ContextMattersMost-Workshop

# Context > Models 🧁 Hands-on lab for the WeAreDevelopers 2026 (Berlin) workshop **"Context > Models: How to make your agents truly intelligent."** You'll ask GitHub Copilot to plan a cupcake order for this workshop, then add context in stages and watch a generic guess turn into a grounded, costed, budget-safe plan — proving that **the right context matters more than which model you use.** ## Quick start 1. **Code → Codespaces → Create codespace on `main`.** 2. Wait for the devcontainer to build (Node 20, Azure CLI, Copilot extensions). 3. Open **Copilot Chat**, switch to **Agent** mode, and follow **[docs/workshop.md](docs/workshop.md)**. Stuck on setup? `git switch mcp-ready` for a preconfigured `.vscode/mcp.json`. ## Present the workshop (MOAW) The participant guide ([`docs/workshop.md`](docs/workshop.md)) is formatted for **[MOAW](https://moaw.dev)** — a clean, paged, navigable view that's ideal to project and for participants to follow along. Open: ``` https://moaw.dev/workshop/gh:hackathon-orange-bear-82/ContextMattersMost-Workshop/main/docs/ ``` ## What's inside | Path | What it is | | --- | --- | | [`docs/workshop.md`](docs/workshop.md) | The participant guide — the 4 rounds + the finale | | [`docs/facilitator.md`](docs/facilitator.md) | How to run the session and provision the backend | | [`docs/fabric-iq.md`](docs/fabric-iq.md) | Optional: use the real Fabric IQ data agent | | [`knowledge/`](knowledge/) | Org knowledge → ingested by **Foundry IQ** (rules, venue, suppliers) | | [`data/`](data/) | Business data → served in Round 3 (attendees, budget, past consumption) | | [`mcp-server/`](mcp-server/) | The `cupcake-context` MCP server (business data + place order) | | [`infra/`](infra/) | Scripts to provision the shared Azure backend | ## The four rounds 1. **Model only** — Copilot guesses. 2. **+ Foundry IQ** — it learns the org's *rules*. 3. **+ business data (Fabric IQ-style)** — it learns the *numbers*. 4. **Change the model** — the answer barely changes. **Context > Models.** Then place the order and claim a real cupcake. 🎉 ## Concepts you'll touch GitHub Copilot Agent mode · MCP servers · Foundry IQ (Azure AI Search agentic retrieval) · Fabric IQ · grounding & context engineering. ## License Licensed under the [MIT License](LICENSE).