aiqbench analysis

This article is primarily about AI: an enterprise platform extending an AI agent that builds other AI agents and retrains the underlying models using evaluation, DPO, SFT and GRPO-based reinforcement learning. The most relevant detail for practitioners is the shift from prompt and harness tuning toward updating model weights from production failures and user preferences, though the claims of reliability gains are the vendor's own and have not been independently verified. Readers evaluating agent infrastructure should watch for how well the Bring Your Own Harness integration and the feedback loop from production data perform outside demos.