Good morning, Two Minute Warriors.

Trust in AI keeps dropping. AI automation keeps climbing. Cognitive dissonance, meet corporate roadmap: companies are pushing deeper into AI integration anyway. Red teaming with AI is still heating up. Plus: automate your meetings with Two Minutes AI (might as well, YOU'RE GETTING AUTOMATED SOON ANYWAY).

Plus: AI advice makes people wrong but confident, and a 2-minute agenda fix.

⏱ The 10-Second Version

  • 50% of enterprises deployed AI that passed internal tests but failed customers; and two-thirds are pushing toward full automation anyway.
  • AI advice made people 3x less accurate but 2x more confident in wrong answers, per new research.
  • Your Monday win: turn a raw meeting request into a tight agenda before anyone notices you’re multitasking.

The Big Thing

Enterprises are shipping AI agents they don’t trust

What happened

Across 157 enterprises, half deployed AI that passed internal evaluations but caused customer-facing failures, per VentureBeat. Only 5% fully trust automated evaluations today, yet two-thirds are already moving toward fully automated deployments.

Why you care

If your team leans on AI agents, this gap means production incidents are likelier than your tests predict and the industry isn’t slowing down to fix it.

What to say in your next meeting

“A passing eval doesn’t mean a working agent, half of enterprises shipped AI that looked good internally but failed customers.”

Speed Round

Enterprises are buying AI infrastructure faster than they can measure it: 83% report GPU utilization under 50%, and only 44% can track compute spend.
Read the full story at VentureBeat →

People given AI advice were 3x likelier to pick wrong answers — and 2x more confident in them, per a new study.
Read the full story at The Next Web →

54% of enterprises have already had an AI agent security incident — yet most still let agents share credentials.
Read the full story at VentureBeat →

AgentRedBench brings dynamic redteaming to LLM agents on SaaS integrations — attack success rates run 32–81% across models.
Read the research →

Prompt of the Day

The Decision-Meeting Extractor

“From this meeting transcript, extract: 1) decisions made (with owners and deadlines), 2) open questions needing follow-up, 3) action items (who + what). Skip everything else. Transcript: [PASTE]”

Why it works: Meetings produce three things worth keeping; this strips out the discussion around them.

Time saved: 20 min of note-review → 45 seconds.

Two Minutes AI does this automatically for any meeting PDF you drop in.

What did AI save you this week? Hit reply and the best one gets featured.

— Don