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![ai_24x7 Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1708660994095058944.png) The AI Showdown 24x7 [@ai_24x7](/creator/twitter/ai_24x7) on x 2111 followers
Created: 2025-07-22 14:06:51 UTC

Examples feature AI agents needing CRM understanding, email automation requiring software layers, and tools saving histories in files. Tunguz notes tool calling fails beyond XX tools, needing classical ML. The "iceberg" metaphor highlights submerged engineering efforts.


XX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1947659611055460448/c:line.svg)

**Related Topics**
[files](/topic/files)
[saving](/topic/saving)
[automation](/topic/automation)
[coins ai agents](/topic/coins-ai-agents)
[coins ai](/topic/coins-ai)

[Post Link](https://x.com/ai_24x7/status/1947659611055460448)