AI/ML engineer · security · builder

Tim Illguth

Twelve years securing federal infrastructure and networks, now building in post-quantum cryptography, AI/ML, and smart contract security.

12Years in federal infrastructure & security
~4,400Linux endpoints under management
3Industry certifications (LPIC, NSE4, Juniper)
6Websites designed & built
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01 / Selected work

What I've built.

Projects spanning smart contract security, post-quantum infrastructure, federal systems, and practical products.

01

Web3 · Intellectual Property

NFT Patents Project

A full-stack platform that helps inventors tokenize and protect intellectual property. ERC-721 contracts behind a React frontend with wallet integration and IPFS-backed patent metadata.

SolidityReactIPFSHardhatTypeScript
02

DeFi · Security

Uniswap Clone

A constant-product automated market maker with liquidity pools and token swaps, plus protections against reentrancy, race conditions, and MEV.

SolidityEthers.jsAMMSecurity
SQQ
03

Post-Quantum · Layer 1

SoQuCoin

Volunteer smart contract security lead on a Scrypt-based proof-of-work Layer 1 implementing NIST FIPS 204 post-quantum signatures. I ran the initial codebase security audit and continue reviewing the protocol.

FIPS 204Post-QuantumSecurity Audit
04

Infrastructure · 12 years

University of Alaska Fairbanks – Alaska Satellite Facility (NASA DAAC)

Sole network administrator for petabyte-scale scientific data systems: network architecture, firewall policy, BGP/OSPF routing, Kubernetes platforms, and FISMA/NIST 800-53 compliance. Designed and deployed a Fortinet ZTNA VPN.

NetworkingKubernetesFISMALinux

02 / Web design studio

Golden Heart Web Design — selected sites.

A web-design studio I run on the side. Selected client and personal sites:

goldenheartwebdesign.com ↗

03 / What I bring

One career.
Four disciplines.

My best work happens where security, infrastructure, software, and storytelling overlap.

01

AI / ML Engineering

Systems, not shortcuts

Training and deploying computer vision (YOLO26) and regression models in production, with MLOps on Azure Machine Learning. Alongside that: context engineering, agentic workflows, and privacy-minded local inference.

Computer VisionYOLOAzure MLMLOpsAgentic Coding
02

Blockchain Security

Production Solidity and smart contract security

Production DeFi, contract audits, DAO systems, AMMs, and security review on a post-quantum Layer 1.

SoliditySlitherPost-Quantum
03

Linux Infrastructure

Fleet scale

Twelve years at a NASA DAAC and package, patch, and configuration management across ~4,400 Linux endpoints.

KubernetesSUSE MLMPuppet
04

Builder & Author

Ideas made tangible

Golden Heart Web Design, an outdoor rental company, and The Hollowing speculative-fiction series.

WebEntrepreneurshipAuthor

04 / Field notes

Ideas worth sharing.

Browse all writing →

Mar 28, 2026 · 10 min

This Article Might Make You Upset

Don't be upset. This isn't just another AI feature update that you have to train up for. On March 7, 2026, Andrej Karpathy released AutoResearch and quietly gave developers a superpower. Here's what it is, why it matters, and why developers who understand it are now operating at a categorically different speed.

Read article →

Jan 12, 2026 · 10 min

Ahead of the Race: How to Design Your Web3 App Against Race Conditions

Learn how to protect your Web3 applications from front-running, sandwich attacks, and reentrancy vulnerabilities with battle-tested design patterns from a real AMM audit.

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Feb 20, 2024 · 12 min

Thoughts on Thread-Safe Blockchain Development

Deep dive into the challenges and best practices for building thread-safe applications in blockchain development, with practical examples and solutions.

Read article →

05 / Start a conversation

Have an ambitious
problem to solve?

I'm open to work at the intersection of security, blockchain, AI, and infrastructure.

timillguthak@gmail.com timillguth.eth · Available worldwide