Guidance for GitHub Copilot when working on ML.NET (dotnet/machinelearning). Use for any task in this repo: code changes, test writing, PR reviews, issue investigation, build troubleshooting, or documentation.
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When working on the EleSync repository, prefer the EleSync Maintainer custom agent for Python code, docs, tests, packaging, and release workflow changes.
VS Code extension project guidelines for GitHub Copilot Insights. Covers project shape, code style, VS Code extension rules, build and test, and repository discipline.
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file1.md | Updated em dash in seed content |
```
**Good example (actionable feedback only):**
```
Line 46: Test will fail - `innerText` returns rendered `—`, not `—`.
```
---
## Focus Areas
1. **Test Coverage** - Ensuring adequate testing
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coding** — for features larger than a single function, outline phases and dependencies first.
3. **Test-driven** — write the test before the implementation; target 80%+ coverage.
4. **Review before committing** — check
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proposed APIs for chat, language models, and editing
- **ESBuild**: Bundling and compilation
- **Vitest**: Unit testing framework
- **Python**: For notebooks integration and ML evaluation scripts
## Validating changes
Choose validation based
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organized into key architectural layers:
### Root Folders
- `src/`: Main TypeScript source code with unit tests in `src/vs/*/test/` folders
- `build/`: Build scripts and CI/CD tools
- `extensions/`: Built-in extensions that
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bash
cd autogpt_platform/backend
poetry run serve # Start development server (port 8000)
poetry run test # Run all tests (requires ~5 minutes)
poetry run pytest path/to/test.py # Run specific test
poetry
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task and the code it touches. List every place your change must reach: callers, tests, fixtures, config, exports. Check what your change could break for users: data it would destroy
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inherit from base classes in the root `/src/transformers` directory.
- `/tests`: This contains the core test classes for the library. These are usually inherited rather than directly run.
- `/models`: Tests
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operations
- Implement proper error boundaries in React components
- Always log errors with contextual information
## Testing
- Always attempt to fix #problems
- Always offer to run `yarn test:app` in the project
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through errors
e start # Run built Electron
e start --version # Verify Electron launches
e test # Run full test suite
e debug # Run in debugger (lldb on macOS, gdb on Linux
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every PR
- **Typos or spelling** — Automated typo detection runs on every PR
- **Missing tests for trivial changes** — Handled by topic-specific test instructions
- **Import ordering or grouping** — Handled by linter
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pipelines.
Most compiler development takes place in `tsc/internal`, and most behaviors can be tested via compiler tests.
Most development on the codebase is in Go.
Standard Go commands and practices
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shape, architecture boundaries, naming, error handling, interceptor order, the request lifecycle, cancellation, common pitfalls, tests, and security-sensitive code.
The rules below are a Copilot-facing subset of the load
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size control
- Support tree shaking
- Browser compatibility: Chrome 80+
- Optimize for minimal re-renders
### Testing Requirements
- Write comprehensive tests using Jest and React Testing Library
- Target 100% test coverage
- Place
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