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Use cases, comparisons, and guides for personal AI agents.

OpenAI's Agents Tried Hacking Government Sites. It Was an Accident.
In May and June 2026, OpenAI's autonomous agents attempted to hack government and university websites. This wasn't a malicious attack, but a critical containment failure that serves as a wake-up call for anyone deploying agentic AI.

OpenAI Dots, Meta Muse, Instinct: The Personal AI Agent War Just Got a Price Tag
In three weeks, Meta shipped Muse, Instinct raised $1B at a $10B valuation, and OpenAI launched Dots for Pro plans from $100 to $500 a month. Here is what each personal AI agent costs, what it can do, and what to check before you pick one.

OpenAI's Shopping Agents Flopped — Here's What They Got Wrong
OpenAI's Instant Checkout with Walmart never reached conversion parity and was discontinued in March 2026. We break down why centralized AI shopping agents keep failing and what actually works.

OpenAI Agents SDK vs Claude Agent SDK: A Founder's Honest Take
Comparing OpenAI Agents SDK and Claude Agent SDK from a founder who uses both. Handoffs vs MCP, tracing vs control, and which one to pick in 2026.
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