Services

I help early-stage teams and researchers turn complex AI ideas into working systems.

🧠 Consulting for Startups & Research Teams

I help teams bring real technical depth into their AI roadmap — without the overhead of hiring full-time. My focus is on first-principles design and efficient execution, bridging foundational research and practical engineering.

What I can help with:

• System Architecture: Translating product or research goals into scalable, maintainable AI systems.
• Prototype to Production: Designing and implementing proofs of concept that evolve into robust pipelines.
• Optimization & Scaling: Guidance on distributed training, fine-tuning, and performance efficiency.
• R&D Enablement: Technical mentorship and architecture reviews for early-stage or expanding AI teams.

🔍 Research & Open Collaboration

If you’re working on optimizers, reinforcement learning for reasoning, or distributed model training, I’m open to collaborations that push boundaries. I bring a hands-on approach — combining implementation, experimentation, and interpretability.

🎤 Speaking & Education

As a PyData Global 2025 speaker and independent researcher, I occasionally take on talks, workshops, and guest sessions around:

• Distributed training & system design
• Reinforcement learning for reasoning tasks
• Understanding model architectures from first principles

If you’re not sure where your idea fits — research, consulting, or strategic advisory — reach out. We’ll figure out what makes sense together.

📧 my first name @birdofparadise.ai