AIAcademy realm

Work And Organizations

Teams, managers, workflows, jobs, enterprise adoption, and organizational change.

24 chapters · 90 lessons · 62 structured sources. Source types include research paper, field experiment, working paper, institutional economic report.

9 direct Practice Lab projects use Prompt routine, Project spec, Evaluation sheet, Verification checklist, Disclosure playbook, Incident response note, Compute budget note.

Learner pathways

• I need AI for work

Practice

• Turn a meeting into a reviewed memo · Prompt routine · 25 minutes
• Spec a tiny retrieval helper · Project spec · 30 minutes
• Write a red-team card for one AI use case · Evaluation sheet · 30 minutes
• Build a team AI use-case scorecard · Evaluation sheet · 30 minutes
• Prototype an agent handoff checklist · Verification checklist · 30 minutes
• Draft a team AI disclosure playbook · Disclosure playbook · 30 minutes
• Design an agent evaluation harness · Evaluation sheet · 35 minutes
• Run an AI incident response drill · Incident response note · 30 minutes
• Create a compute budget note · Compute budget note · 30 minutes

Chapters

• Personal use patterns that work
  AI for Everyday Life · Talking to AI like a friend (not an oracle) · 4 lessons
• Drafting
  AI for Work · Writing & communication · 5 lessons
• Email and messaging
  AI for Work · Writing & communication · 4 lessons
• Documents and reports
  AI for Work · Writing & communication · 4 lessons
• Quick research
  AI for Work · Research, analysis, and decisions · 4 lessons
• Data analysis without being a data scientist
  AI for Work · Research, analysis, and decisions · 4 lessons
• Decision support
  AI for Work · Research, analysis, and decisions · 4 lessons
• Coding without engineering training
  AI for Work · Code & technical work (light tier) · 4 lessons
• Coding agents you'll meet
  AI for Work · Code & technical work (light tier) · 4 lessons
• Pre-meeting
  AI for Work · Meetings & collaboration · 4 lessons
• During and after
  AI for Work · Meetings & collaboration · 3 lessons
• Multi-language and inclusive teams
  AI for Work · Meetings & collaboration · 4 lessons
• What an agent is, at work
  AI for Work · AI agents at work · 3 lessons
• Agents you'll bump into
  AI for Work · AI agents at work · 4 lessons
• Working with agents
  AI for Work · AI agents at work · 4 lessons
• Agent reliability today
  AI for Work · AI agents at work · 3 lessons
• Your company's rules
  AI for Work · Workplace policy, ethics, and disclosure · 3 lessons
• Personal disclosure
  AI for Work · Workplace policy, ethics, and disclosure · 3 lessons
• Will my job change?
  AI for Work · Workplace policy, ethics, and disclosure · 4 lessons
• Burnout, dependence, and balance
  AI for Work · Workplace policy, ethics, and disclosure · 3 lessons
• How reasoning models work
  Frontiers · Reasoning models, deeply · 5 lessons
• Where agents are now
  Frontiers · Computer-using agents and long-horizon work · 4 lessons
• Where they fail
  Frontiers · Computer-using agents and long-horizon work · 3 lessons
• Open questions in agents
  Frontiers · Computer-using agents and long-horizon work · 3 lessons