Cody Fulmark@ccwlester26383

Events attended

Submissions made

United States

10+ years of experience

About me

"We are done building on sand. I architect systems where 'Good Enough' is replaced by Formal Proof. As the lead behind QATALYST, I’ve engineered the first Deterministic Autonomy Substrate (SDS)—a framework designed to transform AI from an unpredictable liability into insurable, enterprise-grade infrastructure. By open-sourcing the QATALYST Open Demo Surface, I’m providing the blueprints for the 'Gödel Cortex' and 'Hyper-Mesh,' allowing the global dev community to build on a foundation of systemic integrity. My focus is Invariant Governance: shifting AI from black-box hallucinations to a reality where system violations are made impossible by design. We use AMD SEV-SNP hardware enclaves and non-linear Lyapunov parameters to ensure that when a system fails, it doesn't crash—the Vault door simply locks. I am here to connect with the new generation of builders who are ready to stop shipping 'wrappers' and start building on bedrock. If you believe AI should be deterministic, provable, and insurable, let's build the engine together."

Socials

🤝 Top Collaborators

Stephanee Lawson

Some people get intimidated by the pace of AI; I just see it as another system to troubleshoot. As an alternative mom who’s always had a niche for tech, I specialize in rapid learning and "figure-it-out-ness." I’m the person you want on your team when things go sideways or when you need someone to bridge the gap between high-tech and real-world application. My aesthetic? Antique shops and tattoos. My work ethic? Learning your entire stack in an afternoon. Let’s build something cool and grab some good food afterward.

🤓 Latest Submissions

QATALYST SDS — AMD Edge Demo

QATALYST SDS is a transparent agent‑workflow framework designed to demonstrate that AI systems can operate reliably, inspectably, and autonomously on AMD hardware. It addresses a critical requirement: enabling operators to audit an AI’s decision‑making, especially when conditions shift or cloud infrastructure is unavailable. Core Architecture & Observability To move beyond opaque “black box” behavior, the demo exposes a traceable four‑stage control loop: The Agent — Generates the initial task response. The Critic — Performs real‑time evaluation and internal validation. The Scheduler — Determines the precise next step in the routing flow. The Ledger — Records every action and state change for full auditability. The system includes live telemetry controls—Substrate Temperature and Network Tension—allowing users to simulate hardware constraints or infrastructure stress. Adjusting these values shows exactly how the workflow adapts under load, making the system’s internal behavior fully visible. Hardware Strategy & Resilience To avoid cloud‑provisioning delays, QATALYST SDS was validated exclusively on local AMD hardware. This ensured a stable, reproducible demonstration with zero external dependencies. Proving the framework’s efficiency on edge‑class silicon establishes a clear benchmark that it will scale seamlessly to higher‑end AMD hardware. The “Safe‑Open” Philosophy The project is intentionally modular. The orchestration loop is safe, open, and designed for public inspection. More advanced logic modules remain private by design. This separation reflects a responsible development model—balancing structural transparency with necessary IP protection. Impact QATALYST SDS provides a straightforward, observable blueprint for making agentic systems reliable and accessible. It delivers the transparency and predictability required by engineers, operators, and stakeholders who must trust the behavior of the AI systems they deploy.

Hackathon link

10 May 2026

👌 Attended Hackathons

AMD Developer Hackathon

Grab your ideas, spin up compute, and start building what’s next! Start with $100 in AMD Developer Cloud credits and begin building right away. Get access to hands-on tutorials, workshops, and curated learning resources to help you build faster and go further. To unlock credits and join the hackathon, sign up for the AMD AI Developer Program. 🤝 Go solo or team up — ship something real. 💰 $21,500+ total prize pool & 1 × AMD Radeon™ AI PRO R9700 GPU up for grabs. 📍 On-site Venue (May 9-10): MindsDB SF AI Collective 3154 17th St, San Francisco, California, USA 📍On-site participation is by invitation only. Travel and accommodation expenses will not be covered. 🧑‍💻 Developers, builders, and innovators - bring your boldest ideas and let’s turn them into real AI systems on AMD.