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Blog

Research, methodology, and perspective on AI training from AIPTD's program design team.


AIPTD Perspective · October 2026

The Shape of Intelligence

Independently built AI models are converging on the same way of organizing what they know. Machine learning reproduces the structure behind its data, so that structure was there first: the world, and the reasoning people recorded about it. Understanding it better means better small models and a deliberate choice of the variations we want.

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AIPTD Perspective · October 2026

AI Is a Team Sport

Organizations get more from AI when their people learn it together. Why relying on a few self-taught enthusiasts can become a bottleneck, and what changes.

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AIPTD Perspective · October 2026

Where Is the ROI?

Where is the return on your AI investment? Why isolated AI learning can disappoint, and what a team approach changes.

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Team Training Guide · October 2026

AI Training for Government and Nonprofit Employees

How public agencies and nonprofits can train staff on AI: start with the approved tool, agree on data rules first, and stretch a limited training budget.

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Team Training Guide · October 2026

How to Plan AI Training for Your Employees

Planning AI training for a team? Start from real tasks, confirm what access people have, use one platform per session, and build checking into every exercise.

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Team Training Guide · October 2026

ChatGPT, Claude, Gemini, or Copilot: Which Should Your Team Learn First?

There is no single best AI assistant for every team. The right first choice usually follows the software your organization runs. Here is how we help decide.

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Team Training Guide · October 2026

How to Train Employees on Microsoft Copilot

A practical guide to Copilot training for employees: confirm which Copilot people have, teach grounding with prompting, and start where the work already is.

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Team Training Guide · October 2026

ChatGPT Training for Employees: Teaching Where Each Kind of Work Belongs

Good ChatGPT training teaches employees when to use a new chat, a Project, deep research, or a custom GPT, and how to check the result before relying on it.

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Team Training Guide · October 2026

Getting a Team Started with Claude

How to introduce Claude to a team: start with documents, give each workstream a Project, connect live data where allowed, and train developers separately.

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Team Training Guide · October 2026

Gemini in Google Workspace or the Gemini App: Training Your Team on the Access It Has

Some teams have Gemini inside Gmail, Docs, and Sheets; others only the Gemini app. Here is how to train either group on workflows that hold up under both.

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AIPTD Perspective · September 2026

A Modern Prometheus

Executives have compared AI to fire since 2018, and the comparison is richer than hype. Both are too useful to ignore, too dangerous to use without care, and most beneficial when proliferated. Safety comes from education, study, and innovation.

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