Docs: Append final strategy and next steps for Azure, GitHub, and Discord

Author: rahulrao85

AGENTS_LEAGUE_CONTEXT.md

@@ -109,3 +109,34 @@ User Query
 - [ ] **Push to public GitHub repo** with README (required for submission)
 - [ ] **Submit** on Agents League portal before June 14
 - [ ] **Share on Discord** at https://aka.ms/agentsleague/discord for community vote
+
+---
+
+## Final Strategy & Next Steps
+
+### 1. Azure AI Search Integration (Score Boost)
+Currently, `foundry_iq.py` uses an embedded KB. To maximize the "Microsoft Stack" score:
+1. Log into `portal.azure.com`.
+2. Create an **Azure AI Search** resource (Free tier is fine).
+3. Grab the **URL Endpoint** and the **Admin API Key**.
+4. Paste them into the `.env` file:
+   ```env
+   FOUNDRY_IQ_ENDPOINT=https://your-service-name.search.windows.net
+   FOUNDRY_IQ_API_KEY=your_admin_key
+   ```
+5. Run `python scripts/seed_search_index.py` to automatically upload the AASM guidelines as vector embeddings.
+6. The agent will now perform live cloud retrieval, fulfilling the Foundry IQ requirement.
+
+### 2. GitHub Push
+1. Create a new, completely empty Public repository on GitHub (do NOT initialize with a README or .gitignore).
+2. Grab the HTTPS URL (e.g., `https://github.com/yourusername/sleepiq.git`).
+3. Run:
+   ```bash
+   git remote add origin https://github.com/yourusername/sleepiq.git
+   git push -u origin master
+   ```
+
+### 3. Community Vote & Idea Stealing Strategy
+The hackathon deadline is **June 14**. The community vote usually runs for 1-2 weeks after the deadline.
+*   **Strategy:** Wait until **June 13th** (the day before the deadline) to post the demo video and GitHub link in the Discord `#agents-league` channel. 
+*   **Why:** This prevents other participants from seeing the unique architecture (CPAP + Garmin multi-source cross-correlation) and copying the idea before the cutoff, while still securing enough time to get Discord votes.