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Your AI dashboard shows 4,000 active users. Then the CFO asks what the license bought, and the room goes quiet. Logins prove attendance. Here’s a 4-step way for campus IT leaders to measure what staff can do with AI. Link in the comments. #HigherEdIT #AIinHigherEd

One audit of #OpenClaw's skill library flagged 341 of 2,857 skills as malicious. @JohnMunsell told @DebraChantry on Better Business Better Life why an employee testing agents at home can put your network at risk. Full episode in comments.

Most companies think #AIgovernance means tool access plus a policy document. @JohnMunsell told @DebraChantry on Better Business Better Life why that's lip service, and why governance should never rest on one person. Full episode in replies.

A leadership team wants a level 8 AI application. Its people are working at level 3 or below. @JohnMunsell told @DebraChantry on Better Business Better Life why hiring a vendor to close that distance usually backfires. Full episode in comments.

Teaching themselves, employees take about 19 to 24 months to reach level 6 AI proficiency. @JohnMunsell told @DebraChantry on Better Business Better Life that training can cut that to 2 to 8 weeks, and why it changes which projects you build. Full episode in replies. #AITraining

Most university AI councils spend year one approving software. Meanwhile, nobody’s settling grading rules, student data limits, or integrity policy. 4 seats on your #AICouncil can fix that. Find out who should fill them. Link in the replies 👇 #HigherEd #AIGovernance

A professor is about to paste a class roster into an AI tool your IT team has never reviewed. Before any #AITool enters a course, campus IT leaders should ask 6 questions about student data, LMS fit, and faculty training. Link in the replies. #HigherEd #EdTech

A furniture CEO took his go or no go decision on 350 page RFPs from 3 to 6 hours down to 20 minutes. @JohnMunsell told @DebraChantry on Better Business Better Life what happened to the time it takes his team to write the full response. Full episode in comments. ​ #AIStrategy

Most campuses built a place for faculty to share #AIprompts. Few faculty use it. Most of the fix is design: seed it with prompts that already work, put it inside the LMS, sort it by teaching task, and credit contributors by name. Link in the comments. #HigherEd #AIinEducation

100 employees saving 10 hours a week with #AI adds up to 52,000 hours a year. @JohnMunsell told @DebraChantry on Better Business Better Life that you have three choices for that time, and cutting staff is only one of them. Full episode in comments.