Framework
Trusted Provider as Security Layer
A model is text in, text out. Run the weights on a trusted provider and the request cannot leave that server.
How it works
- 1Run it on a provider you trust and the Chinese government does not get your data, and neither does anyone else.
- 2Censorship is real on hot-button topics, so do not let these models write your policy. For generating HTML for your video game, it is a non-issue.
- 3Bifurcate: route sensitive work to a US frontier model you trust, route everything else to cheaper open models, and run them in tandem.
Hear it on the podcast
40,000 Models, One API Key, and a $25M Bet on Open SourceListen to the episodeMore from this episode
Optimize After You ScaleCollect revenue first. There is no point building an AI solution for a market that does not exist.Hotspot OptimizationFind the single highest-token step in your agent flow, not the whole flow.The Sonnet-Class SwapMost frontier leaders cluster at a Sonnet class that is, for most people, indistinguishable in practice.Reliability Over SuperintelligenceThe labs sell curing cancer and orbital physics. Businesses want a model that will not order ten pizzas to the wrong address.The Intern-and-Manager LoopLooping is just emulating human agency. One model holds a goal it can validate, another keeps working until the goal is met.
Get the next framework first
One email a week with the frameworks, tools, and founder stories from the podcast. Free.
More frameworks for AI & Automation
AI First Pass, Human Final PassAI drafts, a real lawyer ships. There is always a human in the loop.The Last Two YardsVibe-coding 80% of a product in twenty minutes is the easy, sexy part. The last two yards are where most AI dies.The Autopilot StandardThe test for whether a front-office process is actually automated.The Heartbeat TriageHow AI and humans split the incoming queue so urgency gets a person, fast.Human in the LoopAI augments the stylist instead of replacing them.The Four Buckets of AI MaturityElon's model for mapping where an organization actually sits.