System Card · TR-2025-28

Mavaia Model Card

Comprehensive system card for the Mavaia runtime covering deployment profiles, governance, evaluation protocols, and safety architecture.

Published November 24, 2025Institutional Systems Group

Dataset

Institutional evaluation harness across 18 workloads (federal, healthcare, financial) with 1,200 queries.

Methodology

10-component ACL pipeline traced end-to-end with instrumentation on routing, verification, and emotional memory modules. Local-first deployments evaluated on Mac Studio + H100 reference hardware.

94%

Hallucination detection

Adaptive Cognition Layer safety sweep

Evaluation note

96.7%

Local routing success

HybridBridge local-first routing

Evaluation note

78%

Emotional memory retention

Cross-session validation

Evaluation note

Abstract

The Mavaia model card documents cognitive framing, architecture, data boundaries, evaluation protocols, limitations, and deployment guidance for institutional environments. It details the Adaptive Cognition Layer routing profile, emotional memory accuracy, hallucination detection methodology, and governance controls required for federal and regulated buyers.

Intended Use

Mavaia is deployed inside institutional boundaries for mission-critical workflows. Supported sectors include critical infrastructure, regulated enterprise, and public sector research portfolios requiring auditable reasoning.

The report enumerates deployment prerequisites, isolation requirements, and data governance contracts that must be in place before production rollout.

  • Institutional-only engagements
  • Deployment evaluation required
  • Design partnership optional

Safety Profile

Mavaia’s verification stack operates across perception, reasoning, and response construction. The report enumerates policy templates, tracing hooks, and reviewer sign-off workflow.

  • Recall-based fact verification before response emission
  • Hallucination detection tuned against 210 curated prompts
  • Confidence gating to slow or escalate ambiguous cases

Limitations

The model card explicitly documents situations where Mavaia is not suitable (non-institutional use, generic consumer chat, unconstrained data collection). It also addresses latency tradeoffs when forcing 100% local routing.

How to cite

Thynaptic Research. "Mavaia Model Card (TR-2025-28)." Thynaptic Technical Report Series, November 2025.