developer environments — a virtual company with codebase, infrastructure, and context (tickets, docs, conversations) that forms... testers. Strong software engineers, not security specialists; Not writing code from scratch — the agent writes most of the...

AI coding agents - how well a model handles real-world developer tasks. You'll create challenging tasks and evaluation... criteria within realistic simulated environments: Build realistic developer environments - a virtual company with codebase...

Toloka AI supports frontier model post-training by building domain-specific reinforcement learning environments, tasks, and evaluation frameworks designed by real practitioners.