NeuroCert: Decision-Level Evidence for Trusted Autonomy

 NeuroCert is an evaluation-only evidence framework for autonomous and AI-enabled systems. It ingests exported artifacts such as logs, telemetry, state histories, decision outputs, confidence values, event records, and review artifacts. It then reconstructs decision behavior and produces traceable evidence packages that support engineering review, mission assurance, and trusted autonomy workflows. 

 Autonomous and AI-enabled systems can generate behavior that is difficult to reconstruct from raw logs, telemetry, simulation outputs, and test records. Engineering teams often need to understand what happened, why a decision path emerged, which constraints influenced behavior, and what evidence supports human review. NeuroCert addresses this evidence gap by converting fragmented technical artifacts into structured, repeatable, reviewer-ready outputs. 

• decision timelines 
• constraint evaluation summaries 
• traceability logs 
• uncertainty and evidence sufficiency indicators 
• human-readable review reports 
• safety-case support artifacts 
• source-backed evidence packages

• NASA autonomous systems software review 
• autonomy test and evaluation 
• mission assurance and IV&V-style review 
• post-run anomaly reconstruction 
• digital engineering / MBSE traceability 
• DoD autonomy assurance workflows 
• RMF documentation pre-adjudication, as a separate vertical application

 NeuroCert does not certify systems, approve autonomous decisions, replace human reviewers, control autonomy, modify mission software, or automate authorization. It produces structured evidence that supports human technical review. 

 NeuroCert was developed under a NASA SBIR Phase I effort focused on trusted autonomy in space systems. Phase I demonstrated the feasibility of deterministic evidence generation, decision timeline reconstruction, constraint evaluation, and human-reviewable artifact generation from exported autonomous system data. M&T Consulting Firm is continuing to mature NeuroCert toward broader validation, integration readiness, and commercialization pathways.