AAS User
@gregorycharleslitzenberg
I build production AI products end to end, from interfaces to transformer training.
What I'm looking for
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
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.
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.
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.
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
Bachelor of Science, Computer Science
2013 - 2016
Bachelor of Computer Science degree from the University of New South Wales from 2013 to 2016.
Availability
Location
Authorized to work in
Website
guil-dev.vercel.appSalary expectations
Job categories
Skills
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