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Assessing your cultural and operational fit
Founding AI Engineer with 4+ years in Machine Learning, Voice AI, and Full-stack Development.
ML and full-stack engineer, technical co-founder of a clinical AI company. I've run a clinical decision-support system and a medical dictation tool in real production at Armenia's largest private hospitals, scaled the company to a six-figure ARR. Focused on on-device / edge voice AI inference, RAG, fine-tuning, and LLM routing for clinical and resource-constrained settings. Awarded 2nd place + Technical Depth at YC × Cactus × DeepMind Voice Agents Hackathon.
Synopsys Armenia Educational Department
Software Engineering, EDA
August 1, 2022 – June 30, 2024
42 School
Computer Science
August 1, 2021 – June 30, 2024
National Polytechnic University of Armenia
BSc · Software Engineering
August 1, 2020 – June 30, 2024
Doccy
Co-founder
January 1, 2023 – Present
Yerevan, Yerevan Province, Armenia
Spectre
ML engineer
January 1, 2022 – December 31, 2022
India
Voice AI Co-pilot
January 1, 2026 – June 1, 2026
Real-time, on-device clinical voice assistant built on Gemma with a novel 6-layer hybrid routing architecture for low-latency, privacy-preserving inference. Built on-site at YC HQ.
View ProjectMedical dictation Doccy
January 1, 2023 – June 1, 2026
Built and deployed an on-device ASR system for a low-resource language, <100ms latency.
HTTP Server project at 42
January 1, 2021 – December 31, 2024
A fully functional HTTP/1.1 web server implemented in C++98, using non-blocking I/O
View Project2nd place + Technical Depth award, Y Combinator × Cactus × DeepMind Voice Agents Hackathon (YC HQ)
Y Combinator × Cactus × DeepMind Voice Agents Hackathon
June 1, 2026 – Present
Synopsys 2023 GIRLS GO Engineering winner
Synopsys
January 1, 2023 – Present
TumoLabs 2023 Incubation program winner
TumoLabs
January 1, 2023 – Present
Cultural Fit Analysis
The candidate exhibits a strong cultural fit for a founding AI engineer role, particularly in a startup environment. Their entrepreneurial background, demonstrated by co-founding a company and scaling it to six-figure ARR, aligns perfectly with the initiative and drive required. The diversity of projects, from medical AI to autonomous drone systems and a low-level HTTP server, showcases a broad technical curiosity and ability to tackle varied challenges. Participation in hackathons and incubation programs further indicates a proactive, innovative, and growth-oriented mindset. The focus on 'on-device / edge AI inference' and 'resource-constrained deployment' aligns with practical, impactful engineering.
Soft Skills & Operational Fit
The candidate demonstrates strong leadership, initiative, and a results-oriented mindset through their co-founder role and successful product deployments. Their ability to manage B2B sales, account strategy, and ROI analytics indicates a comprehensive understanding of business operations. The experience in resource-constrained environments and building systems from scratch suggests adaptability and resilience, crucial for a founding role. Collaboration is implied through team leadership and partnership integration.