jwelten

Interesting, really like the idea. Maybe in the future a possibility to use it in multiple languages

No license visible as far as I can tell. For EU markets, Eurostat publishes comparable occupational data through ISCO-08 and the EU's Joint Research Centre has their own AI exposure methodology — so the data is there to build it.

The lazy loading approach is smart. We've been publishing agent skills too and the context budget is a real constraint; six skills with reference docs would blow past 30k tokens if loaded eagerly.

Filtering at load time based on what the agent actually needs makes a huge difference. Curious if the orchestrator/executor split causes issues with state handoff between the two context forks.

Interesting approach. The annual churn stat seems brutal, I imagine that gets worse in certain categories (restaurants, pop-ups, seasonal businesses).

How do you handle conflicting signals? E.g., a business shows as open on Google, closed on Yelp, and the website returns a 404. Is there a confidence score in the API response or is it binary (exists/doesn't)