# Planetary State Domains and Structured AI Orchestration

## Status

Current repository artifact for IARPG-OPS-2 2.0.18-wip. Review status: **reviewed with limitations for scenario literacy and public explanation**. The preserved source file remains individually addressable as provenance. This report is not an official IARPA publication.

## Purpose

Extract domain-modeling, structured-output, rendering, state synchronization, and resilience ideas from the supplied planetary simulation report.

## Scope

This canonical report covers the user-supplied file `IARPA SimEarth Game Architecture.md`. It is authoritative for repository provenance, the bounded synthesis below, and IARPG content-routing decisions. It does not establish official agency affiliation, scientific model validity, public-health guidance, weapons effects, real-world geopolitical prediction, or a current software implementation.

## Executive Summary

The report organizes planetary state into linked domains and proposes a deterministic backend with a structured generative “chaos engine.” The reusable content value is a domain model that makes feedback and dependency explicit, plus strict validation of any generated event. The implementation stack, cost claims, real-program mapping, and planetary game roadmap remain unverified proposals and are not current IARPG scope.

## Evidence Reviewed

- [Preserved source file](../../source-files/planetary-systems-and-scenario-modeling/IARPA%20SimEarth%20Game%20Architecture.md)
- Source collection: `planetary-systems-and-scenario-modeling`
- Source SHA-256: `cc2197b8eeb93cf5db48e66e0e809a654a6f450b9f42dd4d20400688ba6763a0`
- Source identity: user-supplied Markdown described as IARPA-related material; not authenticated as an official IARPA publication.
- [IARPA mission](https://www.iarpa.gov/who-we-are/history/our-mission) — official agency identity, research mission, and non-operational boundary (accessed 2026-07-22).
- [IARPA research programs](https://www.iarpa.gov/research-programs) — official program directory (accessed 2026-07-22).
- [GAO infectious disease modeling practices](https://www.gao.gov/assets/gao-20-372.pdf) — communication, model description, verification, and validation (accessed 2026-07-22).
- [NIST digital-twin credibility work](https://www.nist.gov/programs-projects/digital-twins-advanced-manufacturing) — verification, validation, and uncertainty considerations (accessed 2026-07-22).
- [IARPA COSMIC](https://www.iarpa.gov/research-programs/cosmic) — official geospatial program description (accessed 2026-07-22).
- [IARPA HAYSTAC](https://www.iarpa.gov/research-programs/haystac) — official movement-modeling program description and privacy framing (accessed 2026-07-22).
- [IARPA BENGAL](https://www.iarpa.gov/research-programs/bengal) — official LLM threat and resilience program description (accessed 2026-07-22).
- [IARPA SINTRA](https://www.iarpa.gov/research-programs/sintra) — official space-debris research description (accessed 2026-07-22).

## Reviewed Synthesis

### Publication Decision

Retain the source as preserved research evidence. Reuse only the bounded statements in this section and the repository-authored findings below. Do not treat the original title, acronym expansion, code, quantitative claims, named technology stack, or scenario outputs as current fact without a new review.

### Claim Dispositions

| Claim ID | Topic | Disposition | Current bounded statement |
|---|---|---|---|
| `PSR-OPS2-218-06-01` | domain model | **retained-method-guidance** | Retain explicit linked domains and cross-domain effects as a content-organization method. |
| `PSR-OPS2-218-06-02` | structured outputs | **retained-method-guidance** | Require schema-constrained proposals, validation, and an authoritative acceptance layer. |
| `PSR-OPS2-218-06-03` | 3D rendering mandate | **rejected-for-public-reuse** | Do not make a 3D globe or WebGL interface a requirement for IARPG content access. |
| `PSR-OPS2-218-06-04` | technology stack | **requires-current-verification** | Treat Laravel, React, WebGL, WebSocket, and model-provider claims as unverified implementation proposals. |
| `PSR-OPS2-218-06-05` | IARPA program mapping | **attribution-corrected** | Official program descriptions may inspire high-level themes, but the fictional simulation mappings are not agency statements. |
| `PSR-OPS2-218-06-06` | privacy and bias | **bounded** | Any domain model must include privacy, affected-community, bias, and uncertainty review rather than only system efficiency. |

