Mentoring, Consulting & Coaching
I mentor engineers and consult for teams building computer vision and edge AI systems that have to survive production — from camera calibration and image processing to CUDA kernels, model optimization and on-device LLMs.
12+ years in the field · 21 publications · 3 patents.
What I do
- One-on-one mentoring & tutoring — your pace, your code, your problem, from CV fundamentals to edge deployment
- Group workshops — one topic worked through together, with hands-on exercises
- Project-based coaching — architecture, milestones and debugging while you build
- Code review — a read of your implementation, with concrete suggestions
- Career guidance — mentorship for computer vision careers and research
- Consulting & engineering — when the system has to ship: real-time vision, GPU acceleration, model optimization, on-device LLMs
The resources
- 12+ Years of CV Debugging Lessons — lessons from 12+ years of building and debugging computer vision systems in production.
- Tips and tricks to run a local model for Hermes Agent on your laptop — budgeting a 32k context between instructions, references and the answer, and a yes/no filter that picks the chunks before the main model sees them.
- CV Coaching & Teaching Roadmap — the curriculum I teach, from image formation to multi-camera systems.
- OpenCV 5 Cheat Sheet (PDF) — the functions that come up in every session, on one page.
- Computer Vision Coaching Roadmap (PDF) — the same learning path as a printable sheet.
Getting started
Tell me what you are building and where it is stuck. Email info@pirahansiah.com or reach me on LinkedIn.

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