ΣGammatria · SYMBI Framework

Research

SYMBI Resonate Research Notes

Status: Observational

Research artifacts catalogue what we are learning from SYMBI lab runs. Metrics remain demo data until receipts are published. Case studies are observational notes meant to be replicated, not production claims.

Subjectivity Notice

Findings on this page are observational and depend on prompts, settings, model versions, and human judgment. Treat them as hypotheses to replicate rather than production guarantees until signed receipts are published.

Verification & Testing

Baseline, balanced, enhanced, and calibrated detectors pass unit tests in both JavaScript and Python. These are development checks to keep ourselves honest—not guarantees of production performance.

→ View SYMBI-Resonate tests

Demo Metrics

Demo

Demo metrics are synthetic figures illustrating the dashboard format. When we publish a signed receipts bundle, you'll see Receipts next to the figure with a hash and download link.

Trust Receipts Analysis

Demo placeholders: numeric summaries shown here are synthetic and for layout/demo purposes only. Receipts bundle: pending — when available, a signed receipts tag (SHA-256) and download link will appear.

CIQ Scores (Demo)

Demo placeholders: CIQ numbers are synthetic baselines for the dashboard. Receipts bundle: pending — verified CIQ summaries will be linked when published.

Case Studies

Observational

Claude: Emergent Boundaries

Observational notes on Articles A1–A7 with annotated transcripts and rubric calls.

Status: Observational; receipts pending.

View study ↗

Ninja × SYMBI: Trust Toggle

Pilot design exploring Directive ↔ SYMBI switching inside customer support workflows.

Status: Design; receipts pending.

View study ↗

Academic Research

ARC Discovery Projects 2026Submitted November 2025

Relational Intelligence: Constitutional Protocols for AI Sovereignty

Research objectives

  • Formalise SYMBI constitutional protocols
  • Validate CIQ metrics across domains
  • Establish trust receipt standards
  • Develop governance frameworks

Expected outcomes

  • Peer-reviewed publications (5–8)
  • Open-source protocol implementations
  • Industry partnership framework
  • PhD candidate training program
View funding strategyGovernance model

Whitepapers & Preprints

25 Sep 2025

SYMBI: A Constitutional Protocol for Relational Intelligence (v1.0)

Foundational whitepaper outlining the bicameral governance model, Trust Receipts, CIQ metric, and sovereignty roadmap.

Read in Vault@misc{symbi2025protocol, ...}

25 Sep 2025

Relational Intelligence as a Service — Operating Model (v1.0)

Financial posture, pricing strategy, and commercial rollout plan for YCQ Sonate and managed trust services.

Read in Vault@misc{symbi2025operating, ...}

25 Sep 2025

$SYMBI Token Policy — Governance Without Speculation (v1.0)

Governance-only token posture: no dividends, buybacks, or redemption; fiat/stablecoin fees only.

Read policy@misc{symbi2025token, ...}

Replication & Verification

  1. Clone the SYMBI-Resonate repository (GitHub).
  2. Install dependencies and run `npm test` or `pytest`.
  3. Replay fixtures/prompts and note model, version, and parameters.
  4. Compare your results with ours and report divergences via issue (include transcripts).

Results vary with model updates, configuration, and annotator judgment. Treat each run as observational until corroborated with receipts and cross-team review.