Founding AI Research Lead - Agentic AI Lab

Fabrion, Inc

$180K — $220K *
Information Technology
Less than 5 years of experience
Job Overview by Ladders

Qualifications

  • 5-7 years of hands-on experience with AI model training and evaluation
  • Strong expertise in sequence models and related learning methods
  • Demonstrated success in translating research into product applications
  • PhD in machine learning or equivalent research credentials
  • Familiarity with PyTorch and the Hugging Face ecosystem

Responsibilities

  • Own the research agenda including model design and evaluation protocols
  • Transition models from benchmark results to customer shadow deployments
  • Establish rigorous benchmark discipline with strong baselines
  • Lead and mentor a small research and engineering team
  • Compose internal technical plans and external publications based on results

Benefits

  • Opportunity to influence cutting-edge enterprise AI infrastructure
  • Full ownership of research outcomes with public benchmarking
  • Access to dedicated compute resources and production data from design partners
  • Support from a collaborative team including founders and platform engineers
  • A chance to turn engineers into skilled researchers through mentoring
Full Job Description
Founding AI Research Lead - Agentic AI Lab

San Francisco Bay Area | Full time

About the Role

Fabrion is designing the future of enterprise AI infrastructure, grounded in agents, knowledge graphs, and multi-tenant governance. We are working on research inside the Agentic AI Lab to train and evaluate specialized models for mission-critical enterprise work.

The direction is specific and ambitious. We share the full thesis under NDA during the interview process. What we can say here: the program has committed design partners with production data access, dedicated compute, a benchmark-first plan with clear go and no-go gates, and a platform team that has already built the governance and serving layer your models will run behind.

This is full-cycle research: problem formulation, data, training, evaluation, and deployment, with your name on the results.

Core Responsibilities
  • Own the research agenda: model and training design, evaluation protocol, and the publication plan
  • Take models from public benchmark results to live customer shadow deployments, with gates you define and defend
  • Set the benchmark discipline: strong baselines first, published comparables cited, results that survive scrutiny
  • Lead and grow a small team (ML engineer, data engineer, contractors) and pair closely with the founders and platform team
  • Write technical plans internally and papers externally when results warrant it

Desired Experience
  • Hands-on experience training sequence models, owning the tokenizer, the training loop, and the evaluation, not only fine-tuning through APIs
  • Strong background in at least two of: reinforcement learning (especially offline and imitation settings), sequence decision modeling, structured or constrained generation, learning from event and log data
  • A track record of shipping research into a product or landing a rigorous benchmark result
  • PhD in machine learning or a closely related field, or an equivalent research record
  • Preferred Tech Stack
  • PyTorch, the Hugging Face ecosystem, experiment tracking and reproducible training pipelines, modern cloud data warehouses, evaluation harness engineering

Soft Skills & Mindset
  • Comfortable as the most senior researcher in the room: setting direction under ambiguity and writing decisions down
  • Rigor over hype: you distrust your own results until the baselines agree
  • A teacher's instinct: part of this role is turning strong engineers into researchers

Why This Role Matters

We believe specialized models built on governed enterprise data can run real, multi-billion-dollar workflows. Your work will not be buried in research reports. It will be benchmarked in public, deployed to real customers, and activated by hundreds of thousands of decisions.

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