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Building NameSnap made this measurement boundary concrete for me: a TestFlight open is not the same as adding names, completing a pick, seeing the result, and coming back to use the picker again. GitHub’s new privacy-safe star-history endpoint sharpened the broader lesson that each metric should support only one honest claim. I turned that into a seven-rung product-proof checklist for beginner builders: https://marcusykim.medium.com/githubs-new-star-history-api-a-beginner-s-product-proof-checklist-for-2026-f9db0a0049d1
The network for creativity
Join 1.25M professional creatives like you
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Creatives on Contra have earned over $150M and we are just getting started
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AI Claims Assessment Portal | LLM-Powered Product Claim Validation
LLM powered claim validation on NestJS and Postgres is an interesting problem, especially getting consistent structured output from the model before it hits the database. I do a fair amount of prompt engineering with Claude Code on client projects, and validating LLM output...
Experimenting with my two favorite components, and here are the results.🤩
A: Vision Engine -- x.crop hero
B: Halftone Engine -- hash crop footer
Which one would you pick ?
👇 A or B ?
2 voted
40%
3 voted
60%
5 votes
Closed
