Three ways to help: subscribe to expert requests, propose updates here on the site, or contribute from inside your local DueCare deployment. Every contribution is a public-source proposal. It starts as proposed, runs through automated PII screening and curator review, then becomes a vetted pack any deployment can pull.
All three feed the same review pipeline. The difference is who initiates the ask and where the work happens.
Curators periodically send a focused ask: a fee cap to verify in your jurisdiction, an NGO contact to confirm, a recruiter pattern to label. You reply when you have time and direct knowledge. Lowest-effort way to be useful.
Subscribe → Pathway 02 · proactive, hereUse the form below to submit a public-source advisory, a corridor reference, a grep rule, an NGO contact, or any of the other proposal types. Best when you already have a public source in hand.
Pick a type → Pathway 03 · proactive, in-appAlready running the harness? The local client can package an anonymized proposal, run local Gemma 4 anonymization before submission, and submit it without raw case material ever leaving your device.
Local setup →Same five steps for every proposal regardless of pathway. Anything that smells like raw case content is rejected at step 02 before a curator even sees it.
Public-source URL, summary, jurisdiction. No raw case content.
Edge filter rejects emails, phones, ID-like strings, and free-text case content.
A signed-in curator inspects the proposed change against the public source.
Curator vets and signs. The checksum updates. The manifest references the previous version so nothing is overwritten.
Local deployments pull the new vetted version on their next sync.
Eight standard types covering knowledge, network, and a "something else" path for anything that does not fit. Pick one to load the matching form below; you can always switch.
A public advisory, jurisdiction rule, or corridor reference. The most common contribution.
A deterministic safety rule that fires before the model speaks. Target false-positive rate ≤ 2%.
A local-only tool with a defined safety boundary. Draft-only output by default.
A verified NGO, regulator, or hotline. Public registries only, never worker contacts.
A scoring rubric used to grade model answers (grounding, citation, refusal correctness).
A composite-only evaluation prompt. Real PII is rejected by the scanner.
NGO, regulator, ministry, or research institution. Get a deployment ID and a curator contact.
Help rank model answers, verify public URLs, and cross-check curator decisions.
Domain expertise, a corridor we have not covered, an integration idea, a regulatory change. The form will route the message to the right curator.
For sensitive partnership conversations or anything that should not start as a public proposal.
Fill what you know. Fields you leave blank stay blank in the proposal. Real PII is filtered at the boundary before storage.