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.
GitHub Is Planning for 30x More Repos — The Infrastructure Signals That Proactive Agents Are Almost Here
GitHub is preparing for 30x repo growth from agent activity. Stripe's agent-driven signups are exponential. Here's what the infrastructure data reveals.
Google Pomelli vs. Manual Product Photography — When AI-Generated Photoshoots Are Good Enough
Pomelli's studio, ingredient, in-use, and contextual templates auto-select by product type. Here's an honest look at output quality vs. real photography.
Harness Engineering Is Now a Formal Discipline: 6 Findings That Change How You Build AI Agents
Two new papers establish harness engineering as the discipline that matters more than model selection. Here's what the research shows.
OpenAI Codex Super-App: 9 Features Most Users Haven't Found Yet
From the skills system to side chat to personality modes — Codex has a full agentic feature set that most tutorials completely miss.
How to Know When Proactive Consumer Agents Actually Arrive: 3 Early Warning Signs to Watch
Before the product launch, three signals will tell you proactive consumer agents are real: specific hires, specific product moments
Sam Altman's Most Honest Tweet: Why the CEO of OpenAI Can't Stop Working Since Building AGI Tools
Altman tweeted that someone switched to polyphasic sleep to maximize Codex usage — and called it the most honest thing he'd ever said. Here's what it reveals.
Sub-Quadratic Sparse Attention vs. Standard Transformer Attention — Is SubCube's Architecture Claim Real?
Standard attention processes every word pair. SSA claims to find only the ones that matter. Here's the architectural difference and why it's hard to verify.
SubCube Claims a 12M Token Context Window at 5% of Claude Opus Cost: What the Numbers Actually Say
A lab with under 3,000 followers is claiming 12M tokens, 52x speed over flash attention, and near-Opus performance. Here's what to believe and what to wait on.
SubCube's 12M Token Layer for Claude Code and Codex: What to Watch Before the Technical Report Drops
SubCube plans a long-context layer that plugs into Claude Code and Codex. No technical report yet. Here's what to verify when it arrives.
What Is the SubCube SSA Architecture? A 12M Token Context Window Explained
SubCube's sparse attention architecture claims a 12M token context window at 5% the cost of Claude Opus. Here's what it is and why it matters for agents.
What Is Harness Engineering? Why Your Agent's Wrapper Matters More Than the Model
Stanford research shows the same model can perform 6x better depending on its harness. Learn what harness engineering is and why it changes everything.
Box's CEO Is Hiring 'Agent Engineers' — The New Role That Runs AI Across Every Business System
Aaron Levy is creating internal FTE roles to wire AI agents across Salesforce, Workday, and Box. Here's what the job actually requires.
How to Make Your Store Buyable by AI Agents: Set Up Stripe's Machine Payments Protocol in One Afternoon
AI agents can't navigate persuasion-optimized checkout flows. Here's how to expose a machine-readable commercial API using Stripe's new tools.
One-Time Use Cards vs. Shared Payment Tokens: Which Stripe Architecture Is Right for Agent Commerce?
Stripe offers two paths for agent payments. One is a bridge to the old web; the other is machine-native. Here's when to use each.
What Is the Verifiability Principle? Why AI Excels at Some Tasks and Fails at Others
AI models peak in domains where outputs can be verified like code and math. Learn why this creates jagged intelligence and what it means for automation.
Walmart's ChatGPT Checkout Test Converted 3x Worse Than Its Own Site — What That Means for Agent Commerce
Walmart's AI checkout pilot flopped. The data reveals why agent-mediated buying requires a completely different commercial architecture.
500% More Merged PRs: 4 Lessons from OpenAI's Symphony Agentic Coding Experiment
OpenAI's internal teams saw 500% more landed pull requests with Symphony. Here are 4 structural lessons about running agents at scale on real codebases.
Andrej Karpathy Said 'The Tokenizer Must Go' — DeepSeek's Vision Architecture Is Starting to Prove Him Right
Karpathy called pixels better inputs than text tokens after DeepSeek's OCR paper. Their new visual primitives model takes that idea further with 7,000x…
Anthropic's $50B Raise at a Near-$1T Implied Valuation: Why Secondary Shares Now Trade Above OpenAI
Anthropic confirmed a $50B raise. On secondary markets, Anthropic shares are now trading above OpenAI — with some trades implying a $1 trillion valuation.
Atlassian's MCP Server Is Now GA: How Claude Reads and Writes Jira, Confluence, and Compass via OAuth
Atlassian's remote MCP server went GA in February 2026 with Claude as first partner. It searches, summarizes, and creates issues across Jira, Confluence
Big Tech Cloud Earnings Week: 5 Numbers That Prove AI Infrastructure Has Hit Escape Velocity
Google Cloud +63%, Azure +40%, AWS +28%. OpenAI's CFO called token demand 'a vertical wall.' Here's what the Q1 2026 numbers actually mean.
Why a 1998 Mozilla Bug Tracker Accidentally Designed the Perfect AI Agent Substrate
Bugzilla's 1998 primitives — durable state, state machine, ownership, audit history — are exactly what AI agents need. Jira and Linear inherited them all.
GitHub Copilot Is Moving to Usage-Based Billing — And Satya Nadella Says Every Microsoft Product Will Follow
GitHub's CPO called flat-rate AI pricing 'no longer sustainable.' Satya Nadella confirmed on earnings: every per-user business becomes per-user-and-usage.
Is Your Business Agent-Readable? Run This 5-Question Diagnostic in 10 Minutes
Nate Jones's 5-question framework tells you whether your business data is structured for AI agents to act on — or invisible to them.