Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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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.
Hunyuan 4 Tested: Blender Automation and Real IPO Report Generation
Hands-on tests of Tencent's Hunyuan 4 building a Blender scene from a sketch and writing a full IPO research report from messy files.
Kimi K3.1 Pro: Inside Moonshot AI's 2.8T Parameter Open Model
Kimi K3.1 Pro specs explained: 2.8T MoE parameters, 104B active, 1M context, and how it benchmarks against Claude and GPT.
Mixing AI Models: Cut Coding Costs Without Losing Code Quality
A practical strategy for pairing a frontier model for planning with a cheaper open model for execution to lower AI coding costs.
Open-Weight Models vs Claude and GPT for AI Coding: Who Actually Wins?
Open models match Claude and GPT on short coding tasks but stall on long agentic workflows. Here's what the ticket-by-ticket data shows.
10 Academic Habits PhDs Must Unlearn to Build a Startup
Y Combinator's Startup School breaks down the academic instincts that sabotage PhD founders, from vanity metrics to novelty obsession, and how to fix them.
Ripple-65B Benchmarks: A Dense Model That Punches Above Its Weight
Ripple-65B is a dense 65B model from Recursive Intelligence that leads on agentic coding benchmarks but trails on math and safety tests.
Ripple-65B Tested Locally: Recursive Intelligence's Dense Coding Model
A hands-on local test of Ripple-65B, a dense 65B transformer for agentic coding, covering setup, VRAM needs, and real bug-fixing results.
Tencent Hunyuan 4: A Multimodal Agent for Blender, Office, and Finance
Tencent's Hunyuan 4 adds vision, 1M-token context, and computer-use skills for Blender, CAD, and office document work. Here's what it can do.
VidIQ MCP for Claude: What It Costs and How to Connect It
VidIQ's MCP server links to Claude for $1 the first month. Here's what the integration does and how to set it up for AI video research.
Is AI Weight Editing Overhyped? The Case for Skepticism
Researchers reproduced the viral weight-editing results fast, but the method only fixes existing flaws. It can't teach a model new skills.
Yann LeCun's JEPA Paper: Why a Tiny Model Beat Giant LLMs
Yann LeCun's new JEPA paper shows a small world model outperforming massive LLMs on world understanding. Here's what it actually proves.
Zed vs T3 Code vs Bamboo vs Delta: Best Claude Code Interface?
Comparing Zed, T3 Code, Bamboo, and Delta as interfaces for managing Claude Code, with pricing and feature differences explained.
Can AI Coding Agents Replace Paid Software Like Adobe and Excel?
AI coding agents can now clone Excel and the Adobe suite in hours. Here's what that means for software pricing and the subscription model.
How Claude Code Gave Minecraft and Terraria Real 3D on the 3DS
Claude Code reverse-engineered compiled Minecraft and Terraria binaries on Nintendo 3DS, adding true stereoscopic 3D with no source code access.
Is Crouton Alpha Free? What We Know About Access and Pricing
Crouton Alpha is a free stealth model with a 1 million token context window built for subagent workflows. Here's what's known so far.
Crouton Alpha Tested: The Free Stealth Model Built for Subagents
Hands-on test of Crouton Alpha, a free stealth model with a 1M token context, across coding subagents, vision, science, and translation.