AI Industry Strategy
Vendor moves, compute economics, what each lab is betting on. Less product, more strategy — Anthropic compute shortages, OpenAI vs Anthropic vs Google bets, business-of-AI takes.
Grok 5 vs GPT-5.5 vs Claude Opus 4.7: Can a 10 Trillion Parameter Model Actually Reach AGI?
Grok 5 at 10T parameters would be 20x larger than today's Grok. We compare xAI's scaling bet against GPT-5.5 and Opus 4.7 on the path to AGI.
Musk vs. OpenAI Trial: What He Actually Wants — and What OpenAI Says This Is Really About
Musk wants Altman out and the PBC structure gone. OpenAI says it's a bid to boost Grok. Here's what's actually at stake in the trial.
Nvidia's $26B Open-Source Bet Explained: Why They're the Only US Company That Wins Either Way
Nvidia profits whether open or closed models win — their competitors are their customers. Here's why that makes them the only safe US open-source play.
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.
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.
xAI's Grok Roadmap: 7 Models in Training Now, Grok 5 at 10 Trillion Parameters — Full Timeline
Grok 4.4 arrives in weeks at 1T parameters. Grok 5 targets 10T. xAI is training 7 models simultaneously on Colossus 2. Here's the full release timeline.
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.
Open Source AI vs Closed Source: Why the Business Model Matters for Your Stack
The US open-source AI business model is broken while China dominates. Here's what it means for enterprises choosing between open and closed AI models.
What Is the OpenAI AI Smartphone? Everything We Know About the Jony Ive Device
OpenAI is building a screenless AI device with Jony Ive. Here's what the rumors, supply chain reports, and strategic logic tell us about what's coming.
Salesforce Headless 360 and AI Agents: What It Means for RevOps Automation
Salesforce Headless 360 exposes CRM data via MCP, APIs, and CLI—letting AI agents like Claude act inside Salesforce without a human clicking through the UI.
What Is Claude Managed Agents? Anthropic's Infrastructure Layer for AI Teams
Claude Managed Agents lets teams run long-running AI agents without building infrastructure. Here's what it is, how it works, and who should use it.
Anthropic's Compute Shortage: Why Claude Limits Are Getting Worse
Anthropic underinvested in compute and now can't serve demand. Here's why Claude quotas are tightening, what it means for developers, and what comes next.
What Are AI World Models for Business? Three Architectures and Their Failure Modes
World models promise to replace status meetings with living company knowledge. Here's how vector, ontology, and signal approaches each break.
Agentic Coding Levels Explained: From Autocomplete to the Dark Factory
From tab completion to fully autonomous codebases, here are the five levels of AI-assisted coding and where production teams should operate today.
Codex as a Super App: OpenAI's Bet on the Everything App for Developers
OpenAI is turning Codex into a super app with computer use, image generation, an in-app browser, and 90+ plugins. Here's what that means for developers.
How Google's New AGI Benchmark Measures Intelligence Across 10 Cognitive Dimensions
Google DeepMind's cognitive framework tests AI against human baselines across perception, reasoning, memory, and social cognition. Here's what it means for AGI.