Technical advisory opportunity

We are seeking a core technical advisor to challenge our evaluation methods, identify weak assumptions and improve the usefulness of computer vision QA reports.
What we are building
Autophag AI helps teams evaluate supported computer vision models using local checkpoints and labeled data. Our connected-worker workflow evaluates image detection under clean, blur, brightness and JPEG conditions, with measured results and candidate comparisons.
Experimental local adapters extend evaluation to supported gigapixel and whole-slide detection, video detection, semantic segmentation and image classification. The workspace records compact, customer-reported summaries from verified local evidence bundles.
Where your expertise can help
Evaluation quality
Review metric definitions, detection limits, class coverage, label alignment and the interpretation of quality gates.
Gigapixel and whole-slide inputs
Challenge tile geometry, pyramid-level comparisons, boundary diagnostics and assumptions in pathology-oriented evaluation.
Video and temporal evidence
Assess frame sampling, presentation timestamps and object detection continuity without confusing these with tracker identity accuracy.
Reproducible local execution
Review checkpoint contracts, preprocessing, resource limits, evidence fingerprints and repeatable package installation.
We welcome researchers and practitioners who can explain where a method breaks, suggest meaningful validation cases and help turn technical findings into clear engineering decisions.
Proposed advisory arrangement
This is a proposed equity-compensated advisory opportunity, not a salaried employment opening. Final terms would be documented in a mutually agreed advisory arrangement.
Proposed equity allocation
0.10%-0.50% for a core technical advisor
Vesting schedule
Two-year linear vesting
Cliff
Three months
Meeting cadence
One 45-minute technical advisory meeting per quarter
Start with a short conversation.
Join a 15-minute introduction to see the current workflows and share your initial critique. Include your relevant experience, technical interests and a link to your professional profile or work.
Discuss the advisory opportunity
careers@autophag.com

Work arrangement
Yes