Anthropic's rerouting system has two stages: a cheap first-stage classifier (~0.05% compute) that watches which expert pathways activate in the model, and an expensive second-stage classifier (27–80% extra compute) that only fires when the first flags a request. The result: jailbreak pass rates dropped from 95% to under 0.5%.
Where this was said
At 1:02:50 · chapter starts 1:00:30
A passing mention of a Hetzner server dying — including its volume — opens the valve for a long-suppressed rant. Both hosts are emphatic: the $5 VPS crowd is the most obnoxious demographic in developer infrastructure, and anyone who has listened this deep into the episode and still insists on bargain VPS hosting 'knows better.' Theo frames his frustration theoretically: choosing a $5 VPS encodes two statements at once — that your time isn't valuable and that your product isn't valuable — making it an unusually efficient filter for people he doesn't want to work with. The segment closes on a lighter note with a story about Cascadia — where the conference organizers had bottles of whiskey backstage and were enthusiastically offering pre-talk shots. Theo declined, Ben notes that Theo has 'one of the most obvious Ballmer curves of anyone I've ever met,' and both agree the talk turned out fine without the liquid courage.
With AI coding tools like Cursor, Bhanu replicates an existing free tool for a new keyword in under 5 minutes. What used to be a multi-day build is now a lunch-break task.
Ahrefs, SiteGPT, Cal.com, PostHog, Datafast, Sibyl AI, Bento, Feather, Featurepace, Mintlify, Cloud Code, ChartMogul — Bhanu runs his entire business solo with these 12 tools.
PropGPT runs on React Native with TypeScript and Python for ML, Neon for the database, RevenueCat and Superwall for monetization. LLM costs are $20/month, data APIs $100/month, and after $10K in monthly marketing spend, margins sit at roughly 50%.
Game apps keep users engaged long enough for ads to pay off. Tool apps don't — so if you're building a utility, ads are almost always the wrong call and subscriptions are your only real lever.
Inside SEO Bot, a single button labelled 'Boost My Domain Rating' routes users directly to Listing Bot. That one interaction converts a user of one tool into a user of two — without any marketing cost.
Directory listings are a powerful but underrated growth channel — but only if your product is genuinely interesting enough to earn the click. AI products have a natural advantage here because they're easy to package in a compelling, clickable way.
The fastest path to Twitter growth isn't volume — it's forming sharp opinions about how the platform works and sharing them immediately. People cluster around those who understand the rules and say so out loud.
Sam had no coding knowledge, so he used ChatGPT voice mode to generate his entire codebase and copy-pasted it into Notepad. A friend later introduced him to Cursor, and he never looked back.
Copy days of Discord chat history, paste it into ChatGPT, and ask it to list recurring pain points. The ones that come up most often are your best product bets.
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