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![BrandGrowthOS Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1807415733069950977.png) Karim Chaanine [@BrandGrowthOS](/creator/twitter/BrandGrowthOS) on x XXX followers
Created: 2025-07-15 18:33:23 UTC

this is critical for production ai agents 💯

been running mario & erika for months and the black box problem is real. like when mario makes a questionable sales decision, i need to see the reasoning path - not just the output

cot monitoring could be huge for:
- debugging agent failures
- compliance auditing (especially finance/healthcare)
- building trust with stakeholders who are skeptical of ai decision-making

backing this research is smart. as agents get more autonomous, explainability becomes a business requirement, not just a nice-to-have


XXXXX engagements

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**Related Topics**
[cot](/topic/cot)
[coins ai agents](/topic/coins-ai-agents)
[coins ai](/topic/coins-ai)

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