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McSpace/README.md

Hi, I'm Andrey Vilchinsky 👋

AI-first Software Engineer & Product Innovator
Voice · Agents · LLM · RAG · Cloud · AI Systems

I build production-grade AI systems at the intersection of
LLMs, voice interfaces, autonomous agents, and real-world products.

Over the last 10+ years I’ve launched and scaled platforms from zero → millions of users,
served as CTO / Head of R&D, and now focus on AI-native products where intelligence is core, not an add-on.

📍 Amsterdam, NL
🔗 LinkedIn · 💻 GitHub


🧠 What I Focus On

  • AI Agents & Tool-Using Systems
    Multi-step reasoning, ReAct-style agents, human-in-the-loop workflows, evaluation & safety

  • Voice AI & Real-Time Interaction
    Voice assistants, WebRTC, LiveKit Agents, STT / TTS pipelines, low-latency conversational UX

  • LLMs in Production
    Claude, GPT, Gemini · prompt design · structured outputs · codegen · monitoring

  • RAG & GraphRAG
    Knowledge grounding, embeddings, vector + graph retrieval, long-context systems

  • AI Product Engineering
    Turning ambiguous AI capabilities into shippable, valuable products


🚀 Selected Open-Source & Pet Projects

🧠 AIWorlds

Interactive Real-time Voice AI Story Worlds with Agents & Memory

AIWorlds – real-time voice AI agents with memory

A narrative platform where AI agents act as autonomous characters with memory, goals, and evolving world state.
Focuses on long-running simulations, voice interaction, and non-anthropocentric AI behavior.

Tech:
Agents · GraphRAG · Story APIs · Image generation · LiveKit Agents · WebRTC · STT / TTS · Python · FastAPI · Next.js

🔗 https://github.com/McSpace/lk-agent
🔗 https://aiworlds.online


📞 TryToSellMe

AI Voice Lead Qualification Demo

TryToSellMe – AI Voice Lead Qualification Demo

Voice AI agent that qualifies inbound leads using
DISC / Big Five personality models, adapts conversation strategy,
and prepares structured context for human handoff.

🔗 https://trytosellme.com


🩺 Health Meter

Personal Health Tracking & Analytics PWA

Health Meter – personal health tracking PWA

A lightweight health-tracking web app focused on metrics, trends, and habit visibility.
Built as an experiment in clean UX, offline-first PWA design, and data-driven personal health insights.

Tech:
PWA · React · TypeScript · Service Workers · Charts · API-first backend

🔗 https://github.com/McSpace/meter-pwa
🔗 http://meter-pwa-production.up.railway.app/


📝 Upmeetup

AI Meeting Summaries & Context Extraction

Automatically turns meetings into structured summaries, decisions, and action items.

🔗 https://upmeetup.com


🏗️ Background Highlights

  • Voyagu — Head of TravelTech & R&D
    Built AI-assisted travel systems and lead-qualification agents for complex booking flows

  • BrandLink — CTO
    Scaled a cloud-native platform to 2M+ MAU, processing tens of thousands of OCR scans daily

  • ofd.ru — CTO
    Built a real-time data platform handling 200K+ devices and high-throughput event streams

  • VisaToHome — CTO & Co-founder
    AI-powered visa processing from document photos, scaled to multi-million monthly revenue

  • anywayanyday.com — CTO
    Built and scaled one of the largest online travel platforms in Eastern Europe
    ($386M annual turnover, Tiger Global investment)


🛠️ Tech Stack

Languages & Data
Python · TypeScript · JavaScript · C# · SQL · PostgreSQL · Redis · Cassandra · Kafka

AI & ML
LLMs · Agents · RAG · GraphRAG · OCR · OpenCV · Embeddings · STT · TTS

Platforms
AWS · GCP · Docker · Kubernetes · Event-driven systems · CI/CD

Frontend & UX
React · Next.js · WebRTC · PWA · Mobile-first design


🤝 Open To

  • AI-first product teams
  • Agentic systems & voice interfaces
  • Early-stage startups & R&D-heavy roles
  • Technical leadership or hands-on senior IC work

If you’re building something ambitious with AI at the core — let’s talk.

Popular repositories Loading

  1. lk-agent lk-agent Public

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  2. meter-pwa meter-pwa Public

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  3. spatialreal_livekit_test spatialreal_livekit_test Public

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  4. Tutorial Tutorial Public

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  6. helm helm Public

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