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.
Anthropic vs OpenAI Business Adoption: What the Data Says About Enterprise AI
Anthropic surpassed OpenAI in business adoption for the first time in April 2026. Here's what the shift means for enterprise AI strategy and tool selection.
How to Use the Claude Agent SDK to Deploy Agentic Workflows to Modal or Trigger.dev
The Claude Agent SDK gives you Claude Code's full tool loop as an API endpoint. Learn how to deploy it to Modal or Trigger.dev for serverless agent execution.
Claude Cloud Routines vs Scheduled Tasks: Which Should You Use?
Claude's cloud routines run on Anthropic's servers 24/7 while scheduled tasks need your machine on. Here's how to choose the right deployment method.
How to Use the Notion Developer Platform with AI Agents: CLI, Webhooks, and SDK
Notion's new developer platform lets AI agents read, write, and trigger workflows in Notion via CLI, webhooks, and an agents SDK. Here's how to connect it.
Time-Aware AI Agents: How Thinking Machines' Interaction Model Changes Automation
Thinking Machines' model tracks time, interrupts proactively, and runs parallel tool calls. Here's what that means for building smarter AI agents.
What Are Agentic Work Units? How Salesforce AgentForce Pricing Works
Salesforce now bills on agentic work units, not seats. Learn what counts as a billable action, how credits work, and what it means for your AI automation costs.
What Is Thinking Machines Labs? Mira Murati's New AI Company Explained
Thinking Machines Labs is Mira Murati's post-OpenAI AI startup. Learn what makes their interaction model different and why AI builders should pay attention.
The Free Sample Phase: Why AI Tools Are Underpriced and What Comes Next
AI companies are subsidizing subscriptions to capture adoption and training data. Here's what the pricing pattern means and how to take advantage now.
How to Build a Tool-Agnostic AI Workflow That Survives the Coding War
Structure your AI projects so you can switch between Claude Code, Codex, Hermes, and OpenClaw in under an hour without losing productivity.
The Trillion-Dollar Agentic Workflow Opportunity: What PE, Labs, and Enterprises Are Fighting Over
Private equity, AI labs, and consultancies are converging on enterprise agentic workflows. Here's what the implementation layer war means for builders.
What Is the Implementation Layer? The Six Components That Make AI Agents Enterprise-Grade
Workflow design, data access, authority, evals, audit trails, and recovery—these six components separate toy agents from production-ready systems.
What Is the AI Coding War? OpenAI vs Anthropic and What It Means for Builders
OpenAI and Anthropic are competing aggressively for AI coding adoption. Learn what the pricing war means for builders and how to stay tool-agnostic.
What Is Thinking Machine's Interaction Model? Time Tokenization Explained
Thinking Machine's TML model tokenizes time into 200ms chunks for true real-time AI interaction. Learn how it differs from GPT-4o and Gemini Live.
How to Build a Tool-Agnostic AI Agent Stack That Survives Model Wars
As OpenAI and Anthropic compete for dominance, learn how to build AI workflows that can migrate between Claude Code, Codex, and Hermes in under an hour.
What Is Agentic Commerce? How AI Agents Are Buying and Selling on Your Behalf
Agentic commerce lets AI agents make purchases autonomously. Learn the six protocol layers, key players, and what it means for businesses building AI workflows.
What Is Google Gemini Omni? The Multimodal AI Video Model Explained
Google Gemini Omni is a leaked multimodal AI model combining video, image, and text generation. Here's what we know and why it matters for AI builders.
What Is the Agent Economy? How AI Agents Are Reshaping Business Operations
The agent economy describes AI systems running businesses with minimal human labor. Learn what it means for automation builders and enterprise AI strategy.
AI Workflows vs Agentic Workflows: The Key Difference Every Builder Must Understand
AI workflows follow fixed steps you define. Agentic workflows let the model decide. Learn the difference and when to use each for your automation.
Anthropic SpaceX Compute Deal: What 220,000 GPUs Mean for Claude Rate Limits
Anthropic partnered with SpaceX to access Colossus 1's 220,000 GPUs. Here's what the deal means for Claude Code limits and API rate increases.
How to Check If Your Brand Appears in AI Search: Tools and Strategies
More buyers use AI tools to discover products. Learn how to audit your brand's visibility in ChatGPT, Gemini, and Perplexity and improve your presence.
Stop Re-Prompting the Same Thing: How to Pick Between Prompts, Skills, Plugins, and MCP in 5 Minutes
Conflating prompts, skills, plugins, and MCP connectors wastes 40%+ of your AI time. Use this decision tree to pick the right scaffolding primitive every time.
What Is a Harness? The Infrastructure That Turns AI Models into Agents
A harness wraps an AI model so it can read files, run commands, and call tools. Learn how Claude Code, Codex, and Cursor use harnesses to enable agentic work.
What Is Proactive AI? How Agents Are Shifting from Reactive to Anticipatory
The next wave of AI agents won't wait for prompts. Learn how Claude Dreaming, Hermes crons, and proactive agent design are changing what AI can do for you.
A 500-Megawatt AI Data Center Needs 30,000 Truckloads to Build — The Physical Scale of the AI Jobs Boom
A 500MW data center is the size of a midsize city airport and takes 30,000 truckloads to build. The AI jobs story isn't software