
Stop Writing Specs for AI Agents. Write Loss Functions.
Elvis Sun's loss-function development reframes long agent loops: optimize toward a target, not a spec. We mapped it onto our content pipeline. Here's what we found.
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Elvis Sun's loss-function development reframes long agent loops: optimize toward a target, not a spec. We mapped it onto our content pipeline. Here's what we found.

AI SEO is becoming an evidence operation, not a bulk publishing contest. Google says generative AI can help with research and structure, but scaled pages without added user value may violate its scaled content abuse policy (Google Search Central, 2025). The takeaway for founders is direct: feed your agent proof. That means Search Console patterns, real customer examples, source context, and a standing list of refresh tasks.

The $180/month faceless YouTube stack includes ChatGPT Plus, ElevenLabs, Midjourney, and RunwayML. A $19 alternative exists. Here's where the gap is real — and where it isn't.