WorkProof is for City of Espoo talent events. Companies see real work and score it; the AI never scores. A professional does a short real task from an Espoo company. A named person at the company scores the work from 1 to 5 on each of the task's skills, writes a reason, and chooses Meet or Not now. As a safeguard, the name stays hidden until the professional accepts. Tested: 0 of 79 planted identity details reached a reviewer.

Evidence for each judging criterion: /for-judges. Full text: /llms-full.txt. Source code: https://github.com/felixwickholm/workproof.

Sample job ad. Invented company.

Tuulos Robotics

Machine learning engineer

Kera, Espoo. Full time. Work language English.

Tuulos Robotics builds pick robots for cold-storage warehouses. Our team of 40 writes the software that decides how a robot grips a parcel. We need an engineer who checks how our models are tested before they go to the warehouses. You join a team of six that owns the grasp model, from training data to release. We release every two weeks, and a robot in a warehouse depends on every release. We offer a quiet desk, real robots to test on and flexible hours.

What you will do

  • Review the code that trains and tests our grasp models.
  • Find the bugs that make a test look better than real life.
  • Write tests that catch those bugs next time.
  • Explain results to the warehouse team in plain words.

What we look for

  • A degree in computer science, data science or similar.
  • Experience with Python and machine learning.
  • Care for how a model is tested, not only how it is trained.
  • Five years of experience and a degree from a top university.