Single source of truth for every Microsoft Learn module, learning path, course, or doc page referenced by Skillforge tracks. Updated when titles/URLs change.
Last full verification: April 30, 2026
Re-verification cadence: Quarterly — see CONTRIBUTING.md.
| ID | Title | Type | URL | Last verified | Tracks |
|---|---|---|---|---|---|
| ML-01 | Embrace Responsible AI Principles & Practices | Module | https://learn.microsoft.com/en-us/training/modules/embrace-responsible-ai-principles-practices/ | 2026-04-29 | T0 L100, T6 T4 L100 |
| ML-02 | AI fluency: Explore responsible AI | Learning path | https://learn.microsoft.com/en-us/training/paths/ai-fluency/ | 2026-04-29 | T0 L100, T3 L200 |
| ML-03 | Govern, secure, and manage AI (Cloud Adoption Framework) | Doc / framework | https://learn.microsoft.com/en-us/azure/cloud-adoption-framework | 2026-04-29 | T0 L200 |
| ML-04 | Operationalize AI with Azure AI Foundry | Learning path | https://learn.microsoft.com/en-us/training/paths/operationalize-ai-responsibly/ | 2026-04-29 | T0 L300, T1 L300, T2 L300, T5 L300, T6 T2 L300 |
| ML-05 | Employ Copilot Chat as AI assistant | Module | https://learn.microsoft.com/en-us/training/modules/employ-copilot-assistant/ | 2026-04-29 | T1 L100, T6 T2 L100 |
| ML-06 | Draft and refine business content using Microsoft 365 Copilot | Module | https://learn.microsoft.com/en-us/training/modules/draft-refine-business-content/ | 2026-04-29 | T1 L100, T3 L100 |
| ML-07 | Use Copilot in Power BI | Module | https://learn.microsoft.com/en-us/training/modules/power-bi-copilot/ | 2026-04-29 | T1 L200, T2 L200, T6 T1 L100/L200 |
| ML-08 | Transform business workflows with generative AI | Learning path | https://learn.microsoft.com/en-us/training/paths/transform-business-workflows-with-ai/ | 2026-04-29 | T1 L200, T6 T1 L200 |
| ML-09 | Develop AI Agents on Azure | Learning path | https://learn.microsoft.com/en-us/training/paths/develop-ai-agents-azure/ | 2026-04-29 | T1 L200, T2 L300, T3 L300, T5 L200/L300, T6 T2 L300 |
| ML-10 | Architect AI solutions for business productivity | Learning path | https://learn.microsoft.com/en-us/training/paths/architect-agentic-ai-business-solutions/ | 2026-04-29 | T1 L300, T3 L300, T6 T1 L300, T6 T4 L300 |
| ML-11 | Analyze and visualize data using Microsoft 365 Copilot | Module | https://learn.microsoft.com/en-us/training/modules/analyze-visualize-data-copilot/ | 2026-04-29 | T2 L100, T6 T1 L100 |
| ML-12 | Analyze requirements for AI-powered business solutions | Module | https://learn.microsoft.com/en-us/training/modules/analyze-requirements-ai-powered-business-solutions/ | 2026-04-29 | T2 L100 |
| ML-13 | Get started with Microsoft Copilot Studio | Module | https://learn.microsoft.com/en-us/training/modules/power-virtual-agents-bots/ | 2026-04-29 | T2 L100 |
| ML-14 | Power Platform Business Value Toolkit (CoE) | Module / guidance | https://learn.microsoft.com/en-us/training/modules/get-started-center-excellence | 2026-04-29 | T2 L200, T3 L200, T6 T1 L200, T6 T4 L100 |
| ML-15 | Introduction to generative AI and agents | Module | https://learn.microsoft.com/en-us/training/modules/fundamentals-generative-ai/ | 2026-04-29 | T3 L100, T5 L100, T6 T2 L100 — renamed from "Understanding generative AI"; previous URL responsible-ai-studio/ was a different (intermediate) module |
| ML-16 | Utilize Azure OpenAI model to create applications | Module | https://learn.microsoft.com/en-us/training/modules/utilize-azure-openai-model-create-app/ | 2026-04-29 | T3 L200 — renamed from "Apply prompt engineering with Azure OpenAI Service" |
| ML-17 | Define the role of Microsoft 365 Copilot in business workflow | Module | https://learn.microsoft.com/en-us/training/modules/define-copilot-role-business-workflow/ | 2026-04-29 | T6 T2 L200 |
| ML-18 | Scale AI in your organization | Module | https://learn.microsoft.com/en-us/training/modules/scale-ai/ | 2026-04-29 | T6 T3 L100 |
| ML-19 | Transform your business with AI | Learning path | https://learn.microsoft.com/en-us/training/paths/transform-your-business-with-microsoft-ai/ | 2026-04-29 | T6 T3 L100 |
| ML-20 | Plan for AI adoption (Cloud Adoption Framework) | Doc / framework | https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/ai/ | 2026-04-29 | T6 T3 L200 |
| ML-21 | Develop generative AI apps in Azure | Learning path | https://learn.microsoft.com/en-us/training/paths/develop-generative-ai-apps/ | 2026-04-30 | T3 L300 — replaces deprecated create-custom-copilots-ai-studio/; 6h 52m, 6 modules |
These aren't traditional modules but live on learn.microsoft.com and are referenced as authoritative sources.
