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AI SKILLS · Foundations

Understand AI’s capabilities & limits

Recognize where generative AI helps and where human judgment is needed.

Foundation

Why this skill matters

Choosing the right kind of task is more useful than trying every new tool.

What to learn

  • Distinguish generation from prediction
  • Recognize uncertainty and missing context
  • Identify tasks needing human ownership

Before you begin

No technical prerequisites

PUT IT INTO PRACTICE

Build a work sample

Choose five recurring work tasks. Explain which could use AI, which should stay human-led, and why.

Evidence of progress

A task map with clear boundaries and a reason for each choice.

This exercise is an original ToolGrail suggestion. Use public, synthetic, or approved data.

LEARNING RESOURCE

Introduction to generative AI and agents

Microsoft Learn · Resource checked 2026-11-04

Open learning resource ↗

This may be documentation, a framework, or a training path. Product access, accounts, or paid licenses may be needed for hands-on exercises.

Tools you could practice with

Matched by related tasks. Use a tool you already have access to; these are examples, not course requirements.

Tool + MCPPricing not verified
AiNectoKnowledge & memory

Shared project memory for people and AI agents: documents, ERD, diagrams, boards, design mockups.

Teams sharing knowledge with AI agents.
Details ↗
Tool + MCPPricing not verified
AirBuildProject & work management

Talk to your AirBuild Agents, follow your Projects and run your Team from any MCP client.

Teams managing projects and work.
Details ↗
Tool + MCPFree + paid
Airtable AIOperational apps

Build and work with databases, applications, reports, and automations using Airtable’s AI assistant.

Operations teams building shared business applications.
Details ↗
Tool + MCPPricing not verified
AnnsaProject & work management

The plan your AI agents work from. Project management and customer feedback for agent teams.

Teams managing projects and work.
Details ↗

Skill descriptions, exercises, and priorities are editorial. They are not professional qualifications or guarantees of employment. Read our skills methodology →