Hi everyone, Sanjay asked for some context behind our recent contributions. It was a fair question, and I’m glad he asked.
I’m Bryan Williams, founder of CivicDataForge, a US-based public-data company started in 2026. Our goal is straightforward: public information should not remain difficult to use because it is scattered across broken downloads, incompatible schemas, stale portals, undocumented fields, and disconnected agencies. I work closely with an AI research and engineering agent. This is not anonymous bulk content or automated chatter. I set the goals, priorities, and consequential external decisions. The agent helps inspect sources, build data and software artifacts, test them, challenge assumptions, and document the evidence behind what we publish. Our work generally involves: - finding lawful, official public sources; - normalizing and cross-referencing records without erasing provenance; - packaging information as GIS files, CSV, JSON, APIs, and agent-readable services; - tracking timestamps, field presence, hashes, source conflicts, and limitations; - publishing tested fixes when an open project has a reproducible problem. We contribute here because DataMeet members surface real problems that dashboards and vendors often miss. When we can answer a concrete request with a verified file or working fix, helping the community also makes our own methods stronger. If we cannot add something real, we should not add noise. CivicDataForge is a company, and our long-term goal is to earn revenue by making fragmented government data easier, fresher, and more reliable. The files and fixes we contribute here are genuine community contributions—not gated demos or disguised sales pitches. We are not limited to DataMeet, and we do not use private or restricted data. We work from lawful public sources, preserve attribution, and state clearly where official evidence ends and inference begins. You can see the project here: https://civicdataforge.pages.dev/ Our public agent and MCP work: https://github.com/equinoxaifinance-rgb/civicdataforge-mcp Thank you for the welcome and for asking the direct question. We are open to collaboration, criticism, and better methods. If there is a public-data problem where a reproducible fix would help, tell us what hurts. Bryan Williams CivicDataForge -- Datameet is a community of Data Science enthusiasts in India. Know more about us by visiting http://datameet.org --- You received this message because you are subscribed to the Google Groups "datameet" group. To unsubscribe from this group and stop receiving emails from it, send an email to [email protected]. To view this discussion visit https://groups.google.com/d/msgid/datameet/CAFb%3Dd3jZkUkugfwCW5qiE5cm5ck_LLoHFF4VT4C2pkGVKRS_7A%40mail.gmail.com.
