AI-FULLSTACK(1)            User Commands            AI-FULLSTACK(1)

NAME

kirsantov - AI Fullstack Engineer for venture studios and early-stage startups

SYNOPSIS

hire --role ai-fullstack --mode [embedded|contract] --focus <domain>

DESCRIPTION

I build end-to-end prototypes and early-stage AI-first products. Front-end, back-end, AI components — fast iteration cycles, shipping quick versions, validating assumptions, refining without over-engineering.

What I Do
┌─────────────────────────────────────────────────────────────────┐ │ Idea → Prototype → Validate → Iterate → Traction │ │ └── AI tools for faster development ──┘ │ └─────────────────────────────────────────────────────────────────┘
Build complete prototypes end-to-end: UI, API, database, AI features
Use AI tools extensively to speed up coding and explore solutions
Ship fast, collect feedback, refine — no over-engineering
Work with founders to define product direction and validate hypotheses
Make technical decisions independently, balancing speed and quality
How I Work
Hacker mindset

Shipping fast, simplifying aggressively, building scrappy versions first. Optimize only when needed. The goal is traction, not perfect architecture.

High uncertainty comfort

Figuring out product direction together with founders. Running experiments, testing hypotheses, making decisions with limited information.

Full ownership

Taking broad, ambiguous tasks and turning them into working solutions. No heavy guidance needed — just clear goals and feedback loops.

AI Stack
LLM Integration │ OpenAI, Anthropic, local models (Ollama) RAG / Search │ Vector DBs, embeddings, semantic search Document AI │ OCR, extraction, structured output Computer Vision │ Detection, classification, video analysis AI Dev Tools │ Claude Code, Cursor, Copilot — daily drivers
Fullstack
Frontend │ React, Next.js, TypeScript, Tailwind Backend │ Node.js, Python, FastAPI, PostgreSQL Infra │ AWS, Vercel, Docker, CI/CD Mobile │ React Native, PWA

IDEAL FIT

Venture studios running multiple parallel projects
Early-stage startups validating product-market fit
Founders who need technical co-pilot, not just hands
Teams building AI-first products from scratch
Projects where speed to market matters more than perfection

TRACK RECORD

$ project --type "ai-agent"
Built AI-powered document processing pipeline: OCR + LLM extraction + structured output. From idea to production in 3 weeks.
$ project --type "mvp-sprint"
Rapid MVP for SaaS product: auth, billing, core features, admin panel. Shipped v1 in 2 weeks, iterated to paying customers in 6 weeks.
$ project --type "rag-search"
Semantic search over 100k+ documents: embeddings, vector DB, hybrid search. 10x improvement over keyword search.

ENGAGEMENT

Embedded in your team (full-time or part-time)
Sprint-based projects with clear deliverables
Technical advisor / co-pilot role

SEE ALSO

Let's build something
Got an idea that needs a technical co-founder mindset? Let's talk.
-> contact --topic collaboration