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Starcycle

Defense OS: Agentic AI Workflow Engine

Administrative drag in regulated, multi-party workflows delays fielding and starves warfighters of timely capability.

Why it mattersCurrently Starcycle is handling business dissolution and compliance for startups and SMBs. We are growing into a fully automated solution for compliance and governance management . Automating many time consuming and repetitive tasks for governmental form filing and document creation. This could be applied to a wide variety of verticals and processes.

Mission AreaAdministrationTypeSoftwareTRLTRL 6Technical MaturityPrototypeTeam Size3-5Funding StageAngel / PrivateATO StatusNoneCohort25-1

About

Problem

Regulated, multiparty workflows (procurement, IP diligence) create cognitive load, rework, and opaque handoffs. Policy shifts outrun templates; rationale buried in email. Cycles stretch; fielding slips.

Solution

Starcycle is an AI-first, human-in-the-loop platform that turns policy into in-flow guardrails using a policy-aware KG and OODA loops—delivering first-pass packages, explainable decisions, and automated handoffs. Modular extension: Defense OS.

Field Validation

Production deployment in fintech on the same engine. Defense: operational prototypes for procurement and IP/patent diligence; pre-production on-prem/air-gapped builds available. Technology Maturity (TRL): Core engine: production-proven (commercial). Defense OS: TRL 5–6. Next: limited deployment with a program office in a relevant DoD environment (toward TRL-7).

Strategic Advantage

Explainable-by-design with chain-of-custody; composable OODA atoms; versioned FAR/DFARS/ITAR/EAR; IBM & Red Hat deployments (gov clouds, on-prem, HPC); playbooks from fintech.

Go-to-Market

AFWERX/SBIR/DIU; primes; direct program offices; SigmaBlox.

Dual-Use Potential

CPA SaaS (Q3 2025); public-sector procurement; private equity; utilities/critical infra; healthcare; enterprise GRC.

Team

Luke Schantz (CTO), Jaclyn Sui (CEO), and founding engineers in HITL/KG automation; IBM & Red Hat ecosystem.

Primary User

Contracting specialists/KOs, PMO leads, capture managers; legal/compliance analysts.

Problem

Administrative drag in regulated, multi-party workflows delays fielding and starves warfighters of timely capability.