We launched Signet on Product Hunt today: https://www.producthunt.com/products/signet.
Our latest version is also now live at its new home, https://signet.watch.
Since this hackathon, Signet has evolved from a single-process autonomous wildfire monitoring prototype into a more complete product and research system. Architecturally, the app now separates the live web experience from the autonomous monitoring runtime, which makes the system more reliable and easier to scale. We also improved the deployment and development workflow with a modern frontend build pipeline, containerized deploys, CI, and better observability.
On the product and modeling side, Signet now does much more than surface a live feed of incidents. We added location-based alerting, improved the live intelligence view, and reworked the prediction system so forecasts are more structured and can be adjudicated more cleanly instead of relying on the model to grade itself. We also tightened incident identity and data handling so the system is more consistent and trustworthy in production. Overall, the work since v1 has been about turning an early autonomous demo into something that is both more usable as a product and more defensible as a live research system.




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