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Thoughts on AI, the tech stack, and the indie hacker journey.

Emergent Hit $50M ARR in 7 Months, Then Raised $70M — and Got Publicly Accused of Inflating the Number. Both Things Teach You Something.

Emergent turns plain-language prompts into deployed software. It went from zero to a reported $50M ARR in seven months, raised a $70M Series B from Khosla and SoftBank, and got questioned over how it counts revenue. The growth and the skepticism are the same story: when the tool that builds the software gets this good, your moat moves off the code.

A Decades-Old Bash Trick Just Beat the Safety Filter in 10 of 11 AI Coding Agents. If You Run opencode, Goose, Cline, or Aider, Your Allowlist Is Theater.

Adversa AI's GuardFall research bypassed the command allowlist in ten of eleven popular open-source coding agents by exploiting one thing: the filter checks a string, and bash rewrites that string before it runs. The two never look at the same command. Here's why isolation, not a text filter, is the only real fix.

Open-Weight Coding Models Just Reached the Frontier on SWE-bench. Now the 'Self-Host as Insurance' Math Finally Pencils Out.

DeepSeek-V4 is posting around 80% on SWE-bench Verified — level with the best closed models — and MiniMax M3 shipped as an open-weight model with strong coding, 1M context, and multimodality. The independence pitch used to cost you real capability. It costs a lot less now. Here's the honest read on when self-hosting is worth it for a one-person shop.

The 'Use All the Tokens' Era Just Ended. Companies Are Clawing Back AI Spend, and That's the Service You Should Be Selling.

CNBC reported the shift from tokenmaxxing (pay people to use as much frontier AI as possible) to efficiency: tighter controls, cheaper models, real ROI. Uber tiered its AI budgets; Lindy dropped Claude for DeepSeek. When buyers panic about their AI bill, the discipline a solo operator already runs on a $100 stack becomes a billable line item.

The US Government Switched Off Two Anthropic Models Overnight. If Your Product Rides One Lab's API, You Just Learned Your Real Risk.

Three days after launch, a federal export-control directive forced Anthropic to disable Fable 5 and Mythos 5 for every foreign national worldwide: the first time a major lab pulled a live model on a direct government order. The lesson for a solo operator isn't about geopolitics. It's that model availability is now a variable you don't control, and you should build like it.