The more I use AI, the more convincing it feels. Clear answers. Whether it’s: strategy code writing decision support AI rarely hesitates. And over time, I noticed something subtle. I stopped questioning it as much. Breaking the Expectation We assume better tools reduce errors. Smarter systems. And in many cases, that’s true. But there’s a hidden shift happening: As AI improves, our skepticism decr
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My first Cloudflare Worker deployed in 47 minutes. Three of those were spent staring at this exact error in a red GitHub Actions log: Authentication error [code: 10000]. I had the API token. I had the account ID. I had copy-pasted the workflow from the official docs. It still failed. The fix was one checkbox I never selected. That checkbox is the entire reason I'm writing this post, because every
Yesterday I posted this on X: https://x.com/22Gstudios/status/2051377769414791582 LetItDo is a voice agent for Android that actually finishes tasks. Solo, two and a half days, on top of an existing Auto.js fork called AutoX and Charm's Crush as the agent runtime. The architecture ended up being closer to what production agents like Perplexity Comet use than I expected, and the bugs that bit me wer
Updated May 2026: Now covers virtual desktop (Spaces) restoration and iCloud sync across multiple Macs, both shipped in ShiftPlus 1.3. TL;DR A complete macOS workspace includes apps, window layouts, browser profiles, virtual desktops, and terminal state. Native macOS saves almost none of it. Most third-party tools cover one slice: Stay and Spencer handle window layouts, Shift handles browser profi
In July 2025, a developer's Claude Code instance hit a recursion loop and burned through 1.67 billion tokens in 5 hours, generating an estimated $16,000 to $50,000 in API charges before anyone noticed. The agent did not crash. It did not throw an error. It just kept calling tools, getting confused, calling more tools, and silently accumulating cost. Old software crashes. LLM agents spend. This is
I got tired of sitting on a Rolex waitlist with zero information. No position, no ETA, no way to know if my wait was normal or if I was getting strung along. When I went looking for data, all I found was Reddit threads with hundreds of anecdotes buried in noise. So I built unghosted.io, a structured tracker where collectors submit their wait times anonymously. 550+ reports from 62 countries in the