kaoola/agent-engineering-framework

Agent Engineering Framework

An interactive reference for the 5-layer Agent Engineering framework:

Prompt Engineering (2022-2023)
  └── Context Engineering (2023-2024)
        └── Harness Engineering (2024-2025)
              └── Loop Engineering (2025-2026)
                    └── Graph Engineering (2026-)
                          └── World Model

Features

• —📊 Overview — Full evolution table with all 5 layers
• —🔍 Layer Explorer — Deep dive into each layer with core concepts, comparisons, and code examples
• —⚖️ Compare — Side-by-side comparison of any two layers
• —🔎 Search — Full-text search across the knowledge base
• —🤖 Agent API — AI agents can query the framework via agents.md

For AI Agents

This Space exposes an agents.md that any coding agent (Claude Code, Codex, OpenCode, Pi) can call directly:

curl https://huggingface.co/spaces/{namespace}/agent-engineering-framework/agents.md

Local Development

pip install -r requirements.txt
python app.py