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feat: Setup automated Copilot pipeline for all phases (1-6) with English-only focus
- Add Copilot workspace configurations for all 6 phases - Create GitHub Actions workflows for automated phase execution - Implement auto-review and auto-merge pipeline - Add quality checks workflow - Update project to focus on English language only (removed Turkish/cross-lingual) - Reset Phase 1 status to start from beginning - Add comprehensive pipeline documentation - Create starter script for easy phase triggering Pipeline features: - Sequential automation from Phase 1 to Phase 6 - Copilot Workspace implementation for each phase - Automated code review by Copilot - Auto-merge on approval - Quality gates (linting, testing, docs) - Full documentation in .github/PIPELINE.md
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.github/PIPELINE.md

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# Automated Phase Pipeline Documentation
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## Overview
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This document describes the automated Copilot-driven development pipeline for the NEST project. Each development phase is automated with GitHub Copilot Workspace, auto-review, and auto-merge capabilities.
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## Architecture
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### Components
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1. **Copilot Workspace Configurations** (`.github/copilot-workspace/`)
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- Phase-specific instructions for GitHub Copilot
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- Detailed task breakdowns and deliverables
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- Success criteria for each phase
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2. **GitHub Actions Workflows** (`.github/workflows/`)
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- **phase-execution.yml**: Creates branches and PRs for each phase
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- **auto-review-merge.yml**: Automated review and merge process
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- **phase-trigger.yml**: Sequential phase triggering
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- **quality-checks.yml**: Code quality validation
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3. **Automation Flow**
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```
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Trigger Phase → Create Branch → Create PR → Copilot Implementation
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→ Auto Review → Quality Checks → Auto Merge → Trigger Next Phase
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```
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## Workflow Details
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### Phase Execution Flow
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1. **Initialization**
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- Workflow creates a dedicated branch for the phase
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- PR is created with phase-specific instructions
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- Copilot Workspace label is added
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2. **Implementation**
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- GitHub Copilot Workspace reads the phase configuration
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- Implements all tasks and deliverables
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- Commits changes to the phase branch
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3. **Review Process**
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- Copilot automatically reviews the PR
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- Quality checks run (linting, testing, documentation)
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- Auto-approval if all criteria are met
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4. **Merge and Trigger**
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- PR is automatically merged to main
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- Next phase workflow is triggered
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- Process repeats for all phases
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## Phase Configurations
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### Phase 1: Literature Review & Foundation
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**File**: `.github/copilot-workspace/phase-1-literature-review.md`
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- Sequence transducer research
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- EEG-to-text decoding analysis
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- Attention mechanisms review
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- Silent Speech Interface research
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- Benchmarks and evaluation metrics
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### Phase 2: Data Acquisition & Preprocessing
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**File**: `.github/copilot-workspace/phase-2-data-preprocessing.md`
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- ZuCo dataset loading
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- Signal preprocessing pipeline
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- Artifact removal
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- Data augmentation
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### Phase 3: Model Architecture Development
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**File**: `.github/copilot-workspace/phase-3-model-architecture.md`
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- CNN spatial encoder
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- Temporal encoders (LSTM/Transformer)
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- Attention mechanisms
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- CTC-based transducer
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### Phase 4: Advanced Model Features & Robustness
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**File**: `.github/copilot-workspace/phase-4-cross-lingual.md`
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- Advanced attention mechanisms
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- Robust tokenization (BPE/SentencePiece)
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- Subject-independent generalization
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- Noise robustness
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- Pre-trained LM integration
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### Phase 5: Evaluation & Optimization
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**File**: `.github/copilot-workspace/phase-5-evaluation-optimization.md`
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- Performance benchmarking (WER, BLEU)
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- Model compression
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- Latency optimization
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- Edge deployment
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### Phase 6: Documentation & Dissemination
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**File**: `.github/copilot-workspace/phase-6-documentation-dissemination.md`
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- Comprehensive documentation
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- Research paper preparation
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- Open-source release
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- Demo application
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## Usage
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### Starting the Pipeline
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#### Manual Trigger
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```bash
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# Trigger a specific phase
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gh workflow run phase-execution.yml -f phase=1
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```
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#### Automatic Trigger
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The pipeline automatically progresses when a phase PR is merged to main.
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### Monitoring Progress
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1. **Check Active PRs**
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```bash
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gh pr list --label automated
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```
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2. **View Workflow Status**
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```bash
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gh run list --workflow=phase-execution.yml
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```
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3. **Check Phase Implementation**
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- Visit the PR for the current phase
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- Review Copilot's commits and comments
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- Check quality check results
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### Manual Intervention
