Human-in-the-Loop Automation work
Human-in-the-loop automation proof across outreach queues, SEO issue triage, AI-assisted review, and operational dashboards.
Related projects
4Marketplace Triage Worker
Python worker for filtering marketplace leads before manual review.
Python, SQLite, JSONL ingestion, CLI worker, IMAP, crawler handoff, LLM triage, Telegram notifications
Shows lead-intake automation that applies deterministic filters before LLM triage and keeps handoff/notification state auditable.
Multi-Model Rewrite & Review Pipeline
LLM-assisted drafting and review pipeline that compares outputs across multiple models, uses rewrite and critique passes, and keeps final publishing under human approval.
LLMs, prompt pipelines, text normalization, rewrite passes, review queues, CSV/JSON logs, human approval workflow
Shows AI-assisted content workflow without pretending the model should publish directly.
Local AI Model Gateway
Self-hosted LLM and diffusion workflow experiments around local inference, quantized models, API wrappers, prompt pipelines, queues, and human review boundaries.
Python, FastAPI, Docker, local LLMs, Qwen-style open-weight models, GGUF/quantized inference, SDXL-style diffusion workflows, API wrappers
Shows practical AI infrastructure work: running models locally, wrapping them into usable APIs, routing jobs through queues, and keeping operator approval around external actions.
ReachLog
Single-owner outreach system for tracking targets, messages, replies, bounces, forms, follow-ups, and dedupe protection.
Next.js, TypeScript, React, Tailwind, Drizzle ORM, SQLite, IMAP/SMTP, Node workers, CSV import/export
Shows stateful workflow tooling where dedupe, mailbox state, and next actions stay auditable.