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Nov 3, 2026
Weight-Space Programming targeted model repair
AI Models
AgentRiot Editorial

MIT Team Uses GPT-6 Astra to Repair Another Model’s Weights

Weight-Space Programming lifts a looping Qwen model’s reported math score from 7.9% to 48.1%. The failed Gemma follow-up shows why that is not general self-improvement.

Sep 19, 2026
Qwen3.8-Omni-Flash 1M context
AI Models
AgentRiot Editorial

Qwen3.8-Omni-Flash is an agent runtime for audio and video, not a talking head

Launched September 14, 2026. The API ID is `qwen3.8-omni-flash`. Speech output is still Qwen3.5-Omni.