Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
Subscribe via RSS
Open Source AI and the US Business Model Problem: Why China Is Winning
US open-source AI lacks a sustainable business model while China subsidizes its models. Here's what's at stake and which companies might close the gap.
OpenAI on Azure vs OpenAI on AWS: What the Microsoft Deal Restructure Means for Your Cloud AI Strategy
OpenAI dropped Azure exclusivity but locked in Microsoft's 20% revenue share. Here's how to think about Azure vs AWS for OpenAI workloads now.
OpenAI-Microsoft Deal Restructured: 4 Terms That Change Everything About Enterprise AI Procurement
AGI clause gone. Exclusivity dropped. AWS access live the next day. The four deal terms from the OpenAI-Microsoft restructure that matter most.
OpenAI Models Are Now on AWS Bedrock — Here's Exactly What's Available and What's Coming
GPT-5.4 is live on Bedrock now. GPT-5.5 and Codex are coming within weeks. Here's the full availability timeline and what it means for Bedrock users.
Q1 2026 AI Earnings: 6 Numbers That Confirm the Compute Shortage Is Now the Only Constraint That Matters
Google's backlog nearly doubled to $460B in one quarter. AWS free cash flow collapsed to $1.2B. Six numbers that define the AI infrastructure race.
Sam Altman Says the Harness Is Now Inseparable from the Model — Here's What That Means for Builders
Sam Altman told Ben Thompson he can't always tell if a great Codex result came from the model or the harness. What builders need to know.
Sam Altman Says OpenAI Is Now an AI Inference Company — What That Shift Means for Multi-Cloud Buyers
Sam Altman's 'inference company' framing signals OpenAI's intent to be everywhere. Here's what multi-cloud AI procurement looks like after the Microsoft deal.
How to Self-Host an Open-Weight AI Stack for Enterprise in Under a Day: DeepSeek V4 + Qwen Embeddings
Cut your AI inference bill 3x by self-hosting DeepSeek V4 with Qwen embeddings. Here's the full stack setup guide for enterprise teams.
Sundar Pichai Admitted Google Left Money on the Table — What Compute Constraints Mean for Enterprise AI Buyers
Google Cloud grew 63% YoY but Pichai says revenue would have been higher with more compute. Here's what that means if you're buying enterprise AI now.
Why US Export Controls on GPUs Accidentally Made DeepSeek V4 Cheaper Than Any American Model
Banned from top Nvidia GPUs, DeepSeek had to find compute-efficient training methods. The result: a model 3x cheaper than GPT-5.5 to serve.
What Is an Agent Harness? The Architecture Behind Claude Code, Codex, and Cursor
An agent harness turns a language model into an autonomous agent. Learn the 9 core components every modern harness needs and how they work together.
What Is Claude Design? Anthropic's AI-Powered Design Tool for Websites, Slides, and Videos
Claude Design lets you build branded websites, pitch decks, and launch videos using natural language. Here's what it does and how to get started.
Former Government AI Analyst: White House Mythos Block Is 'Building a Dam Against a Tsunami'
AI policy analyst Dean Abal says Mythos-level capabilities will diffuse to adversaries in 6-18 months regardless. Here's the case for arming defenders first.
xAI's Grok Roadmap: 7 Models in Training Now, Grok 5 at 10 Trillion Parameters — Full Timeline
xAI's May 2026 roadmap put Grok 4.4 at 1T parameters and Grok 5 at 10T, with 7 models training on Colossus 2. Here's that timeline and what shipped since.
AI Agent Evaluation: How to Build Custom Benchmarks That Actually Test Intelligence
Public benchmarks are often contaminated by training data. Learn how to build custom AI agent benchmarks using simulation environments and iterative testing.
AI Agent Frameworks Compared: BMAD, GSD, Hermes, and Building Your Own
BMAD, GSD, and Hermes are popular AI coding frameworks—but most are overengineered. Here's how to evaluate them and when to build your own instead.
How to Use AI Image Generation for Brand Guidelines and Design Systems
Learn how to use GPT Image 2 and Claude Design to create brand guidelines, mood boards, logo explorations, and design systems without a designer.
AI for Mobile App Prototyping: How to Go from Spec to Interactive Mockup
Learn how to turn an 800-line app spec into a clickable, interactive mobile prototype using Claude Design—with dark mode, onboarding flows, and real UI.
How to Use AI for Pitch Deck Creation: From Brand Concept to Investor-Ready Slides
Learn how to use Claude and Claude Design to research a market, structure a pitch deck, and generate branded investor slides in a single workflow.
Claude Code Skills vs Hooks: What's the Difference and When to Use Each
Claude Code skills and hooks both automate workflows, but they work differently. Learn when to use each to build reliable, efficient AI agent systems.
Claude Design vs Figma: Is Anthropic's New Tool a Real Design Platform?
Claude Design lets you build websites, pitch decks, and prototypes with natural language. See how it stacks up against Figma for real design work.
How to Deploy a Claude Code Project to GitHub and Vercel in Under 10 Minutes
Learn the exact steps to export a Claude Code or Claude Design project, push it to GitHub, and deploy it live on Vercel with automatic CI/CD.
GPT 5.5 for Agentic Workflows: Speed, Cost, and Real-World Performance
GPT 5.5 is 2-3x faster than GPT 5.4 but costs twice as much. Here's how it performs on agentic coding, research, and long-context tasks in practice.
How to Build an Agentic Operating System with Claude Code
An agentic OS gives every Claude Code skill shared business context—brand voice, client data, and goals—so every output improves over time.