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@gregorycharleslitzenberg

I build production AI products end to end, from interfaces to transformer training.

United States
Message

What I'm looking for

I'm looking for an AI-native product team where I can own the full loop from schema and UI through LLM integration and cost instrumentation. Florida-based or remote-first roles that support relocating to St. Petersburg are my top preference.

I built Echoes of History from zero to a live conversational AI platform in six weeks, delivering a ~15,500-line TypeScript monorepo with React, Express, PostgreSQL, Redis, WebSockets, and Claude API integration.

I designed its long-term conversation memory and LLM cost-governance layer, including per-user spend ceilings, metering middleware, alerting, and an admin cost dashboard. I also shipped JWT authentication, RBAC, rate limiting, Railway CI/CD, and per-PR preview environments as the founder and sole engineer.

Alongside product work, I implemented a GPT-style decoder-only transformer from scratch in PyTorch, including a custom 16K-vocabulary BPE tokenizer, training loop, and an 8.5M-token policy-compliant corpus pipeline. Training reduced validation loss from 9.7 to 4.0.

I also built CreatorVault, a Next.js marketplace MVP with KYC states, JWT auth, Prisma, and a Stripe-ready payment abstraction, while helping build and maintain CommUnitopia's website as a founding board member.

Experience

Work history, roles, and key accomplishments

EH
Current

Software Engineer

Echoes of History

Jan 2026 - Present (7 months)

Built conversational AI platform from zero to production in six weeks, with ~15,500 LOC and 121 commits. Designed PostgreSQL schema with Redis caching, real-time messaging, Discord bot integration, and Claude API integration with cost governance.

CR
Current

Founder

CreatorVault

Jan 2026 - Present (7 months)

Built a marketplace for escrow-contracted creative work using Next.js 16, React 19, Prisma 7, and Tailwind 4. Implemented buyer/creator roles, KYC verification, Zod validation, JWT auth, and a Stripe-ready payment abstraction.

HI
Current

Board Secretary & Co-founder

Human Unity Project (CommUnitopia Inc.)

Jan 2023 - Present (3 years 7 months)

Founding board member of a community nonprofit, contributing to governance design, board records, fundraising, and member onboarding. Also builds and maintains the organization's website.

IR

AI Research

Independent Research

Jan 2025 - Dec 2025 (11 months)

Implemented a decoder-only transformer from scratch in PyTorch, including RoPE, RMSNorm, SwiGLU, and weight-tied embeddings. Trained a custom BPE tokenizer and built a resumable scraping pipeline to assemble an 8.5M-token corpus, reducing validation loss from 9.7 to 4.0.

Education

Degrees, certifications, and relevant coursework

University of New South Wales logoUW

University of New South Wales

Bachelor of Science, Computer Science

2013 - 2016

Bachelor of Computer Science degree from the University of New South Wales from 2013 to 2016.

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