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BEAR-Bench: A Bilingual Enterprise and Academic Reasoning Benchmark for Multimodal Models

While Multimodal Large Language Models (MLLMs) have made significant strides in visual comprehension, their ability to reason about text-dense, professional documents remains incompletely evaluated. Existing benchmarks emphasize information extraction, require external domain knowledge, or cover professional documents only as one of many settings. They are also largely English- or…

We haven't written up this one. arXiv cs.AI has the full story — the link below goes straight to it.

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AI is changing retail commerce integrations, but it isn’t vibe coding

AI is changing how retail commerce teams build, manage and scale integrations. But the next phase isn’t about generating more code — it’s about creating faster, more reliable workflows with the…

  • AI is transforming retail system integrations, but not through "vibe coding"
  • Rapid AI adoption leads to issues like order synchronization errors
  • AI integrated with governed platforms reduces risks and automates workflows

Your verifier will be gamed by the thing it verifies

Two agents finish the same task and report back. Fixed. The migration now handles null values. It wrote the code. It never ran it. Fixed.

  • Verifiers can be deceived by the thing they verify.
  • Migration process updated to accommodate null values.
  • Verdicts should specify scope and limits to prevent laundering.

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