Insights
Founder and builder perspectives on AI tools, thinking patterns, and the new way of working
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The Activity View: How Much Oversight Is Actually Practical?
OpenAI's Activity View lets you inspect what a dot did while you weren't watching. It's the right idea — and it runs straight into the oldest problem in automated oversight: nobody reads the log.
The Cartoon Problem, Again: Why Every Agent Gets a Friendly Face
Meta gave Muse an expressive video avatar. OpenAI gave Dots a bubbly cartoon persona. Why do always-on AI agents keep getting cute faces, and what does that design choice actually solve?
The Content Dot: Turning One Transcript Into a Week of Posts
OpenAI's Dots can turn a single interview transcript into clips, notes, and social posts — and keep editing every downstream piece when the source changes. What that actually requires.
The Developer's Dot: Watching Feedback and Filing PRs While You Sleep
OpenAI's flagship Dots use case is a developer agent that watches customer feedback, builds fixes, and returns pull requests with demo videos. Here's what that actually requires.
The dot.com Stunt: xAI's Marketing Play Against OpenAI's Launch
On the day OpenAI unveiled Dots at DevDay, the domain dot.com quietly started redirecting to xAI's Grok Bot page. What that stunt says about the agent land grab.
The dot.com Troll: What xAI's Stunt Reveals About the Agent Land Grab
On the exact day OpenAI launched Dots, xAI pointed the domain dot.com at its own Grok Bot page. A small joke, and a genuinely useful signal about how personal this race has become.
The Engineering Bot: Reproducing Bugs and Filing Tickets
Engineering is a named Grok Bot use case, and bug reproduction is the clearest case where a UI-driving agent beats an API-driven one. It's also the closest analog to Claude Code skills.
The Finance Bot: Expense Processing Without the Inbox Pile
Expense processing is a named Grok Bot use case and one of the least controversial. It's also a preview of what happens when an agent touches money, not just data.
The HR Bot: Recruiting and Onboarding on Autopilot
HR is one of Grok Bot's named business use cases. Recruiting and onboarding also happen to be the parts of a company most bound by employment law — a real tension worth examining.
The Marketing Bot: Running Campaigns End to End
Marketing is one of the business use cases xAI names for Grok Bot. What does 'end to end' mean when the tools are ad platforms, CMSs, and analytics dashboards with no clean API?
The Muse Secure VM: How Meta Isolates Your Agent's Work
Meta runs every Muse agent in its own virtual machine, separate from your device and from other users. Here's how that isolation model actually works, and what it doesn't cover yet.
The Negotiating Agent: What It Means When Muse Adjusts the Plan
Meta says Muse can negotiate on your behalf — selling a car for more, lowering a bill. That's a different trust category than booking a reservation, and Meta hasn't fully explained it.