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.
Why Anthropic's 70% Inference Margins Matter for Your API Costs — And What to Expect Next
Anthropic's inference margins jumped from 38% to 70% in a year. Here's what that signals about future API pricing and model availability.
Anthropic's $1.5B JV vs. OpenAI's $10B Development Company — Two Enterprise Bets, Zero Investor Overlap
Anthropic and OpenAI are both building enterprise deployment arms — but with completely different investors and structures. Here's what each is betting on.
Anthropic x SpaceX Deal: 7 Claude Code Limit Changes You Can Use Right Now
Anthropic's 300 MW SpaceX compute deal just doubled Claude Code session limits and removed peak-hour throttling. Here's what changed.
Anthropic SpaceX Deal: What 220,000 GPUs Mean for Claude Rate Limits
Anthropic's partnership with SpaceX doubled Claude Code rate limits and removed peak-hour throttling. Here's what changed and what it means for builders.
Anthropic and SpaceX Are Putting AI Compute in Orbit — What 'Gigawatts of Orbital GPUs' Actually Means
Beyond the rate limit bump: Anthropic and SpaceX are exploring GPUs in space. Here's what orbital compute capacity means for AI infrastructure.
Anthropic vs. OpenAI Philosophy: 6 Concrete Differences That Shape How Their AIs Actually Behave
Anthropic gives Claude the right to refuse Anthropic's own instructions. OpenAI treats AI as a tool. Here are 6 concrete ways that split plays out in products.
Why Anthropic Has Zero Founder Exits — And What That Means for Claude's Long-Term Direction
All 6 Anthropic founders are still there. No exits, no drama. Here's why that organizational stability shapes Claude's product roadmap differently than…
Atlassian Rovo Doubled Customer ARR Growth by Replacing RAG with a 20-Year-Old Knowledge Graph
Rovo customers grow ARR 2x faster than non-Rovo customers — and it skips RAG entirely, using Jira/Confluence's existing knowledge graph instead.
Consumer AI Is Coming Back in 12-24 Months — How to Position Your Product Before the Renaissance
Brian Chesky says 159 of 175 YC companies are enterprise-focused now — but a consumer AI renaissance is 12-24 months out. Here's how to get ahead of it.
Demis Hassabis Personally Pushed the Eve Online Deal — What It Reveals About DeepMind's Agent Roadmap
Hassabis drove DeepMind's Eve Online equity deal himself. The progression from Atari to Chess to Eve Online reveals exactly where agent research is heading.
Elon Musk Sued OpenAI Over AGI Risk While Building Grok — The Contradiction That Defines the AI Race
Musk argued no single entity should control AGI — then built Grok. This contradiction isn't hypocrisy; it's the competitive logic that traps every AI CEO.
Google DeepMind Buys Into Eve Online: 5 Reasons It's the Perfect AI Agent Training Ground
DeepMind just took an equity stake in Eve Online's developer. Here's why a 20-year-old space MMO is the ideal environment to train frontier AI agents.
OpenAI Employee 'Rune' Claims Anthropic Uses Claude to Hire Its Own Developers — What We Know
An anonymous OpenAI employee alleges Anthropic uses Claude to screen candidates and write performance reviews — meaning Claude may be selecting its own team.
OpenAI Killed Sora and a $1B Disney Deal to Focus on Enterprise — 6 Signals the Consumer Pivot Is Real
OpenAI canceled a billion-dollar Disney deal and shut down the Sora app. Here are 6 concrete signals that enterprise compute is cannibalizing consumer AI.
OpenAI vs Anthropic: Two Completely Different Visions for AI's Future
OpenAI sees AI as a tool. Anthropic believes it may be sentient. These opposing philosophies shape every product decision both companies make.
Palantir's Forward Deployed Engineer Model Drove 640% Returns — Now Anthropic and OpenAI Are Copying It
Palantir's FDE playbook — embedding engineers inside client companies — is now Anthropic and OpenAI's explicit enterprise go-to-market strategy.
Perplexity's Comet Browser Is a Semantic Work Graph Play — Not Just a Search Replacement
Perplexity's Comet isn't competing with Chrome on features — it's trying to own the semantic meaning layer across all your work. Here's the strategic logic.
Sam Altman Says 'Augment' — Dario Amodei Says 'Bloodbath.' Which AI CEO Is Right About Jobs?
Altman tweets 'augment, not replace.' Amodei warns of 10-20% unemployment. Two CEOs, same industry, opposite public positions. Here's the evidence for each.
SAP Is Blocking AI Agents. Salesforce Is Welcoming Them. One of These Strategies Will Win.
SAP is actively blocking agents from its platform. Salesforce is going headless and MCP-first. Here's why one of these enterprise strategies will dominate.
Stripe Atlas: 130% More Startups in Q1 2026 — 5 Numbers That Show AI Is Creating Founders, Not Killing Jobs
Stripe Atlas hit 100,000 all-time incorporations with a 130% YoY spike in Q1 2026. The data suggests AI is minting entrepreneurs faster than eliminating roles.
SubCube's 12M Token Layer for Claude Code and Codex: What a Sparse Attention Plugin Would Actually Change
SubCube plans a long-context layer that plugs into Claude Code and Codex. Here's what 12M tokens of coding context would actually unlock for agent workflows.
SubCube Claims 12M Token Context at 5% of Opus Cost — 5 Numbers Behind the Sparse Attention Breakthrough
SubCube's SSA architecture claims 12M tokens, 52x Flash Attention speed, and sub-5% Opus cost. Here are the five numbers and what they'd mean if true.
SubCube SSA vs. Claude Opus 4.7 — Benchmark Claim With No Technical Report. Should You Trust It?
SubCube claims near-Opus 4.7 performance at 5% the cost — but there's no technical report yet. Here's how to evaluate the claim and whether to request access.
What Are Semantic Work Primitives? The Missing Layer in AI Agent Design
Semantic work primitives give AI agents the meaning behind actions—not just access. Learn why this layer matters more than computer use or MCP servers.