Available for select advisory engagements

Turning complex AI into reliable products

I bridge cutting‑edge AI research with high‑scale production systems. From LLMs to computer vision and voice, I partner with teams to design, evaluate, and ship AI that is correct, safe, and intuitive.

10+ years
AI, product & engineering
Director of AI
Certora, formal‑verification AI
Ex‑Mobileye
ML for autonomous driving

How I help teams

  • AI product strategy and roadmapping
  • Design of LLM‑powered and agentic systems
  • Evaluation, safety and reliability frameworks
  • Scaling research into production platforms

About

Bridge‑builder between research, product, and production AI.

Over more than a decade across startups and global companies, I’ve led teams building AI systems in computer vision, conversational AI, and generative models. My focus is on making advanced AI systems behave predictably in the messy constraints of real products: latency, cost, safety, compliance, and user trust.

I enjoy working with founders, product leaders, and technical teams who care about both rigor and velocity—turning ambiguous problems into clear system designs and measurable outcomes.

Recent focus areas

  • AI‑assisted formal verification for Web3 and high‑stakes systems
  • End‑to‑end conversational AI platforms (LLM, STT, TTS, tooling)
  • Evaluation harnesses and data‑centric iteration pipelines
  • Scaling teams and processes around AI products

Selected Experience

A track record from early prototypes to production platforms.

Director of AI & Product

Certora 2025 – Present

  • Leading AI systems that automatically detect, prove, and prevent bugs through AI‑driven workflows, formal verification, and smart data‑centric integrations.
  • Owning the full lifecycle from problem discovery through system design, evaluation, and deployment.

Head of Technology & Lead Conversational / Gen AI

UG Labs 2022 – 2025

  • Reduced operational costs by 90% via system redesign and automation.
  • Scaled research and data teams from early stage to production.
  • Architected the generative AI stack, including LLM fine‑tuning, data pipelines, and low‑latency chat systems—shipping production models across LLMs, STT, TTS, and generative vision.
  • Built and iterated the first company POC into the flagship MVP.

Machine Learning Researcher & Engineer

Mobileye 2017 – 2022

  • Designed enhancements for pixel‑level semantic and instance segmentation models used in autonomous driving.
  • Developed real‑time embedded computer‑vision algorithms and big‑data solutions for ML evaluation at scale.

Founder & CEO (Volunteer)

VoiceUp 2020 – 2021

  • Led a 45‑person multidisciplinary volunteer team across research, medicine, engineering, product, and PR.
  • Secured IRB approvals and launched web and mobile platforms collecting thousands of clinical samples.

Advisory & Collaboration

Ways we can work together.

AI Product Strategy

Clarify where AI truly moves the needle in your product, and design a roadmap that balances ambition with feasibility, risk, and time‑to‑value.

  • Problem discovery
  • Roadmapping
  • Stakeholder alignment

System & Architecture Reviews

Review or co‑design the architecture of LLM‑powered and multi‑modal systems, from data pipelines and evaluation to safety, observability, and scaling.

  • LLM & agentic systems
  • Evaluation harnesses
  • Reliability & safety

Hands‑on Prototyping

Move from slideware to working prototypes: low‑latency chat experiences, AI copilots, or model‑driven products that your team can iterate on.

  • Rapid POCs
  • Productionization
  • Cost & performance

Team Mentorship & Org Design

Help technical and product leaders set up the right structures for AI work: roles, processes, and culture that sustain velocity without sacrificing rigor.

  • Org design
  • Mentorship
  • Best practices

Expertise

From research prototypes to production platforms.

Leadership & Product

Team leadership, mentoring, and cross‑functional collaboration across engineering, research, and business.

Team leadership Stakeholder management Roadmapping Scrum & execution Product discovery

Machine Learning

Broad experience across conversational AI, LLMs, computer vision, and audio models.

LLMs (GPT, Claude, Gemini, Llama) Prompt & system design Fine‑tuning & LoRA Conversational AI Segmentation & detection ASR / TTS / VAD Evaluation & metrics

Engineering

Hands‑on with modern AI tooling and infrastructure at scale.

Python C++ JavaScript Solidity & Web3 FastAPI Docker GCP / AWS / Azure LangChain CI/CD Linux

Contact

Tell me about your team, product, and where AI fits.

Direct contact

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