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GLM5Analysis/README.md

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+# GLM-5 Analysis Artifacts
+
+This folder contains pre-computed analysis artifacts generated by GLM-5 for use with cheaper inference models.
+
+## Purpose
+
+These artifacts enable cheaper models to work effectively on the DataPRO codebase by providing:
+- High-level architecture understanding
+- Reusable code patterns
+- Task-specific prompt templates
+- Test scaffolds
+
+## Contents
+
+### Architecture.md
+Comprehensive system architecture document including:
+- System overview
+- Solution structure
+- Architecture patterns (MVVM, Prism, Unity DI)
+- Module dependency graph
+- Data flow diagrams
+- Extension points
+- Key technologies
+- Gotchas and tech debt
+
+### PatternLibrary/
+
+Reusable code patterns extracted from the codebase:
+
+| File | Purpose |
+|------|---------|
+| `PrismModulePattern.md` | Creating new Prism modules |
+| `MVVM_Pattern.md` | View/ViewModel implementation |
+| `DataAccessPattern.md` | Database operations via DbAPI |
+| `ServicePattern.md` | Background services and hardware communication |
+| `ImportExportPattern.md` | Data import/export workflows |
+
+### PromptTemplates/
+
+Task-specific prompts for common development activities:
+
+| File | Use Case |
+|------|----------|
+| `AddNewSensorType.md` | Adding a new sensor to the system |
+| `AddNewReport.md` | Creating a new report module |
+| `AddNewImportFormat.md` | Supporting a new data format |
+| `AddNewHardwareSupport.md` | Adding new DAS hardware support |
+| `FixBugInViewModel.md` | Debugging MVVM issues |
+| `AddUnitTest.md` | Creating unit tests |
+
+### TestScaffolds/
+
+Test templates for common testing scenarios.
+
+## Usage with Cheaper Models
+
+When using a smaller/cheaper model for development tasks:
+
+1. **For architecture questions**: Include `Architecture.md` in context
+2. **For code generation**: Include relevant pattern from `PatternLibrary/`
+3. **For specific tasks**: Include relevant prompt template from `PromptTemplates/`
+4. **For testing**: Include relevant scaffold from `TestScaffolds/`
+
+### Example Context Assembly
+
+```
+You are working on DataPRO, a .NET WPF sensor data acquisition system.
+
+Architecture overview:
+[Include Architecture.md relevant sections]
+
+Relevant pattern:
+[Include pattern from PatternLibrary/]
+
+Task:
+[Include prompt from PromptTemplates/]
+```
+
+## Regeneration
+
+These artifacts were generated on 2026-04-16. To regenerate:
+
+1. Ensure enrichment is complete in `enriched-qwen3-coder-next/`
+2. Run GLM-5 analysis on the codebase
+3. Update this folder
+
+## Token Budget
+
+| Artifact | Approximate Size |
+|----------|------------------|
+| Architecture.md | ~16KB / ~4,000 tokens |
+| PatternLibrary/* | ~56KB / ~14,000 tokens |
+| PromptTemplates/* | ~75KB / ~19,000 tokens |
+| TestScaffolds/* | TBD |
+
+Select artifacts based on your context window budget.