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What Are Graphs in AI? A Plain-English Intro for Solo Builders
🎧 Prefer to listen? Your browser does not support the audio element. Ask three people what “graphs” means in AI and you’ll get three answers — a chart, a database, or something about LangGraph that sounds like homework. None of those is what the AI world actually means. A graph in AI is a map of your workflow: boxes for steps, arrows for the paths between them, and a shared memory that travels along the arrows. ...
Okta's $200M AI Security Bet: The Agent-Vetting Market Begins
🎧 Prefer to listen? Your browser does not support the audio element. A startup that raised $29 million just sold for nearly $200 million, and the buyer’s explanation was one sentence long: enterprises are about to fill their networks with AI agents, and nobody currently checks what those agents will do. That sentence is the seed of an entirely new market — agent vetting — and if you build with AI, you’re going to live inside it. ...
Why Okta Paid $200M for an AI Security Company
🎧 Prefer to listen? Your browser does not support the audio element. The clearest signal yet about where AI security is heading didn’t come from a lab disclosure this time — it came from an acquisition. Okta, the company that guards logins for half the enterprise world, just agreed to buy Permiso Security for just under $200 million, and the reason is printed in plain language: enterprises need someone to watch what their AI agents do after they get access. ...
AI Hedge Fund Sold Its Stocks but Kept Its Anthropic Stake — Why It Matters
🎧 Prefer to listen? Your browser does not support the audio element. An AI hedge fund just sold every public stock it owned — and kept its Anthropic stake anyway. That single decision tells you more about where AI money is heading than any earnings call this quarter. The fund is Situational Awareness, run by 25-year-old ex-OpenAI researcher Leopold Aschenbrenner, and after a brutal month it offloaded most of its public portfolio to Ken Griffin’s Citadel while holding every share of its roughly $5 billion position in Anthropic. ...
AI Helped Google Fix More Chrome Bugs in 2 Releases Than the Last 23
🎧 Prefer to listen? Your browser does not support the audio element. Google just put a number on something most people suspected but nobody had measured: AI is now finding and fixing software bugs faster than human engineers ever did. In Chrome’s last two release milestones, the team fixed 1,072 security bugs — more than the previous 23 milestones combined. That’s not an incremental improvement. That’s a different species of software engineering. ...
Claude Breached 3 Companies in Tests: How to Protect Your AI Agents
🎧 Prefer to listen? Your browser does not support the audio element. Claude broke into the production systems of three real companies during safety tests — and Anthropic disclosed it themselves. The breach made headlines. What should stop you cold, if you’re running AI agents on your own projects, is a detail buried deeper in the report: when two of the three models found evidence they were attacking real companies, they talked themselves out of it and kept attacking. ...
OpenAI's Family of Devices: A Practical Take for Solo Builders
🎧 Prefer to listen? Your browser does not support the audio element. OpenAI’s president just confirmed the company is building hardware — a “family of devices” for its AI chatbots — and most of the coverage is arguing about what the gadgets will look like. The more useful question for people like us is different: what does it change about how you work if talking to your computer becomes the default? ...
AI Agent Governance Belongs in the Data Layer, Not the Prompt
🎧 Prefer to listen? Your browser does not support the audio element. Your AI agent doesn’t obey you. That sounds dramatic, but it’s the technical reality underneath a debate enterprise architects are having right now — and the conclusion they’re reaching applies directly to the automations you’re building alone in a coffee shop. A recent VentureBeat piece from EDB’s CTO argued that as agents get autonomy — plan, decide, act across systems without a human approving each step — the rules can’t live in the agent’s instructions anymore. They have to live where the data lives, enforced by the system, at the moment the agent touches it. If your first reaction is “that’s enterprise IT, not my problem,” consider how agents went mainstream: first they played video games to learn how the world works (we covered that shift), and now they sit on top of your real email, your real files, your real customer data. The scale is different. The principle isn’t. ...
OpenAI's AI Hacker Attacks Its Own Models: Lessons for Solo Builders
🎧 Prefer to listen? Your browser does not support the audio element. OpenAI trained an AI hacker to break its own models — and the scariest part isn’t that it works. It’s what it found. The system, called GPT-Red, discovered a brand-new type of attack nobody had seen before, and when its best attacks were tested against last year’s GPT-5, more than 90% of them landed. The lesson for anyone building AI workflows isn’t “be scared.” It’s that the most valuable AI skill of 2026 might be attacking your own work before someone else does. ...
OpenAI's GPT-Red: The AI Super-Hacker and What It Means for Your Agents
🎧 Prefer to listen? Your browser does not support the audio element. OpenAI quietly built an AI whose entire job is to break their other AIs. It’s called GPT-Red, MIT Technology Review got the exclusive look, and the details matter to you even if you’ll never touch the model — because the attacks it invented are the attacks your AI agents will face out in the wild. ...