built a full production app with opus 5.5 and jev...
fed it a url, it screenshots the site, scores it against a list of known patterns, and ships a shareable report
here's the actual pipeline:
- gemini flash takes the screenshot, that's the only vision step needed
- jev scores it against a fixed list of criteria in a fraction of a second, no text generation, just structured ratings
- opus 5.5 writes the entire app, front to back, off a single planning prompt
- product os turns the plan into a spec, then a roadmap, then working code, task by task
- code review, security audits, and testing happen automatically as it builds, not after
- a deploy checklist gets generated too, walks you through auth setup, hosting, env variables, step by step
- cost to run per scan lands in fractions of a cent, both models chosen specifically because they're cheap at their job
what actually makes this work: opus 5.5 handles everything generative, jev handles every decision that doesn't need generation, and neither model gets used for a job it's not built for
that split is why the whole thing runs on pennies instead of frontier-model pricing
pair that with a structured build system instead of one long freeform prompt, and a non-coder ships a live, secured, production app in an afternoon, not a sprint
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