| ID | Title | Type | URL | Last verified | Tracks |
|---|---|---|---|---|---|
| DOC-01 | Organizational readiness for AI agents | CAF article | https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/ai-agents/organization-people-readiness-plan | 2026-04-29 | T6 T3 L200 |
| DOC-02 | Define a strategy for adoption and change management | Dynamics 365 guidance article | https://learn.microsoft.com/en-us/dynamics365/guidance/implementation-guide/implementation-strategy-define-strategy-adoption-change-management | 2026-04-29 | T6 T3 L300 |
| DOC-03 | AI Readiness Assessment | Interactive assessment tool | https://learn.microsoft.com/en-us/assessments/94f1c697-9ba7-4d47-ad83-7c6bd94b1505/ | 2026-04-29 | T6 T3 L300 |
| DOC-04 | Capture and communicate value with the Business Value Toolkit | Power Platform guidance | https://learn.microsoft.com/en-us/power-platform/guidance/coe/business-value-toolkit | 2026-04-29 | T6 T4 L200 |
| DOC-05 | Microsoft Purview data security and compliance protections for generative AI apps | Purview doc | https://learn.microsoft.com/en-us/purview/ai-microsoft-purview | 2026-04-30 | T0 L200 — covers DSPM for AI, sensitivity labels, DLP, audit, eDiscovery for Copilot |
| DOC-06 | Microsoft identity platform and OAuth 2.0 On-Behalf-Of flow | Entra doc | https://learn.microsoft.com/en-us/entra/identity-platform/v2-oauth2-on-behalf-of-flow | 2026-04-30 | T5 L300 — OBO |
| DOC-07 | Workload identity federation concepts | Entra doc | https://learn.microsoft.com/en-us/entra/workload-id/workload-identity-federation | 2026-04-30 | T5 L300 — FIC |
| DOC-08 | Plan and manage costs for Microsoft Foundry | Foundry doc | https://learn.microsoft.com/en-us/azure/foundry/concepts/manage-costs | 2026-04-30 | T5 L200 — token-based pricing, fine-tune billing, budgets |
| DOC-09 | Concepts for providing context to GitHub Copilot | GitHub docs | https://docs.github.com/en/copilot/concepts/context | 2026-04-30 | T5 L100 — MCP, Spaces, indexing, content exclusion. CLI-specific guidance lives under Copilot CLI "Customize Copilot" how-tos |
| DOC-10 | Copilot personalization and memory | M365 Copilot doc | https://learn.microsoft.com/en-us/microsoft-365/copilot/copilot-personalization-memory | 2026-04-30 | T5 cross-platform sub-track — Frontier preview; admin controls via enhancedPersonalizationSetting, Exchange-mailbox storage, retention, eDiscovery |
| ID | Title | Type | URL | Status | Tracks |
|---|---|---|---|---|---|
| UP-01 | Design and build integrated AI agent solutions in Copilot Studio | Course (AB-620T00) | https://learn.microsoft.com/en-us/training/courses/ab-620t00 | Available May 2026 — re-verify after release | T2 L200 — replaces "Create copilots with Microsoft Copilot Studio" |
| ID | Title | URL | Notes |
|---|---|---|---|
| EXT-01 | GitHub Copilot Getting Started | https://docs.github.com/copilot | Canonical GitHub docs |
| EXT-02 | Principles for responsible agent design | https://microsoft.design/articles/principles-for-responsible-agent-design/ | Microsoft Design article |
| EXT-03 | PyRIT (Python Risk Identification Tool) | https://github.com/Azure/PyRIT | OSS — MIT license |
| EXT-04 | Microsoft Responsible AI Toolbox | https://github.com/microsoft/responsible-ai-toolbox | OSS — MIT license |
| EXT-05 | Model Context Protocol | https://modelcontextprotocol.io | OSS protocol spec |
None — all references cited in tracks have a confirmed canonical URL as of 2026-04-30. Add new rows below as future track edits introduce unverified references.
| Cited as | Tracks | Status |
|---|---|---|
| (none currently pending) |
- UP-01 release confirmation. AB-620T00 ("Design and build integrated AI agent solutions in Copilot Studio") is scheduled for May 2026. Re-verify after release; update T2 L200 with any title or URL changes.
- DOC-01 / DOC-02 / DOC-03 / DOC-04 nature. These are articles, assessment tools, and guidance pages — not modules. Track 6 tables now use the "Microsoft Learn / docs" header to reflect this. Keep linking them while they remain canonical.
- DOC-10 preview status. Copilot personalization and memory is in Frontier preview as of 2025-11-18. Re-verify next quarterly cadence — the slug, admin controls, and Graph API surface may shift at GA.
- DOC-09 CLI specificity. The canonical context page is general Copilot, not CLI-specific. Watch for a dedicated
copilot/how-tos/copilot-cli/customize-copilot/*page to mature into a better target for T5 L100.
- A track file references a new module: add a row here and link from the track file using the canonical URL above.
- A title or URL changes upstream: update this file first, then update every track-file occurrence.
- A module is retired: mark
❌ retiredhere, leave the row for history, and update track files to use a replacement. - Quarterly: maintainer or contributor walks every URL above, updates the
Last verifiedcolumn, files issues for any 404s.
This file is the single source of truth. If a track file disagrees with this index, the index wins.