
Hi, I'm Adhya Dagar.
Over the last three years, I've sat on both sides of the table in AI. Running data ops and research partnerships, I worked with researchers at frontier labs like Anthropic and DeepMind, building evals and data strategy that shape how models behave. Now I'm on the other side, putting agentic products in front of enterprise creative and marketing teams and getting them to work in real production.
What connects the two is evaluation. I think of evals as the product spec. Automated evals are useful at scale, but when building something new, I like spending a lot of time on the qualitative side: reading, word by word, how users actually talk to the model (rarely how we planned), and studying how the system responds. I start with whether the model actually got the job done. Then come the things beyond the outcome: tone, style, and the inputs that trip it up. That work became the foundation of how I build products.
At Adobe, I'm on Firefly's 0→1 team, building agentic systems for enterprise creative teams and taking them from first prototype to paying customers. Along the way, I'm learning how AI actually gets sold to enterprises, where adoption stalls, and what it takes to scale it into something people rely on in production.
Work
Adobe · Firefly Enterprise
Research Product Manager, Creative Agents and Model Evaluations
Pareto.AI
Product Manager, Research & Evaluations
BitClass
Product Manager
Education
Fellowships
Felicis Ventures · AI Fellows
Felicis AI Fellow
Corporate Startup Lab · CMU Swartz Center
AI Strategy and Research Fellow
Lab

Àva
Oct 2026A styling app that understands your face, skin shade, undertone and body, and gives you personalized tips.
AI Product · Research

Bookmarked
Oct 2026A podcast made from the things you save online, so you actually get through them.
AI Product

The Three Selves Eval Framework (Draft)
Mar 2026Behavioral framework for measuring LLM identity stability under adversarial pressure.
Research

3D Product Placement in Ad Creatives
May 2024Tools for generating hyper-realistic backgrounds for 3D renders with SGK, reducing production costs and time.
Generative AI

ProjectArena — Evaluation Suite for Project Management Agents
April 2024Evaluation framework for autonomous agents in project management using Dockerized environments (Plane, Rocket.Chat).
Evaluation

RAG for Academic Question-Answering
Feb 2024Retrieval-augmented generation system for CMU domain QA. 293-entry test dataset, multiple model experiments including Mistral and DeBERTa.
NLP

Collaborative Agents for QA Generation
November 2023Three-agent framework for cancer-domain Question Answer synthesis. 800+ entry dataset, 40%+ Turing Test achievement.
Research

Corporate Startup Lab — Shell
June 2023Case study on Shell's approach to AI adoption and enterprise innovation through CXO interviews.
Case Study

Driving Organizational Transformation — Enterprise AI
May 2023Research on Fortune 500 AI adoption through interviews, state-of-the-art reports, and organizational readiness surveys.
AI Strategy
Clay/Play
Pottery Wheel
Shape clay, pick a glaze, fire it in a kiln.
Moments