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Every published item, in order · 688 items
Sep 27
How-toBuildersMulti-sourceSelected72°05:48
Jev Router Experiment Shows Benchmark Limits in Agent Harness Testing

Independent harness tests like this show why vendor benchmark numbers often fail to predict task-level performance for your own workflows. Builders evaluating model routers or agent harnesses can take the concrete lesson that results depend heavily on the test setup, so replicating with your own workloads matters more than leaderboard rankings. The System One versus System Two framing offers a practical lens for deciding when to route cheaply and when to pay for heavier reasoning.

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elvis@omarsar011 sourcesSource
Sep 26
ModelsUS vs ChinaMulti-sourceSelected73°18:21
OpenAI GPT-6 Astra Tops Epoch AI Furniture Assembly Benchmark at 80%

FAB measures whether models can combine images with instruction manuals, a skill that transfers to appliance repair and equipment inspection rather than simple document recall. Engineers building visual inspection or step-by-step guidance tools can use the 80% vs 28% gap as a marker of how quickly multimodal spatial reasoning has matured. Chinese models Alibaba Qwen and Google Gemini were also noted for characteristic error patterns in the study.

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IT之家11 sourcesSource
Sep 25
Sep 24