Severe weather · Gulf coast Illustrative
A convective line intensifying along the coast, with aviation and marine advisories normalized into one timeline.
Sources NWSADS-BNHC
Forge demo
Summaries, grounded in evidence.
Forge turns public signals into short, source-grounded summaries — with citations back to the open-data sources each one was built from.
The Forge demo is alerts-first — it tries to surface the interesting thing instead of burying it. Each summary is short, scannable, and traceable: every claim points back to the open-data events behind it, so a reader can check the work.
Cyber · new CVE cluster Illustrative
A cluster of newly published CVEs affecting widely deployed services, deduplicated and ranked by exposure.
Sources NVDVendor advisories
Seismic · M-class event Illustrative
A magnitude event detected and cross-referenced with population and infrastructure context.
Sources USGSOpenStreetMap
- 01
Alerts-first
The demo surfaces things when they matter instead of burying them in a dashboard.
- 02
Source-grounded
Every summary cites the events it was built from. No citation, no claim.
- 03
Open-data discipline
Data classes are first-class constraints; provenance and license travel with the signal.
Examples are illustrative of the Forge demo’s output format and are built only on open-data classes.
A personal R&D portfolio, built in the open.
Forge is live to try. Praetor and Quaestor are concept notes. Feedback and questions are welcome.