Avoid computer-based training for AI adoption
Prefer small group peer learning over computer-based training for AI adoption.
Conduct training in small peer groups, such as prompt-a-thons, to facilitate learning and comfort.
Mistake
Relying solely on webinars or individual computer-based training for AI adoption.
Why
People learn more and enjoy small group peer learning sessions, as it allows them to feel comfortable asking questions and not knowing all the answers, fostering a more effective learning environment.
What it does and when to use it
Small group peer learning sessions, like prompt-a-thons, are more effective for AI adoption than computer-based training because they create a comfortable environment for asking questions and sharing knowledge.
Sources and credit
- How Kier Group’s Louisa Finlay is using Copilot to drive safety and productivity in the construction industry ↗Microsoft · Microsoft Source · Sep 2, 2026 · paraphrased
First seen on Subvolts Sep 2, 2026. Updated Sep 11, 2026. Spotted a problem? Tell us.
Where it shows up
- How Kier Group’s Louisa Finlay is using Copilot to drive safety and productivity in the construction industryMicrosoft · Microsoft Source · Sep 2, 2026
Related in the PlaybookPlaybook →
The Playbook: reusable how-tos, prompts, configs and tips pulled out of the news.
- Case studyKier Group uses Copilot prompt-a-thons to drive AI adoptionKier Group used prompt-a-thons and peer learning to encourage AI adoption among employees. · 120 min
- Anti-patternApplying AI to existing, inefficient workflowsDon't speed up broken processes; redesign workflows end-to-end before adding AI agents. · 60 min
- Anti-patternApplying AI to existing steps without workflow redesignDo not apply AI to broken processes; redesign workflows end-to-end first for true transformation. · 60 min
- HeuristicStart agentic AI projects with the right use caseFocus on internal processes worth automating to ensure success for agentic AI solutions. · 15 min
- HeuristicStandardize AI Agent Tool Integration for ProductionUse standard protocols like MCP to ensure AI agents can reliably call tools in production. · 15 min
- HeuristicBuild AI agents within a single, integrated systemAvoid assembling AI agent strategies from disconnected tools; use a single, coherent system for development through production. · 5 min
Questions people ask
- Which AI tools does this work with?
- Any current model. It was seen with Copilot in the sources.
- Where did this come from?
- Microsoft (Microsoft Source). Subvolts collected, normalized and credited it; the link above opens the original.