Research & Development

Evidence for work that matters.

Current source-led resilience briefings sit alongside an archive of earlier GameChangers design proposals. Each page states its source date, evidence stage and limits.

Product status reviewed 28 October 2026: Open Directory is available for discovery. GameChangers remains in development. CuriousPi is a separate local scripted consulting-intelligence prototype and is not connected to deployed models or GameChangers. The archived concepts below do not represent active public features.
Directory refreshed · 29 October 2026

Air, water & disaster resilience

Four research briefs examine air, water, wildfire, hurricane and tornado signals at local and regional scales. Open Directory currently groups 13 programs, studies, recovery efforts and public tools under the Air, Water & Disaster Resilience filter. Individual source-check dates are recorded on each item. A separate working methods note explains how damage, needs, spending and financing figures stay distinct; the note is not peer-reviewed.

Browse the Air, Water & Disaster Resilience category →

Research brief · Air quality

Wildfire smoke reaches the clinic

A Maryland study estimated added cardiopulmonary encounter costs across six smoke hotspot days. EPA preparedness and monitoring programs show complementary response paths.

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Research brief · Water systems

Water systems after disaster

EPA’s drinking-water and clean-water surveys use different scopes; North Carolina’s Helene updates describe local loans, access and restoration.

Read the brief ↗
Research brief · Wildfire

Wildfire recovery at ground level

Federal suppression costs, Los Angeles repair needs and LADWP rebuilding milestones describe separate parts of recovery.

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Research brief · Hurricanes & tornadoes

Storm recovery at ground level

NOAA event costs, Helene obligations and loans, and St. Louis demolition needs show why recovery figures need specific labels.

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Working research note · Not peer-reviewed

Counting local infrastructure loss

A source-aware method for separating physical damage, healthcare costs, response spending, obligations, loans, mitigation needs and operating costs.

Read the methods note ↗
Infrastructure briefing · updated 29 October 2026

Compute, logistics & local infrastructure

Data centers and large warehouses rely on local electricity, water, roads and air-quality systems. This source-led briefing separates modeled demand from measured use, and a project announcement from construction or operation.

Source-led briefing · Not peer-reviewed

Data centers and warehouses: the local infrastructure ledger

What global compute and logistics growth can mean for local grids, watersheds, freight corridors and public costs.

Read the briefing ↗
Global mission signals · October 2026

Eight initiatives, eight different evidence stages

A cross-region scan separates active missions from funding opportunities, signed laws, strategies and legislative proposals. Each item links to its primary source and names the next evidence to watch.

Source-led roundup · Not peer-reviewed

Eight mission signals to watch around the world

California data-center laws, a federal grid-resilience funding window, NASA–ISRO NISAR, India’s Gaganyaan tests, Europe’s Chips Act proposal, Chile’s hydrogen strategy, WMO early warnings and Brazil’s ABC+ implementation.

Read the roundup ↗
AI development and product status · reviewed 28 October 2026

AI assists the work; people own the decisions

Open Directory is available for source-aware discovery. GameChangers remains in staged development. AI supports internal research and engineering; CuriousPi is a separate local scripted prototype, with model connections not deployed. The next gates are task-specific evaluations, privacy/security review and human approval paths.

Read the dated engineering progress and release boundaries ↗
Historical design archive · status reviewed 28 October 2026

Earlier proposals and working concepts

These eight papers describe design ideas considered during product development. They are retained as historical material and do not prove that the described capabilities exist in the current product. They are engineering and design archives, not peer-reviewed research.

Read before relying on these abstracts: Open Directory is the current public discovery product. Matching, a universal Trust Score, multi-model routing, autonomous agents, contracts, escrow and payments are not active public services. Visit GameChangers status for the current product description.
RD-01 · Archived proposal

The Deterministic Trust Framework

Earlier concept for a composite trust score and evidence components. No universal public Trust Score is active today; the current Trust & Evidence page describes research concepts and limits.

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RD-02 · Working hypothesis

The Assembly Problem

A historical cross-sector thesis about fragmented, verification-heavy work. It is a hypothesis to test, not a measured universal market finding.

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RD-03 · Archived proposal

Aria: Multi-Model Routing

A design proposal for routing AI tasks by context and risk. Multi-model routing is not deployed in GameChangers.

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RD-04 · Archived proposal

Milestone-Locked Escrow

A proposed contract and payment architecture. Assemble Teams does not currently offer contracts, escrow or payment custody.

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RD-05 · Archived proposal

Compliance Flag-Awareness

A design boundary for surfacing regulatory context. It is not a compliance determination, legal service or certification.

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RD-06 · Historical proposal

Cohort Density and Anti-Fabrication

An earlier hypothesis about marketplace density and content integrity. It does not set a current launch gate or user threshold.

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RD-07 · Editorial method archive

The Sector Intelligence Editorial Method

A description of an earlier source and editorial method. Current articles identify sources, dates and evidence stages on their own pages.

Browse current articles ↗
RD-08 · Planned architecture

Delegated Agency and Mission Agents

A future design concept. Autonomous agents and delegated actions are not active public capabilities; human authorization remains required.

Read the archive ↗