Research & Insights collects standalone research and analysis pieces — technical projects, market trend write-ups, and methodology notes — that aren't tied to a specific deal. For deal notes and startup evaluation work, see Investment Analysis.
Published in Vento VC x Innovis VC, 2025
A project writeup on the Agentic AI Landscape Study, a Vento VC x Innovis VC collaboration structurally mapping 6,700+ agentic AI startups by orchestration architecture, memory systems, and tool-use patterns.
Recommended citation: Vento VC & Innovis VC (2025). Agentic AI Landscape Study.
Published in Self-Study Project, 2025
Recommended citation: Mkhitaryan, D. (2025). LLM Fine-Tuning with LoRA: Efficient Parameter-Efficient Training for Domain Adaptation. Self-Study Project.
Published in Innovis VC Research, 2024
Recommended citation: Mkhitaryan, D. (2024). Python-Based Startup Evaluation Framework: Data-Driven Analysis for Venture Capital. Innovis VC Research.
Published in Google Hackathon - Jury Prize Winner, 2024
Recommended citation: Mkhitaryan, D. (2024). AI-Enhanced Visualization: Multimodal RAG System for Text-Image Data Integration. Google Hackathon, Jury Prize Winner.
Published in MotionLab Berlin IoT Bootcamp, 2023
Recommended citation: Mkhitaryan, D. (2023). Computer Vision-Based Motion Detection System for IoT Applications. MotionLab Berlin IoT Bootcamp Program.