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THURSDAY, 10 SEPTEMBER 20261,682 channels on the wireFree edition

AI & Tools desk — breakout report

LLM & AI Agent Benchmarks vs Reality: Why AI Applications Break

IBM Technology's upload has reached 30.5K views — about 4.6× the ≈6.7K this channel typically draws at the same age.

Key facts

  • •4.6x IBM Technology's own 90-day median — this channel normally draws about 6.7K views at the same age.
  • •30.5K views so far, published 14 days ago.
  • •Category: Education · Language: en · Quality: HD · Captions: yes
  • •"Breakout" is measured against this exact channel's trailing 90-day median at matching video age — not a generic niche average.

Updated 2026-08-27 17:10 UTC

Video thumbnail: LLM & AI Agent Benchmarks vs Reality: Why AI Applications Break
Watch on YouTube ↗ · IBM Technology · 1.8M subscribers

View trajectory

Views this upload has gathered since it published, last measured about 168h in — from our own tracking.

0h 7d after publish 30.5K views

Published Aug 27, 2026 · 14 days ago. How breakouts are measured →

From the creator

Learn more about LLM Benchmarks here → https://ibm.biz/~e64ktvs52 Your AI model scored high, but does it actually work? Cedric Clyburn explains why LLM benchmarks don’t reflect real-world performance in AI applications and agents. Learn how to evaluate accuracy, latency, and cost to build reliable AI systems at scale.…

Category: Education · Language: en · Quality: HD · Captions: yes

Topics: Knowledge · Technology

Tags: IBM, IBM Cloud

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