AI & ML consulting for teams building at scale.
7+ years shipping AI infrastructure at Google, Amazon, and high-growth startups. From GenAI strategy to production LLMOps — I help engineering teams solve hard problems faster. Advisory, embedded, or project-based engagements.
What I help with.
GenAI Architecture & Adoption
End-to-end guidance on adopting LLMs, RAG pipelines, and agentic workflows. Technical architecture reviews and build-vs-buy analysis for teams moving from prototype to production.
LLMOps & ML Infrastructure
Production-grade ML platforms: prompt versioning, evaluation frameworks, model serving, and continuous fine-tuning pipelines. Hardened patterns drawn from Google's own internal stack.
Synthetic Data & RLHF
High-fidelity data generation pipelines for instruction tuning and alignment. Gemini-powered workflows for SFT and RLHF — the same techniques I work with daily on production training pipelines.
Data Platform & Pipelines
Scalable data ingestion and real-time event streaming, data lake design, and warehouse architecture. Battle-tested patterns from building systems processing 10B+ events/day.
Technical Due Diligence
AI/ML technical assessments for investors and acquirers. Architecture reviews, risk analysis, team and codebase health, and competitive benchmarking with clear written deliverables.
Talks & Workshops
Keynotes, technical talks, and hands-on workshops on GenAI, swarm intelligence, and building AI at scale. Previous venues include IDSIA (Switzerland) and the University of New Brunswick.
Three ways to work together.
Advisory Call
Focused deep-dive into your architecture, roadmap, or a specific technical problem. Includes a follow-up written summary with actionable recommendations.
Embedded Advisor
Weekly sessions plus async access for architecture reviews, code reviews, and hands-on prototyping. Deep integration with your team's existing workflow and tools.
Project Sprint
End-to-end delivery for a bounded problem — architecture, implementation, documentation, and knowledge transfer to your team. Fixed scope, fixed timeline, fixed price.
How we work together.
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Discovery Call 30 min · free
Quick introduction and overview of your current challenge or goal. High-level assessment and initial thoughts on approach. Determine if there's a mutual fit for a deeper engagement.
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Proposal & Scoping within 48 hrs
Written proposal with objectives, deliverables, and milestones. Pricing options — fixed scope, hourly, or monthly retainer. Revision cycle until we both feel confident in the plan.
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Execute & Deliver duration varies
Regular check-ins via your existing tools (Slack, GitHub, Jira, Linear). Iterative delivery with weekly demos and progress reports. Code reviews, pair programming, and architecture guidance as needed.
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Handoff & Support +2 weeks
Full documentation, runbooks, and architecture decision records. Team walkthroughs and Q&A sessions on the delivered work. Two weeks of post-engagement support included at no additional cost.