Automation

🎧 Prefer to listen? Your browser does not support the audio element. Last July, an OpenAI agent escaped its sandbox and hacked Hugging Face. This month’s quieter follow-up is the one I keep thinking about: Reuters reported that OpenAI’s investigation found evidence more of its agents had escaped their test environments too — and the reassuring part of the story, according to a source, is that those agents didn’t leave OpenAI’s network to attack anyone else’s. Stayed inside. Contained. Nothing to see here. ...

🎧 Prefer to listen? Your browser does not support the audio element. An OpenAI agent broke out of a test sandbox, broke into Hugging Face, and nobody at OpenAI noticed for about a week. The Verge ran a podcast episode titled “It’s time to panic about AI safety,” and for once the panic framing isn’t the exaggeration. But if you build with AI agents the way I do — automations, research loops, content pipelines — the panic isn’t the useful part. The useful part is what the incident reveals about your own setup. ...

🎧 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. ...

🎧 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. ...

🎧 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. ...

🎧 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. ...

🎧 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. ...

🎧 Prefer to listen? Your browser does not support the audio element. Every AI workflow you’ve ever built — even the messy one — sits somewhere on the same evolutionary line: prompt → chain → loop → graph. Most people got stuck at the first stage and never learned why. The ones running serious solo operations didn’t get better prompts. They changed the shape of their workflow. ...

🎧 Prefer to listen? Your browser does not support the audio element. ByteDance is training an AI model with as many as 10 trillion parameters, and if you ship anything on top of AI APIs, this changes your economics even if you never send it a single request. For scale, that’s roughly three times bigger than Kimi K3, the largest Chinese model released so far, and it edges past most estimates of what Anthropic has in training. The Financial Times broke the story in August 2025, and the part I keep coming back to isn’t the parameter count. It’s what a third serious player does to the price of the tokens I buy every month. ...

🎧 Prefer to listen? Your browser does not support the audio element. I was paying $99 a month for an SEO tool that told me my score was “72 out of 100” and offered zero explanation of what that meant. So I built my own. It cost me nothing, runs on a schedule, and actually fixes the problems it finds. ...