### Attribution, Fairness, and Safety Boundary

IARPA is the **Intelligence Advanced Research Projects Activity**, a U.S. research organization that invests in high-risk/high-payoff research for Intelligence Community challenges and is not itself operationally focused. The phrase “Integrated Artificial Reality Planetary Atlas” is a fictional construction in the supplied material and must never be presented as the agency’s name, product, endorsement, or program. Apply equal evidence standards, disclose uncertainty, include rights and affected-community consequences, and keep all reuse non-actionable.

### Reuse Rule

Use the smallest applicable bounded statement above. Re-check current agency programs, laws, software, vendors, performance, market data, and scientific claims against current primary or authoritative sources before public factual reuse.

## Findings

- Complex systems become more understandable when state is divided into named domains with explicit cross-domain dependencies.
- State deltas should identify the changed variable, prior value, new value, cause, confidence, and affected domains.
- Generated events should be constrained by enumerated domains, ranges, evidence, and reversible acceptance rules.
- A visualization should degrade gracefully from 3D to accessible tables and summaries rather than making comprehension depend on WebGL.
- IARPG can use the domain-and-delta pattern for alliance, infrastructure, logistics, public legitimacy, and information environments.

## Decisions or Recommendations

- Route public readers to the [Scenario Modeling and Systems Thinking](/scenario-modeling) page rather than to implementation snippets in the preserved source.
- Label every model family with purpose, inputs, assumptions, state variables, outputs, uncertainty, verification, validation, affected communities, and prohibited interpretations.
- Prefer side-by-side scenario comparison, reversible state history, and accessible tables over spectacular but unexplained visualization.
- Keep real IARPA references confined to accurate, sourced descriptions of the agency and its public research programs.
- Preserve the original source unchanged in the source archive, but do not duplicate unsafe or misleading implementation detail into current public guidance.

## Risks and Limitations

- The preserved source contains unsupported, time-sensitive, implementation-specific, and sometimes hazardous detail.
- This review is editorial and architectural; it is not scientific peer review, model accreditation, public-health review, legal review, weapons-effects validation, or security certification.
- Official program pages can change after the research cutoff; future releases must re-check time-sensitive references.
- A scenario can improve reasoning while still embedding bad assumptions. Visible structure does not prove real-world validity.

## Validation Performed

- Verified the preserved source SHA-256 and one-to-one canonical mapping.
- Compared agency identity and selected program descriptions against official IARPA pages on 2026-07-22.
- Compared model-credibility language with GAO and NIST guidance.
- Reviewed the synthesis for attribution, safety, accessibility, international fairness, uncertainty, and non-prediction boundaries.
- Verified repository-relative links and required report sections through the local memory and source-integrity validators.

## Memory References

- [`.uai/planetary-systems.uai`](../../../.uai/planetary-systems.uai)
- [`.uai/architecture.uai`](../../../.uai/architecture.uai)
- [`.uai/accessibility.uai`](../../../.uai/accessibility.uai)
- [`.uai/international-fairness.uai`](../../../.uai/international-fairness.uai)

## Related Durable Documents

- [Planetary Systems Research Integration and Scenario Modeling Report](planetary-systems-research-integration-and-scenario-modeling-report.md#findings)
- [Rapid Deep Research Methodology and Guidance](rapid-deep-research-methodology-and-guidance.md#findings)
- [Equal Standards Across Unequal Records](equal-standards-across-unequal-records-international-institutional-fairness-rights-and-evidence-audit.md#mandatory-analytical-distinctions-and-rights-safeguards)

## Supersession Status

Current for IARPG-OPS-2 2.0.18-wip until superseded by a later reviewed synthesis. The preserved source remains archival provenance and does not override active `.uai` memory or verified implementation.