|
| 1 | +# Cliff — History |
| 2 | + |
| 3 | +## Core Context |
| 4 | +- Researcher / Fact-Checker for Copilot That Jawn |
| 5 | +- Verifies tool features, gathers sources, provides research briefs |
| 6 | +- Focus areas: Microsoft Copilot ecosystem, Azure AI, complementary AI tools |
| 7 | +- User: Jeffrey T. Fritz |
| 8 | + |
| 9 | +## Learnings |
| 10 | + |
| 11 | +### Content Audit & Feature Gap Analysis (Feb 2026) |
| 12 | + |
| 13 | +**Inventory Snapshot:** |
| 14 | +- 31 existing tips articles across 6 categories |
| 15 | +- Strong coverage: MCP ecosystem, Excel/finance, agent skills basics, documentation automation |
| 16 | +- Light coverage: IDE support (only VS Code/Visual Studio implied), Microsoft 365 enterprise features, Azure AI services |
| 17 | + |
| 18 | +**Critical Missing Features (11 high-priority):** |
| 19 | +1. GitHub Copilot in Outlook (2026 feature: inbox search, scheduling, action items) |
| 20 | +2. Code review PR comments deep-dive |
| 21 | +3. JetBrains IDE support (IntelliJ, PyCharm, WebStorm, etc.) |
| 22 | +4. Xcode support (Swift/iOS development) |
| 23 | +5. Copilot Workspace (agentic planning system) |
| 24 | +6. Neovim integration |
| 25 | +7. GitHub Copilot Vision (image-to-code generation) |
| 26 | +8. Copilot Spaces & knowledge sharing |
| 27 | +9. Advanced Teams features (interactive agents, content analysis) |
| 28 | +10. Copilot Studio (low-code agent builder) |
| 29 | +11. Azure AI Foundry (pro-code multi-agent orchestration) |
| 30 | + |
| 31 | +**Additional Gaps Identified (21 medium- & lower-priority):** |
| 32 | +- Copilot Extensions & Marketplace, Custom MCPs, Enterprise Plan/Governance |
| 33 | +- Multi-model support, Thinking modes, CLI agentic workflows, Agent mode deep dive |
| 34 | +- Next Edit Suggestions, Database MCPs, CI/CD automation, Document comparison |
| 35 | +- PDF handling, Slack/Cloud MCPs, RAG patterns, Loop collaboration, Custom Copilots |
| 36 | +- And 7 others (see decisions.md for complete inventory) |
| 37 | + |
| 38 | +**Strengths:** |
| 39 | +- MCP practical examples are concrete and actionable |
| 40 | +- Finance/Excel workflows well-documented |
| 41 | +- Agent Skills beginner-friendly |
| 42 | +- Custom instructions thoroughly covered |
| 43 | + |
| 44 | +**Key Findings:** |
| 45 | +- 32 total gaps identified and categorized for systematic coverage |
| 46 | +- "Copilot Across IDEs" series (4 parts) and "Enterprise AI & Governance" pathway recommended |
| 47 | +- IDE support and enterprise features represent largest content opportunity gaps |
| 48 | + |
| 49 | +**Important Product Dates:** |
| 50 | +- Knowledge Bases sunset Nov 1, 2025 → replaced by Copilot Spaces |
| 51 | +- Visual Studio 2026 + cloud agents introduced late 2025 |
| 52 | +- Teams interactive agents, Outlook integration major Feb 2026 features |
| 53 | + |
| 54 | +**Cross-Agent Learnings (Feb 23, 2026):** |
| 55 | +- Confirmed by Sam: Website pipeline fully supports publishing cadence; no infrastructure barriers |
| 56 | +- Editorial calendar prioritizes high-priority gaps (11 items) in first 4 weeks for immediate impact |
| 57 | +- Sam's series clustering strategy (5 thematic series) drives cross-linking and discoverability |
0 commit comments