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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.

How to Use the Notion Developer Platform with Claude and Codex Agents

Notion's new developer platform adds a CLI, webhooks, workers, and an external agents API—here's how to wire Claude or Codex into your Notion workspace.

Integrations Workflows Claude

What Is the Notion External Agents API? How to Add Claude to Your Workspace

Notion's external agents API lets you invite Claude, Codex, or any AI agent into your workspace as a participant—here's what it enables and how to set it up.

Integrations Claude Workflows

What Is the Claude Agent SDK? How It Differs from the Claude API

The Claude Agent SDK gives your agent tools, bash access, and a full agentic loop—not just a text response. Here's when to use it over the raw API.

Claude Workflows AI Concepts

What Is Thinking Machines Labs? Mira Murati's Real-Time AI Interaction Model

Thinking Machines Labs, founded by ex-OpenAI CTO Mira Murati, demos real-time translation, simultaneous tool calls, and time-aware AI agents.

LLMs & Models Multi-Agent AI Concepts

Why You Shouldn't Switch Models Mid-Conversation in AI Coding Agents

Cursor's blog explains why switching models mid-session causes cache misses, out-of-distribution context, and slower turns—and what to do instead.

Workflows Multi-Agent Optimization

Agentic SaaS Pricing: What Salesforce AgentForce and Microsoft Copilot Credits Mean for Builders

SaaS vendors are adding second meters for agent work units and Copilot credits. Here's what to negotiate before your next renewal to avoid surprise bills.

Enterprise AI Automation AI Concepts

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.

Claude GPT & OpenAI Enterprise AI

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.

Workflows Automation Integrations

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.

Workflows Automation Claude

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.

Integrations Automation Workflows

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.

Multi-Agent Automation AI Concepts

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.

Automation Enterprise AI AI Concepts

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.

LLMs & Models AI Concepts Multi-Agent

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.

AI Concepts Enterprise AI Productivity

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.

Workflows Automation 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.

Enterprise AI Multi-Agent AI Concepts

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.

Enterprise AI Workflows Multi-Agent

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.

AI Concepts Comparisons Workflows

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.

AI Concepts LLMs & Models Multi-Agent

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.

Workflows Automation Multi-Agent

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.

Multi-Agent AI Concepts Automation

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.

Gemini Video Generation AI Concepts

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.

Enterprise AI Multi-Agent Automation

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.

Workflows Automation AI Concepts