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If manual intervention is needed:
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1. **Pause Automation**
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```bash
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# Remove auto-merge
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gh pr merge <PR_NUMBER> --disable-auto
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```
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2. **Review and Edit**
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- Checkout the phase branch
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- Make necessary changes
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- Push updates
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3. **Resume Automation**
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```bash
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# Re-enable auto-merge
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gh pr merge <PR_NUMBER> --auto --squash
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```
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## Configuration Customization
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### Modifying Phase Instructions
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Edit the phase configuration files:
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```bash
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# Example: Update Phase 2 configuration
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vim .github/copilot-workspace/phase-2-data-preprocessing.md
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```
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### Adjusting Workflow Behavior
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Modify workflow files:
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```bash
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# Example: Update auto-review criteria
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vim .github/workflows/auto-review-merge.yml
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```
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## Quality Gates
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Each PR must pass:
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1. **Code Quality**
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- Linting (flake8)
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- Code formatting (black)
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- Import sorting (isort)
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2. **Testing**
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- All unit tests pass
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- Code coverage meets threshold
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3. **Documentation**
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- All functions documented
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- README updated
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- Phase deliverables documented
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4. **Copilot Review**
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- Code quality approved
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- Requirements met
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- Best practices followed
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## Troubleshooting
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### Phase Fails to Start
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- Check workflow permissions
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- Verify phase number is valid (2-6)
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- Check GitHub Actions logs
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### Auto-Merge Blocked
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- Ensure all checks pass
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- Verify branch protection rules
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- Check for merge conflicts
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### Copilot Doesn't Respond
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- Verify Copilot Workspace is enabled
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- Check PR labels include "copilot-workspace"
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- Manually tag Copilot in comments
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## Security Considerations
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- All automation uses GitHub Actions tokens
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- No external credentials required
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- Branch protection rules enforced
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- Review process ensures quality
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## Future Enhancements
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- [ ] Add performance benchmarking to CI
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- [ ] Integrate model training in cloud
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- [ ] Add deployment previews
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- [ ] Implement rollback mechanisms
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- [ ] Add notification system
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## References
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- [GitHub Copilot Workspace Documentation](https://docs.github.com/en/copilot/workspace)
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- [GitHub Actions Documentation](https://docs.github.com/en/actions)
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- [NEST Project Roadmap](../ROADMAP.md)
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---
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name: Phase Implementation
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about: Automated phase implementation PR
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title: 'Phase X: [Phase Name]'
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labels: 'automated, copilot-workspace'
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assignees: ''
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---
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## 🤖 Automated Phase Implementation
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This PR implements the tasks outlined in the NEST project roadmap for this phase.
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### 📋 Phase Configuration
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Phase instructions: `.github/copilot-workspace/phase-X-[name].md`
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### 🎯 Objectives
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<!-- Objectives will be filled automatically from phase config -->
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### 📦 Deliverables
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<!-- List of expected deliverables -->
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- [ ] Source code implementation
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- [ ] Unit tests
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- [ ] Documentation
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- [ ] Example notebooks (if applicable)
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### ✅ Checklist
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- [x] Branch created automatically
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- [ ] Implementation completed
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- [ ] All tests passing
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- [ ] Documentation updated
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- [ ] Code quality checks passed
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- [ ] Copilot review completed
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- [ ] Ready for auto-merge
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### 🔍 Review Instructions for Copilot
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@github-copilot-ai Please review this implementation for:
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1. **Completeness**: All deliverables from the phase config are implemented
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2. **Code Quality**: Clean, well-documented, and follows best practices
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3. **Testing**: Comprehensive test coverage for new functionality
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4. **Documentation**: Updated docs and inline comments
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5. **Integration**: Works well with existing codebase
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Please approve if all criteria are met.
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---
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### 🚀 Automation Status
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- Auto-review: ⏳ Pending
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- Quality checks: ⏳ Pending
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- Auto-merge: ⏳ Pending
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---
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*This is an automated PR created by the NEST Phase Pipeline*
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*Workflow: `phase-execution.yml`*

