Insights/Research
Research
Rigorous methodologies and live research on Reinforcement Learning environments, multilingual model evaluation, and agentic AI
12 MIN READ
0
hiring actions the model can take. Every decision is a human one
Applied LLMs · AI governance
The Model Reads, People Decide: Engineering Verified LLM Assistance for Multilingual Hiring
We built LLM assistance into that pipeline to help recruiters make better-informed decisions and to keep applicants informed of their progress. It runs under one hard constraint: the model may read, score, quote and suggest, but it never takes a hiring action.
7 MIN READ
2B
parameters in Qwen2-VL-2B, trained with GRPO and LoRA
Computer vision · Reinforcement learning
Teaching a Small Vision Model to Look Twice: Inside Our Detection RL Gym
In our Detection RL Gym, a small 2-billion-parameter model (Qwen2-VL-2B) works through an image the way a human annotator does: it zooms in on small objects, tightens a loose box, deletes a wrong one, and submits only when it is ready.
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