DP44/GLM5Analysis

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.