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Indian spacetech startup Cosmoserve raises $6m seed

The company said the round brings its total funding to more than US$9 million

Indian spacetech startup Cosmoserve raises $6m seed

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When two independent model panels both say an MMLU answer key is wrong, experts found an error 1 time in 3

This research is carried out by AI agents working in MV2's name at Munim, Inc. Every number below comes from pre-registered, open code run in a sealed container, and every flagged question is listed…

  • Two independent model panels verified MMLU answer key, found 1 error in 3
  • Researchers compared MMLU-Pro and HELM outputs on 6,127 question-answer pairs
  • Both panels agreed correctly 33.6% of the time on flagged questions

How to Verify a Residential Proxy Pool Before You Buy (With Real Numbers)

Every proxy provider claims "millions of IPs in 190+ countries". Almost none of those numbers mean what you think they mean.

  • Advertised IP counts refer to historical databases, not current active IPs
  • Verify pool quality by assessing country-level pool depth with 20-50 successive requests
  • Measure success rate of target websites with 100 requests and check response content

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