AI-Assisted Development Knowledge Base¶

Empowering developers with AI-assisted workflows and production-ready Cognite Data Fusion (CDF) frameworks. Build smarter, deploy faster.

Welcome to a comprehensive resource bridging AI-assisted development and CDF project management. Built on a "docs-as-code" vision, this repo uses Markdown as the source of truth, with AI driving automation and Toolkit YAML generation.

Core Ideals of This Repository¶

AI + CDF Synergy: Leverage AI for smarter workflows, combining prompt engineering with CDF's Data Models and Toolkit for efficient, scalable industrial solutions.
Docs-as-Code Philosophy: Treat designs as code for versioned, collaborative management, enabling faster onboarding through natural language docs.
Practical Focus: Real-world templates, playbooks, and metrics to deliver measurable value, like 50%+ efficiency gains in project setup.
Community Growth: Evolve through contributions, ensuring cutting-edge content.

🎯 Why This Repository?¶

Dual Learning Paths: From AI fundamentals to advanced CDF implementation.
Practical Value: Production-tested templates, workflows, and ROI frameworks.
Efficiency Gains: Reduce development time by 40-60% with AI patterns.
Community-Driven: Contribute to evolving best practices.

📊 Dual Learning Paths¶

graph TD
    A[Start Here] --> B[AI Knowledge Path]
    A --> C[CDF Docs-as-Code Path]
    B --> D[Basics: Context Engineering]
    B --> E[Advanced: Prompting Techniques]
    B --> F[Practical: Workflows & ROI]
    C --> G[Concepts: Templates & Playbooks]
    C --> H[Implementation: YAML Generation]
    C --> I[Advanced: CI/CD & Monitoring]

1. AI Knowledge Path¶

Master AI to supercharge your development.

Overview – Core concepts.
Context Engineering – Build effective AI context.
Advanced Prompting – Sophisticated techniques.
Next: Dive into Workflows.

2. CDF Docs-as-Code Path¶

Manage CDF projects with AI-assisted docs.

Overview & Vision – The big picture.
Core Concepts – Framework basics.
Templates – Design your project.
Next: Explore Playbooks.

📁 Browse by Category¶

AI & Prompting: Fundamentals | Advanced | Workflows
CDF Framework: Concepts | Templates | Playbooks | Advanced
Governance: Guidelines | Contributing

🔍 Common Use Cases¶

Learn AI Basics: Dive into Context Engineering.
Build CDF Models: Use Conceptual Model Template.
Automate Workflows: Follow Workflow Lifecycle.
Scale Projects: Leverage multi-module designs for large datasets, using Module Bootstrap.
Measure ROI: Apply ROI Taxonomy.

🤝 Get Involved¶

See Contributing to add your expertise.

Ready to transform your workflow? Choose a path above or browse the full docs.