SWARM / CIVIC INTELLIGENCE / PRE-DESIGN

Knowledge that strengthens communities.

Understand local developments. Evaluate evidence. Find reliable support.

Prototype only: All events, locations, scores, and counts below are fictional examples. No live monitoring, emergency dispatch, or verified partner connections are active.
Community updates
08
Illustrative recent signals
Corroborated summaries
03
Independent evidence assessed
Awaiting review
04
Not established as fact
Support categories
05
Resources to connect with

Community awareness map

Illustrative geography
Generalized areas only
No precise incident pins
✓!i!✓

Public map is intentionally generalized, delayed, and aggregated to protect individuals and avoid operational tracking.

Community updates

Verification, not speculation

Explainable
  1. Collect community and public-source reports.
  2. Remove duplicates and evaluate independent evidence.
  3. Display confidence, contradictions, and freshness.
  4. Correct or expire stale information.

Community resource network

Directory concept
Legal information & aidRights education and qualified assistance
Mutual aid & family supportCommunity organizations and care networks
Housing, food & emergency helpPublic and nonprofit support pathways

Community participation

Privacy-first

Share a non-identifying community observation, flag a misleading claim, or suggest a trusted organization.

No public names, exact individual locations, or identifying media in this prototype.

Community signals & evidence status

Support and community partners

Categories — not verified listings

Potential integration partners include qualified legal-aid providers, community organizations, public agencies, libraries, crisis-support services, and nonprofit resource directories. Partnerships are proposed, not established.

⚖ Legal aid & rights educationReferral pathways, multilingual guidance, verified nonprofit listings
♡ Family & mutual aidFamily preparedness, transportation assistance, community support
⌂ Shelter, food & basic needsPublic benefits, local food networks, housing support
✚ Health & crisis supportAppropriate professional and emergency service directories
▤ Official informationGovernment announcements, public records, verified updates

For urgent danger in the United States, contact 911. For general U.S. community resource referrals, 211 may be available locally. This demo does not provide emergency response.

Our verification standard

Confidence is a documented assessment, not a guarantee. Multiple posts repeating one original source do not count as independent corroboration.

  1. Intake: public records and consent-based, privacy-screened community reports.
  2. Normalization: categorize and remove identifying information.
  3. Deduplication: cluster related observations and trace their original sources.
  4. Corroboration: compare independent sources and official context.
  5. Review: publish uncertainty, contradictions, correction history, and timestamps.
  6. Expiration: archive or remove information when it is no longer timely or appropriate.

No predictive policing, individual tracking, or AI-generated certainty. Human review is required for consequential claims.

Privacy & safety by design

Protect people first. Proposed production controls include data minimization, coarse public geography, publication delays where needed, strong moderation, retention limits, abuse prevention, access controls, and an auditable correction process.

Do not submit names, faces, license plates, identifying photographs, or precise locations of people. This demo stores no reports and sends no submissions.