Stepfault Applied Research Lab|Status: Active

Applied AI Research
Built for High Stakes

We design and deploy deterministic AI systems for domains where failure is not an option in law, medicine, cybersecurity, and finance.

Deployments: 4 active|Domains: Legal · Health · Security · Finance|Architecture: Multi-Agent|HITL: Enabled
// live simulation

MAPOS Runtime: Interactive Demonstration

01 / 03
mapos-runtime, deterministic simulation
Idle
// applied research & deployments

// APPLIED RESEARCH & DEPLOYMENTS

From Lab to Production

02 / 03
TESTING · DEPLOYED2024
RealVerdict AI

Legal Intelligence

RealVerdict AI

Deterministic legal reasoning at machine speed.

Multi-agent orchestration system that synthesizes case law, statutory text, and precedent vectors to produce structured legal opinions. Initially focused on select practice areas; built for high-stakes litigation support with full audit trails and human-in-the-loop verification at every inference step.

3Practice areas (pilot)
42K+Citations in pilot corpus
< 0.4%Hallucination rate
LLM OrchestrationRAGLegal AIHITL
DEPLOYED2016
Cronometer

Health Data Platform

Cronometer

Precision nutrition intelligence for clinical outcomes.

AI-powered health data platform integrating dietary logs, biomarker panels, and wearable telemetry into a unified inference engine. Powers personalized intervention recommendations with clinical-grade traceability and privacy-preserving federated learning.

180K+Daily active users
50M+Data points processed/day
94.7%Model accuracy
Federated LearningBiomarkersClinical AIPrivacy
DEPLOYED2023
Adlumin

Cybersecurity Ops

Adlumin

Autonomous threat detection and incident orchestration.

Cybersecurity operations platform combining real-time log correlation, behavioral anomaly detection, and automated playbook execution. Reduces mean-time-to-detect from hours to seconds across distributed enterprise environments.

1.2MEvents correlated/sec
97%MTTD reduction
0.04%False positive rate
Anomaly DetectionSIEMAutomated ResponseZero-Trust
TESTING · DEPLOYED2024
CivicCode

Municipal Law

CivicCode

Municipal ordinance intelligence across cities.

Deterministic AI system that ingests and reasons over municipal codes, zoning ordinances, and local regulations. Rolling out in a focused set of jurisdictions first; delivers citation-grounded answers for permits, compliance, and cross-city policy comparison with full audit trails and human-in-the-loop verification for government and legal teams.

14Jurisdictions (pilot)
92K+Ordinance sections indexed
99.0%Citation accuracy
Ordinance RAGMulti-JurisdictionLegal AIHITL
TESTING · DEPLOYED2024
DisputeBridge

Platform Disputes

DisputeBridge

End-to-end platform dispute resolution, from milestones to arbitration.

Deterministic AI system for freelance and platform disputes: tracks project milestones, payment flows, and platform Terms of Service compliance; supports structured mediation and arbitration workflows with evidence bundling and citation to ToS and contract terms. In limited rollout; outputs are audit-ready and feed into legal follow-up (demand letters, small claims, or counsel handoff) with full chain-of-custody for evidence.

380+Disputes in pilot
74%Mediation success rate
99.0%ToS citation accuracy
MilestonesPaymentsToSMediationLegal AIHITL
ROADMAP2026
RESEARCH IN PROGRESS

Applied Research Horizon

Quantum-Assisted AI Orchestration

The next frontier: probabilistic reasoning at quantum scale.

A research initiative exploring quantum annealing and variational quantum circuits as optimization layers within multi-agent AI pipelines. Target applications span legal discovery, medical differential diagnosis, and real-time crisis management in domains where classical compute reaches its ceiling.

Law · Med · CrisisTarget domains
Pre-AlphaResearch stage
2026 Q4ETA
Quantum ComputingVQCCrisis ManagementMedical AILegal AI
// partners & infrastructure

Academic & Institutional Partners

MIT
Stanford
UCLA
Berkeley
OSU
Johns Hopkins

Core Infrastructure

Application

Next.js
React
TypeScript
Tailwind CSS
Vercel
Supabase
Zod
Framer Motion
Node.js
PostgreSQL
Docker
GitHub

AI & ML

OpenAI
LangChain
Hugging Face
PyTorch
TensorFlow
Anthropic
JAX
ONNX
Weights & Biases
MLflow

Quantum

Qiskit
Cirq
IBM Quantum
PennyLane
Amazon Braket
Google Quantum
// request access

Sandbox Access: Limited Preview

03 / 03
mapos-access-control, request sandbox

$ mapos request-access --sandbox --tier=limited-preview

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