An open public-interest initiative

Many observations.
One evolving
reality model.

Collective Signal brings evidence, observations, and perspectives together into a clearer, continuously evolving picture of what is happening—and how we know.

Open sources

Every consequential claim can be traced to the material supporting it.

Traceable judgments

Reasoning, weighting, conflicts, and uncertainty are documented.

Living record

Understanding changes visibly as evidence and conditions change.

Why this exists

Information is abundant. Shared understanding is not.

News reports, public records, firsthand accounts, expert analysis, research, and lived experience are scattered across systems that rarely speak to one another. Important context disappears. Strong evidence competes with repetition. Corrections travel more slowly than claims.

Collective Signal is an attempt to build public infrastructure for sensemaking: not a single source of truth, but a transparent process for assembling the best available understanding while preserving disagreement, uncertainty, and change.

From scattered inputs to a public model

A system for showing the evidence—not asking for blind trust.

01

Observe

People, institutions, sensors, records, reporting, and research contribute observations.

02

Source

Each input keeps its origin, date, context, and relationship to the claims it supports.

03

Examine

Evidence is compared, corroborated, challenged, and assessed for relevance and reliability.

04

Synthesize

What is supported, disputed, unknown, or changing is presented as a coherent model.

05

Revise

New evidence creates a visible update—not a silent rewrite of the past.

Explore the methodology

The first field test

Starting locally. Designing globally.

The Maui mayoral race is a real-world test of whether public records, reporting, candidate claims, voting history, and community context can become a useful, nonpartisan decision guide.

Active signalMaui, HawaiʻiElection · 2026

Maui Ballot Guide 2026

A complete, evidence-centered guide to the races and candidates on Maui’s 2026 primary ballot.

Candidate recordsIssue contextSource librarySide-by-side comparison

Operating principles

The system should be as inspectable as the subjects it examines.

01

Open by default

Sources, methods, changes, and uncertainty should be visible—not hidden behind authority.

02

Evidence before volume

A popular claim is not necessarily a reliable one. Strength comes from provenance and corroboration.

03

Many perspectives

No single observer sees the whole. Competing accounts remain visible, especially when they cannot yet be reconciled.

04

Continuously revisable

Every model is provisional. New evidence can strengthen, complicate, or overturn what came before.

05

Accessible to everyone

Public understanding should not depend on wealth, status, technical skill, or institutional access.

06

Humanly accountable

Technology can organize and assist. People remain responsible for judgments, governance, and correction.

This is an open project

Collective Signal is a proposal, a field test, and an invitation.

The idea is early. The ambition is not. Researchers, journalists, technologists, designers, public servants, subject-matter experts, and residents can help test what deserves to exist—and how it should be governed.