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.
Deploy a Claude Agent Without Servers on Managed Agents
Skip server provisioning, OAuth flows, and credential vault setup. Here's how to deploy a Claude agent end-to-end on Anthropic's Managed Agents platform.
What Is Behavioral Lock-In? How Persistent AI Agents Create Switching Costs That Data Portability Can't Fix
Persistent AI agents like Conway accumulate behavioral context that can't be exported. Here's why this creates a new kind of lock-in and what to do about it.
What Is the Conway Agent? Anthropic's Unreleased Always-On Background AI Revealed in the Code Leak
Conway is Anthropic's leaked always-on background agent with push notifications, GitHub subscriptions, and a proprietary extension format. Here's what we know.
What Is the Conway Extension Format? How Anthropic's Proprietary Layer Sits on Top of MCP
Conway's .cnw.zip extension format creates a proprietary ecosystem on top of the open MCP standard—similar to how Google Play Services sits on top of Android.
How Stripe Ships 1,300 AI PRs a Week: Harness Engineering
Stripe ships 1,300 AI-generated PRs every week, powered by harness engineering — the discipline beyond prompt and context for multi-agent orchestration.
What Is the OpenAI Unified AI Super App? How ChatGPT, Codex, and Browsing Are Merging
OpenAI is building a unified AI super app that combines ChatGPT, Codex, and browsing into one agent-first experience. Here's what that means for users.
What Is Perplexity Computer for Taxes? How AI Handles Federal Tax Returns and IRS Forms
Perplexity Computer's tax module can draft federal income tax returns on official IRS forms, review professionally prepared returns, and build tax dashboards.
What Is Agent Identity Infrastructure? Why Email Is a Shim and What Comes Next
Agent Mail raised $6M to give AI agents email addresses as identity. But email was built for humans. Here's what agent-native identity actually requires.
What Is the Agent Integration Layer? How Compose.io Solves the N×M Enterprise Tool Problem
Every agent touching your CRM, ticketing, email, and calendar creates an N×M integration nightmare. Here's how managed integration layers fix it.
What Is the China AI Gap? Why Chinese Models Lag on Benchmarks That Can't Be Gamed
ARC AGI 2 and Pencil Puzzle Bench reveal Chinese frontier models score like Western models from 8 months ago. Here's what the data shows.
How to Build a Go-to-Market Strategy Tool With Replit Agent 4 and Parallel Agents
Use Replit Agent 4 to run competitive analysis, generate marketing assets, and build landing pages with parallel agents working simultaneously.
What Is the Salesforce Agentforce Architecture? How Slack, Data, and AI Agents Work Together
Salesforce's agentic stack layers LLMs, Data 360, application layer, and Agentforce into a unified enterprise AI system. Here's how it's structured.
What Is Stripe Projects for AI Agents? How Agents Can Now Provision and Pay for Services
Stripe Projects lets AI agents provision databases, upgrade hosting tiers, and pay for services without human authentication. Here's how it works.
What Is the Transitional Lock-In Risk in AI Agent Infrastructure?
Building on shims like email-as-identity creates migration costs when native protocols arrive. Here's how to think about architectural bets in the agent stack.
What Is Anthropic's Prompt Caching and Why Does It Affect Your Claude Subscription Limits?
Anthropic uses prompt caching to reduce compute costs. When third-party tools break caching, your session limits drain faster. Here's the technical explanation.
OpenAI's $40B Bet on a Super App: The Strategy Behind the Round
OpenAI's $40B raise funds one AI interface across ChatGPT, Codex, and Sora. The strategy behind the round and what it signals for the wider AI market.
Inside Gemini's Gmail Features: Catch Me Up, Drafting, and To-Dos
A feature-by-feature look at Gemini's Gmail tools: thread summaries, Catch Me Up, AI drafting, and suggested to-dos — plus how each one works in practice.
Open-Source vs Closed-Source AI Models: Which Should You Use for Agentic Workflows?
Compare open-weight models like Gemma 4 and Qwen 3.6 against closed models like Claude Opus and GPT-5.4 for agentic coding and automation tasks.
OpenAI's Super App: What Builders Should Plan For
OpenAI is consolidating ChatGPT, Codex, browsing, and agents into one product. Here's what the unification means for agentic workflows and your AI stack.
Google AI Inbox: A Workspace User's Overview of Gemini in Gmail
Google's AI Inbox brings Gemini directly into Gmail with prioritization, summaries, and briefings. Here's the high-level overview and how rollout reaches users.
What Is Apple's WWDC AI Strategy? Siri, App Intents, and MCP Explained
Apple's WWDC is expected to reveal Siri as a standalone app, App Intents for agentic control, and native MCP support across 1.5 billion devices.
Set Up Claude Co-work for Film Teams: Folders and Prompts
A team-oriented setup for Claude as a film production office: folder structure, system prompts, and safety filter tracking across image and video models.
Did OpenAI Build AGI? What Sam Altman's 'AGI Deployment' Team Rename Actually Means
OpenAI renamed its product team to AGI Deployment and completed training on 'Spud.' Here's what the signals actually mean for AI builders in 2026.
Why OpenAI Killed Sora and What It Means for AI Video Generation
OpenAI shut down Sora to focus on coding and chat. Here's why the decision was made, what happened to the Disney deal, and what comes next for AI video.