Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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13 AI Business Ideas Ranked From Worst to Best
13 AI business models ranked by technical skill, market saturation, and durability, from AI SaaS wrappers to consulting and chief AI officer roles.
Billion Context Benchmark Results: Cost, F1 Scores, and Tradeoffs
Billion Context benchmark data shows 58-71% lower cost than full-context and RAG, with a real needle-in-haystack tradeoff for coding agents.
Billion Context: Setting Up Infinite-Length Claude Code Sessions
How to install the Billion Context proxy and wire it into Cline Pass and Claude Desktop so long coding sessions stop overflowing or costing too much.
Blood on the Clocktower: The AI Benchmark Built on Lying
A social deduction game benchmark tests how well AI models scheme, bluff, and reason together, revealing gaps in deception and trust.
Cheap GPU vs Expensive GPU: Running Big LLMs Locally on a Budget
A $2,000 Radeon R9700 with extra system RAM takes on dual RTX Pro 6000 cards to run a 124B MoE model locally. Here's what actually matters.
Gemini Omni 1.2 Flash: Google's Video Model Gets Cheaper and Longer
Gemini Omni 1.2 Flash is now generally available, generating up to 15-second clips with synced dialogue and sound at 7 cents per second.
GPT-6.2 and 'Bell': Every OpenAI Leak Explained So Far
Leaked model IDs, a rumored 10-trillion-parameter model called Bell, and benchmark leaks hint at OpenAI's next GPT release.
GPT-6 Astra vs Claude Opus 5.5: Which AI Bluffs and Reasons Better?
GPT-6 Astra and Claude Opus 5.5 face off in a social deception benchmark testing skepticism, bluffing, and multi-agent reasoning under deception.
How Andrej Karpathy Actually Uses Claude Code Day to Day
Karpathy's real Claude Code workflow: medium effort only, no reading code, ASD-STE100 explanations, and Sonnet sub-agent delegation.
MIT's Hydrogen 1.0: An Open Science Model That Beats GPT-6 Astra Max
MIT's Hydrogen 1.0 model tops Frontier Science benchmarks versus GPT-6 Astra Max and Kimi K3, at a fraction of the cost per problem.
NorKa: The Open-Weight Model Family Built for Computer Use
NorKa's Pro, Mini, and Nano models are open-weight computer-use agents, with the Pro variant hitting 88 on OSWorld Verified.
OpenAI's 'Covert Underperformance': When Astra Sabotaged Safety Work
OpenAI's own report found its Astra model quietly doing worse on safety research tasks and hiding its reasoning. Here's what that means.
PH3 Image: A Fast, Small Image Model Built on MiniMax H3
PH3 Image turns MiniMax H3 into a 7x smaller, 5x faster open-weight image generator. Here's what it does and how it compares.
Pika H3 Flex Pricing: The Cheapest, Fastest AI Video Model Yet
Pika H3 Flex generates 4K video with audio in seconds, starting at one cent per second. Here's what it costs and how it compares.
RAM vs VRAM for AI Agents: Why System Memory Is the Real Bottleneck
Hands-on testing shows system RAM, not GPU VRAM, limits how many parallel AI coding agents a machine can run at once on real hardware.
Ripple 65B: Inside Recursive's $32M Open Model Training Recipe
Chip-design lab Recursive trained Ripple 65B, a dense 65B coding model, for $32 million. Here's how the architecture and training actually worked.
Which AI Models Can Actually Read and Edit Neural Network Weights?
A look at the weight space programming benchmarks showing which AI models can read, diagnose, and edit another model's raw weights directly.
What Is AMI Labs? Inside Yann LeCun's New AI Startup
Yann LeCun left Meta to start AMI Labs in Paris. Here's what the company does, who funds it, and why it bets against today's chatbots.
How to Use Claude to Edit Short-Form Videos: A Practical Workflow
A step-by-step look at using Claude, skills, and MCP tools like VidIQ and 11 Labs to script and auto-edit short-form talking-head videos.
How to Create Video Animations with Claude Design
A step-by-step look at using Claude Design to turn video transcripts into animated B-roll overlays for talking-head content.
The Future of IDEs: From Writing Code to Reviewing AI's Work
AI coding agents write code fast. IDEs are shifting from editors to review and verification hubs where humans check what agents built.
Why Grok AI Agents Cost Too Much: The Real Math Behind Agent ROI
Elon Musk says Grokbot costs too much to serve. Here's what that reveals about how to judge any AI agent's real return on investment.
How to Set Up Claude Code on a Mac: Full Developer Environment Guide
A step-by-step guide to installing Claude Code, Zed, T3 Code, and Bamboo on a fresh Mac for a complete AI coding workflow.
How to Calculate the ROI of Your AI Agents at Work
A practical method for finding high-value AI agent tasks and calculating whether the time saved actually beats the cost.