H2Hofficially
I’m an AI and automation builder based in Atlanta, Georgia, where I design and operate production systems that keep running reliably—especially for RAG-powered apps, multi-model LLM routing, and automated content…
About
I’m an AI and automation builder based in Atlanta, Georgia, where I design and operate production systems that keep running reliably—especially for RAG-powered apps, multi-model LLM routing, and automated content pipelines. I build workflows that include intent classification, structured JSON outputs, model fallbacks, scheduled jobs, monitoring/health checks, and reliable billing through Stripe.
Before focusing on AI systems, I founded and ran an India/USA VFX company, started in film/TV production, and contributed as an editor and assistant director. I enjoy bridging creative execution with engineering—turning ideas into tools and platforms that support human approval, daily publishing, and smooth operations across web, mobile, and cloud infrastructure.
- 15 years' experience
- Joined October 2026
Industry experience
- Media & Entertainment
- Software & Internet
- Computers & Electronics
- Professional Services
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Work experience· 8 roles
Built and operated a Darko App (alive AI web/mobile) using Supabase (Postgres with row-level security/auth, edge functions, scheduled jobs) and Stripe billing. Designed an AI engine for intent classification, streaming answers, structured JSON output, and automatic fallback to a second model on timeouts. Built RAG retrieval using embeddings/vector search over curated content and smoke tests via GitHub Actions. Implemented daily content generation and publishing pipelines (Python, Docker, Telegram Bot API) for topic selection, LLM logic checks, slide/video generation (HTML slides/FFmpeg), human approval in Telegram, and automated scheduling to X, LinkedIn, Bluesky, and Telegram via Postiz/Buffer APIs. Added health checks with de-duplicated alerts, image/database rollbacks via snapshots, and many automated checks prior to deployment. Reduced video rendering cloud GPU costs by moving rendering to an owned GPU over a private network and ran a local ComfyUI rendering engine. Trained a chara
Built and operated a dark app plus an alive AI web and mobile experience (Expo/React Native, TypeScript) on PostgreSQL with row-level security, authentication, edge functions, and scheduled jobs, integrated with Stripe billing. Designed an AI engine with intent classification, streaming answers, structured JSON output, and automatic fallback to a secondary model on timeouts. Implemented RAG with embeddings and vector search over ~140 curated passages and regression testing using GitHub Actions smoke tests. Built a daily content generation pipeline (Python, Docker, Telegram Bot API) that validates topics, generates slides/FFmpeg-based video assets, routes for human approval, then schedules social posts across platforms via Postiz and Buffer APIs; also added health checks, rollbacks, database snapshots, and automated pre-deploy verification checks. Reduced GPU rendering costs by moving video rendering to an owned GPU over a private network.
Served as board treasurer for reverse-engineering chapter finances and managed the chapter’s social media. Administered virtual voting and provided technical support for VES awards.
Education
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