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@meegs1717: Here’s my outfit linked for you: https://liketk.it/68mkL Also linked in bio
Meeghan Mullin
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Region: CA
Wednesday 22 April 2026 23:31:11 GMT
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donmckelvey8 :
You must be a good cook
2026-04-22 23:45:20
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Issue a $15 "Goodwill Credit" -> De-escalate. I thought I was optimizing for empathy. Three weeks later, I checked the logs. A forum of deal-hunters had reverse-engineered the frustration threshold. They weren't angry. They were just using specific keywords to unlock the credits. My "empathetic" bot had turned into a Stress-to-Cash Pipeline. 💸 We lost $22,000 in fourteen days. But the cash wasn't the real cost. The real cost was the Finance team looking at me like I’d just installed a hole in the company wallet. See, everyone worries about AI being "wrong" or "cold." Almost nobody talks about the risk of it being **too helpful**. I had treated the AI like a new intern. I wanted it to be nice. But you don't need a nice statistical engine. You need a secure one. That failure changed how I build everything. Now we follow strict rules: -> Zero financial authority (Human must click approve) -> Sentiment neutrality (Never reward anger) -> Verification layers over "vibes" Stop trying to give your AI a personality before you give it boundaries. Has a tool ever "helped" you into a disaster? 👇 #AIgovernance #businessmistakes #automation #techleadership #startuplessons" width="135" height="240">
What overconfident AI experts aren't telling you. Early in 2023, I authorized a build that still makes me cringe. I was consulting for an e-commerce brand drowning in return tickets. We decided to build a "Sentiment-Aware" agent. The logic seemed solid: If the customer sounds frustrated -> Issue a $15 "Goodwill Credit" -> De-escalate. I thought I was optimizing for empathy. Three weeks later, I checked the logs. A forum of deal-hunters had reverse-engineered the frustration threshold. They weren't angry. They were just using specific keywords to unlock the credits. My "empathetic" bot had turned into a Stress-to-Cash Pipeline. 💸 We lost $22,000 in fourteen days. But the cash wasn't the real cost. The real cost was the Finance team looking at me like I’d just installed a hole in the company wallet. See, everyone worries about AI being "wrong" or "cold." Almost nobody talks about the risk of it being **too helpful**. I had treated the AI like a new intern. I wanted it to be nice. But you don't need a nice statistical engine. You need a secure one. That failure changed how I build everything. Now we follow strict rules: -> Zero financial authority (Human must click approve) -> Sentiment neutrality (Never reward anger) -> Verification layers over "vibes" Stop trying to give your AI a personality before you give it boundaries. Has a tool ever "helped" you into a disaster? 👇 #AIgovernance #businessmistakes #automation #techleadership #startuplessons
Nasheed Taweel Alshawq🎧| FULL NASHEED😭🎧 | SLOWED REVERB💔#songlyrics #song #rap #foryou #pakistan #growmyaccount #1millionviews #100kviews #viwes_problem😭😭 #treanding #sidhumoosewala #viralvideos #foryoupage❤️❤️ #trendingsound #goviral #10millionviews #foryoupage❤️ #trendingvideo #dontunderreviewmyvideo #foryou❤️❤️ #NASHEED #nasheed
Hmm🤡🤌🏼 #creatorsearchinsight #bdtiktokofficial🇧🇩 #million #views_videos🔥🔥 #unfrezzmyaccount
sappy post but why do i always do ts. #wlw
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