Stack
WHAT I WORK IN · WHAT I READ FAST · WHAT I HAVEN’T SHIPPED
LANGUAGES
- Python 3.11 Primary; production work in the AZIT pipeline
- TypeScript / JS Read-only; comfortable ramping for project work
- Bash Daily operational use; Git Bash on Windows
- SQL (SQLite) Job-search DB design, daily queries
ML — TRAINING
- AI-Toolkit LoRA fine-tuning runner; primary training entry point
- FLUX.2 Klein 9B Base model for AZIT identity LoRA
- PyTorch (via tools) Backend; not authored, used through AI-Toolkit / ComfyUI
- Diffusers concepts Familiar with sampling, schedulers, CFG
ML — EVALUATION & ID
- ArcFace Per-step face similarity; primary identity metric
- InsightFace Detection + embedding extraction in evals
- Parameter sweeps Three-round narrowing CFG / Steps / max_shift
- Overfit monitoring Real-time curve watching for early-stop signals
INFERENCE
- ComfyUI Node-graph workflows + HTTP API integration
- Higgsfield.ai Cloud generation; comparison runs in AZIT
- StabilityMatrix Local model and environment manager
LLM / GEN
- Grok Used in production (Jojo Shorts pipeline) for face generation
- Anthropic Claude Daily collaborator; this very portfolio built with assistance
- OpenAI / Gemini APIs Familiar; not currently in production code
- ElevenLabs V3 Voice synthesis; production use in Jojo Shorts
- Synthesizer V Studio Pro AI vocal synthesis; production use in audio pipelines
- RVC voice conversion Retrained own voice onto a target convincingly enough for portfolio
INFRA / COMPUTE
- RTX 5090 (32 GB) Local training rig; Blackwell, FP8 native
- Windows 11 Primary OS; conda env 'facecheck' for InsightFace/ArcFace
- Cloudflare Pages Hosts this portfolio; deployed via Wrangler CLI
- GitHub Source control; private repos for AZIT pipeline
DOCS & PROCESS
- Markdown All project documents authored in Markdown first
- Structured experiment logs Per-run JSON / TXT logs feeding analysis scripts
- Astro + Tailwind This portfolio site; static-first, no JS framework lock-in
NOT YET SHIPPED
Honest list of stack items I haven’t shipped to production yet. Read familiarity in most cases; willing to ramp.
- React Read-only; have not shipped production React
- Node.js Read-only; can build small CLIs but not backend services at scale
- GraphQL Read familiarity only
- Postgres SQLite experience translates; not yet shipped Postgres in prod
- AWS / GCP Tutorial-level; have not run production workloads on managed cloud
- Hasura Have not used
- DevOps / CI-CD Basic GitHub Actions familiarity; not yet shipped production pipelines
- Audit / assurance domain New; willing to onboard with structured guidance