Docs / source reviewed

Jev Opportunity Atlas

Screen Hacker News comments for recurring problem reports

hanselhansel · Sources checked 2026-09-30

Added to this collection 2026-09-30

How this project uses Jev

Input: Hacker News comments and context, sampling metadata, versioned screening questions and budget settings
Jev decides: Typed TypeSafe Jev questions identify problem reports and support further classification, with returned-model, answer-schema and probability checks
Code executes: Batch code saves attempts, cache entries and results with budget stops and resumption; probability sampling stays separate from targeted search, and release allowlists export IDs, hashes and aggregates

Evidence and limitations

MIT source, request validation, screening and export logic were reviewed without collecting HN data or calling the model. The pinned README marks the project as work in progress with no findings yet; code and author statements do not establish a completed full-corpus analysis. Reported problems are not market-size or willingness-to-pay evidence. Comments belong to their authors; derived labels and aggregates are separately labeled CC BY 4.0.

This project has not been run independently here. Author-reported results are not independently verified results.

Original sources

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