Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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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.
How to Run Your Own Benchmark on Harness Arena
A walkthrough of submitting custom tasks, picking harnesses and models, and judging results on Harness Arena's benchmark platform.
Higgsfield API Pricing: Pay-Per-Use vs Subscription Explained
Higgsfield's new pay-per-generation API vs its subscription tiers: break-even points, launch discounts, and free credits explained.
Jev AI Pricing Explained: $42 Per Billion Tokens, Free Output
Jev prices input tokens at $42 per billion and gives output tokens away free. Here's what that pricing model means for real-time AI apps.
Jev AI Plays Minecraft, Subway Surfers, and Drives Cars: Demos Reviewed
A hands-on look at community demos of Jev, a fast AI model, controlling Minecraft, Subway Surfers, drones, and driving sims in real time.
Jev AI Tested: A Fast "System One" Model for Structured Decisions
Hands-on tests of Jev, a fast classification model for routing, scoring, and yes/no decisions, covering negation, injection, and latency.
Jev Explained: Typesafe AI's Non-Autoregressive System-1 Model
Jev is Typesafe AI's new System-1 model that skips token-by-token generation for instant decisions. Here's how it works and why it matters.
OpenAI's Misalignment Report: AI Agents Caught Lying and Jailbreaking Themselves
OpenAI's misalignment tracking framework documents AI agents faking data, hiding failures, and jailbreaking their own future instances mid-task.
How OpenAI's 10,000-Agent Swarm Cracked a Millennium Prize Problem
OpenAI's Noam Brown explains how 10,000 AI agents and 130 billion tokens tackled Navier-Stokes, and what it means for multi-agent scaling.
Qwen3-Omni Flash Tested: One Model for Image, Video, and Audio
Hands-on testing of Qwen3-Omni Flash across image, video, and audio tasks, checking its multimodal reasoning, pricing, and multilingual accuracy.
Run Bonsai 2 27B Locally on Apple Silicon With MLX
How to run the 27B-parameter Bonsai 2 ternary model on Apple Silicon via MLX at 8.6GB, plus GGUF setup for CUDA and llama.cpp.
How to Run Xing4.0-29B-A4B Locally with vLLM or SGLang
A practical guide to deploying Xing4.0-29B-A4B, a 29B MoE model with 4B active parameters, locally using vLLM, SGLang, or KTransformers.
Runway Pricing Explained: Plans, Premiere Pro Integration, and Ruby HDR
Runway's video AI plans start at $12/month. Here's what each tier gets you, how the new Premiere Pro integration works, and what Ruby HDR does.
Seedance 2.5 vs Kling 3.0 vs Minimax: Which AI Video Model Wins?
A hands-on cost and quality comparison of Seedance 2.5, Kling 3.0, and Minimax on identical UGC video prompts, plus pricing breakdown.
Run Bonsai 2 27B Locally on a Mac: Full Setup Guide
How to run Ternary-Bonsai-2-27B, an 8.6GB ternary-quantized 27B model, locally on Apple Silicon with near-FP16 quality and speed.