparison works.