.github/README.md

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# NEST Automated Pipeline
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This directory contains the automated Copilot-driven development pipeline configuration.
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## Directory Structure
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```
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.github/
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├── copilot-workspace/ # Phase-specific Copilot instructions
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│ ├── phase-1-literature-review.md
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│ ├── phase-2-data-preprocessing.md
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│ ├── phase-3-model-architecture.md
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│ ├── phase-4-cross-lingual.md
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│ ├── phase-5-evaluation-optimization.md
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│ └── phase-6-documentation-dissemination.md
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├── workflows/ # GitHub Actions workflows
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│ ├── phase-execution.yml # Main phase execution workflow
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│ ├── auto-review-merge.yml # Automated review and merge
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│ ├── phase-trigger.yml # Sequential phase triggering
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│ └── quality-checks.yml # Code quality validation
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├── PULL_REQUEST_TEMPLATE/ # PR templates
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│ └── phase_template.md
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├── copilot-instructions.md # General Copilot instructions
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└── PIPELINE.md # Pipeline documentation
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```
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## Quick Start
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### Start Phase 1
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```bash
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gh workflow run phase-execution.yml -f phase=1
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```
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### Monitor Progress
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```bash
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# List all phase PRs
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gh pr list --label automated
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# View workflow runs
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gh run list --workflow=phase-execution.yml
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```
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## How It Works
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1. **Trigger**: Start a phase workflow (manual or automatic)
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2. **Branch**: Workflow creates a dedicated branch
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3. **PR**: Creates a PR with phase instructions
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4. **Implement**: Copilot Workspace implements the phase
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5. **Review**: Auto-review by Copilot
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6. **Quality**: Automated quality checks
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7. **Merge**: Auto-merge when approved
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8. **Next**: Automatically triggers next phase
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## Phase Sequence
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```mermaid
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graph LR
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A[Phase 1: Literature] --> B[Phase 2: Data]
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B --> C[Phase 3: Model]
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C --> D[Phase 4: Advanced Features]
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D --> E[Phase 5: Evaluation]
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E --> F[Phase 6: Documentation]
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```
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## Documentation
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See [PIPELINE.md](PIPELINE.md) for complete documentation.
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## Configuration Files
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- **Copilot Workspace**: Instructions for each phase implementation
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- **Workflows**: Automation orchestration
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- **Quality Checks**: Linting, testing, documentation validation
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## Support
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For issues with the automated pipeline:
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1. Check workflow logs in Actions tab
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2. Review [PIPELINE.md](PIPELINE.md) troubleshooting section
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3. Open an issue with the `pipeline` label

.github/copilot-instructions.md

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# NEST Project Copilot Instructions
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## Project Overview
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NEST (Neural EEG Sequence Transducer) is a BCI project for EEG-to-text decoding using sequence transduction models focused on English language processing.
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## Development Phases
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The project follows a 6-phase roadmap. Each phase has specific objectives and should be completed sequentially.
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## General Guidelines
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- Follow the roadmap defined in ROADMAP.md
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- Maintain clean, well-documented code
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- Add comprehensive tests for all new functionality
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- Update documentation as you implement features
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- Use type hints for Python code
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- Follow PEP 8 style guidelines
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- Create reproducible experiments with seed settings

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