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+# Release Process
+
+## Creating a New Release
+
+### 1. Prepare Release
+
+1. Ensure `main` branch is stable and tests pass
+2. Update version numbers if needed
+3. Update CHANGELOG.md with release notes
+
+### 2. Create Release Tag
+
+```bash
+# Ensure on main branch
+git checkout main
+git pull origin main
+
+# Create annotated tag
+git tag -a v1.0.0 -m "Release v1.0.0: Docker deployment support"
+
+# Push tag to trigger CI/CD
+git push origin v1.0.0
+```
+
+### 3. GitHub Actions Automation
+
+Tag push automatically triggers `.github/workflows/docker-release.yml`:
+
+1. ✅ Checks out code
+2. ✅ Sets up Docker Buildx
+3. ✅ Logs into GitHub Container Registry
+4. ✅ Extracts version from tag
+5. ✅ Builds Docker image with caching
+6. ✅ Pushes to `ghcr.io/hkuds/ai-trader:VERSION`
+7. ✅ Pushes to `ghcr.io/hkuds/ai-trader:latest`
+
+### 4. Verify Build
+
+1. Check GitHub Actions: https://github.com/HKUDS/AI-Trader/actions
+2. Verify workflow completed successfully (green checkmark)
+3. Check packages: https://github.com/HKUDS/AI-Trader/pkgs/container/ai-trader
+
+### 5. Test Release
+
+```bash
+# Pull released image
+docker pull ghcr.io/hkuds/ai-trader:v1.0.0
+
+# Test run
+docker run --env-file .env \
+  -v $(pwd)/data:/app/data \
+  ghcr.io/hkuds/ai-trader:v1.0.0
+```
+
+### 6. Create GitHub Release (Optional)
+
+1. Go to https://github.com/HKUDS/AI-Trader/releases/new
+2. Select tag: `v1.0.0`
+3. Release title: `v1.0.0 - Docker Deployment Support`
+4. Add release notes:
+
+```markdown
+## 🐳 Docker Deployment
+
+This release adds full Docker support for easy deployment.
+
+### Pull and Run
+
+```bash
+docker pull ghcr.io/hkuds/ai-trader:v1.0.0
+docker run --env-file .env -v $(pwd)/data:/app/data ghcr.io/hkuds/ai-trader:v1.0.0
+```
+
+Or use Docker Compose:
+
+```bash
+docker-compose up
+```
+
+See [docs/DOCKER.md](docs/DOCKER.md) for details.
+
+### What's New
+- Docker containerization with single-container architecture
+- docker-compose.yml for easy orchestration
+- Automated CI/CD builds on release tags
+- Pre-built images on GitHub Container Registry
+```
+
+5. Publish release
+
+## Version Numbering
+
+Use Semantic Versioning (SEMVER):
+
+- `v1.0.0` - Major release (breaking changes)
+- `v1.1.0` - Minor release (new features, backward compatible)
+- `v1.1.1` - Patch release (bug fixes)
+
+## Troubleshooting Releases
+
+### Build Fails in GitHub Actions
+
+1. Check Actions logs for error details
+2. Test local build: `docker build .`
+3. Fix issues and delete/recreate tag:
+
+```bash
+# Delete tag
+git tag -d v1.0.0
+git push origin :refs/tags/v1.0.0
+
+# Recreate after fixes
+git tag v1.0.0
+git push origin v1.0.0
+```
+
+### Image Not Appearing in Registry
+
+1. Check Actions permissions (Settings → Actions → General)
+2. Verify `packages: write` permission in workflow
+3. Ensure `GITHUB_TOKEN` has registry access
+
+### Wrong Version Tagged
+
+Delete and recreate:
+
+```bash
+git tag -d v1.0.0
+git push origin :refs/tags/v1.0.0
+git tag v1.0.1
+git push origin v1.0.1
+```
+
+## Manual Build and Push
+
+If automated build fails, manual push:
+
+```bash
+# Build locally
+docker build -t ghcr.io/hkuds/ai-trader:v1.0.0 .
+
+# Login to GHCR
+echo $GITHUB_TOKEN | docker login ghcr.io -u USERNAME --password-stdin
+
+# Push
+docker push ghcr.io/hkuds/ai-trader:v1.0.0
+docker tag ghcr.io/hkuds/ai-trader:v1.0.0 ghcr.io/hkuds/ai-trader:latest
+docker push ghcr.io/hkuds/ai-trader:latest
+```