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site_name: SUPEROPTIX AI
site_description: 'AI Agent Development Framework: Evaluation-First and Optimization-Core.'
site_url: https://docs.super-agentic.ai
site_author: SuperagenticAI
markdown_extensions:
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- pymdownx.details
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custom_fences:
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class: mermaid
format: !!python/name:pymdownx.superfences.fence_code_format
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pygments_lang_class: true
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pygments_style: monokai
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line_anchors: ""
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emoji_index: !!python/name:material.extensions.emoji.twemoji
emoji_generator: !!python/name:material.extensions.emoji.to_svg
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title: "On this page"
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theme:
name: material
language: en
favicon: 'favicon.png'
logo: 'logo.png'
palette:
# Light mode
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scheme: default
primary: grey
accent: purple
toggle:
icon: material/weather-sunny
name: Switch to dark mode
# Dark mode
- media: "(prefers-color-scheme: dark)"
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icon: material/weather-night
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font:
text: Inter
code: Fira Code
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extra_css:
- stylesheets/extra.css?v=24.0 # Fixed tables - removed animation observer, aggressive CSS
extra:
# homepage: https://superoptix.docs
social:
- icon: fontawesome/brands/github
link: https://github.com/SuperagenticAI
- icon: fontawesome/brands/twitter
link: https://x.com/SuperagenticAI
- icon: fontawesome/brands/linkedin
link: https://www.linkedin.com/company/superagenticai
generator: false
plugins:
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lang: en
nav:
- ๐ Home: index.md
- ๐ Get Started:
- '๐ Introduction': introduction.md
- '๐ Quick Start': quick-start.md
- 'โญ Golden Workflow': guides/golden-workflow.md
- '๐ Multi-Framework Quick Start': tutorials/multi-framework-quickstart.md
- 'โ๏ธ Setup & Installation': setup.md
- '๐ ๏ธ Troubleshooting by Symptom': guides/troubleshooting-by-symptom.md
- '๐ง LLM Setup': llm-setup.md
- '๐๏ธ Environment Setup': environment-setup.md
- '๐ Project Structure': project-structure.md
- '๐ Tutorials':
- '๐ Tutorials Overview': tutorials/index.md
- '๐ง OpenAI SDK + GEPA Optimization': tutorials/openai-sdk-gepa-optimization.md
- ๐ฌ Frameworks:
- '๐ Frameworks Overview': guides/index.md
- '๐ Comparison': guides/multi-framework.md
- '๐ Feature Matrix': guides/framework-feature-matrix.md
- '๐ค OpenAI SDK': guides/openai-sdk-integration.md
- '๐ง Claude Agent SDK': guides/claude-sdk-integration.md
- '๐ Pydantic AI': guides/pydantic-ai-integration.md
- '๐ Pydantic AI MCP Demo': guides/pydantic-ai-mcp-demo.md
- '๐ฅ CrewAI': guides/crewai-integration.md
- 'โก CrewAI Advanced': guides/crewai-task-optimization.md
- '๐ฎ Google ADK': guides/google-adk-integration.md
- '๐ข Microsoft (Legacy)': guides/microsoft-framework-integration.md
- '๐ DeepAgents': guides/deepagents-integration.md
- ๐ SuperSpec:
- '๐ SuperSpec Overview': guides/superspec.md
- '๐ DSL Reference': guides/superspec-dsl-reference.md
- '๐ DSL Examples': guides/superspec-dsl-examples.md
- '๐๏ธ Agent Building': guides/superspec-agent-building.md
- 'โ๏ธ Configuration': guides/superspec-configuration.md
- '๐ง Context Engineering': guides/superspec-context-engineering.md
- ๐ ๏ธ Build:
- '๐จ Agent Patterns': agent-patterns.md
- '๐ Agent Discovery': guides/agent-discovery.md
- '๐ค Agent Development': guides/agent-development.md
- '๐ง Tool Development': guides/tool-development.md
- '๐๏ธ Technical Architecture': guides/technical-architecture.md
- ๐ค A2A:
- '๐ค Introduction': guides/a2a-introduction.md
- '๐ A2A Guide': guides/a2a-guide.md
- '๐งญ Integration Checklist': guides/a2a-integration-checklist.md
- '๐งช A2A Demo Guide': guides/a2a-demo-guide.md
- Evaluate:
- 'Evaluation & Testing': guides/evaluation-testing.md
- '๐ญ RSpec-Style BDD Testing': guides/bdd.md
- ๐ฏ Agent Optimization:
- '๐ Overview': guides/agent-optimization/overview.md
- '๐ฌ Prompt Optimization': guides/agent-optimization/prompts.md
- '๐ RAG Optimization': guides/agent-optimization/rag.md
- '๐ ๏ธ Tool Optimization': guides/agent-optimization/tools.md
- '๐ง Memory Optimization': guides/agent-optimization/memory.md
- '๐ Protocol Optimization (MCP)': guides/agent-optimization/protocols.md
- '๐ Dataset-Driven Optimization': guides/agent-optimization/datasets.md
- '๐ฏ Full-Stack Example': guides/agent-optimization/full-stack-example.md
- โก Optimize:
- '๐งฌ GEPA Optimizer': guides/gepa-optimization.md
- '๐ Optimization Guide': guides/optimization.md
- '๐ฌ DSPy Optimizers': guides/dspy-optimizers.md
- '๐ง OpenAI SDK + GEPA Tutorial': tutorials/openai-sdk-gepa-optimization.md
- '๐ RAG Optimization': tutorials/rag-optimization.md
- '๐ MCP Optimization': tutorials/mcp-optimization.md
- '๐ก Memory Optimization': guides/memory-optimization.md
- ๐งช RLM:
- '๐งช RLM Overview (Experimental)': guides/rlm-experimental.md
- ๐ผ Orchestrate:
- '๐ผ Orchestra Development': guides/orchestra-development.md
- '๐ผ Multi-Agent Orchestra': tutorials/first-orchestra.md
- ๐ Monitor:
- '๐ Observability Overview': guides/observability.md
- '๐งฟ MLFlow': guides/mlflow-guide.md
- '๐งฌ LangFuse': guides/langfuse-integration.md
- '๐ฅ LogFire': guides/logfire-integration.md
- '๐ Weights & Biases': guides/weights-biases-integration.md
- 'โ๏ธ Comparison': guides/observability-comparison.md
- '๐ Enhanced': guides/enhanced-observability.md
- ๐๏ธ Context:
- '๐ RAG & MCP Guide': guides/mcp-rag-complete-guide.md
- '๐ RAG Configuration': guides/rag.md
- '๐ MCP Protocol': guides/protocol-first-agents.md
- '๐ Dataset Import': guides/dataset-import.md
- '๐ง Memory Systems': guides/memory.md
- ๐งฉ TurboAgents:
- 'Overview': guides/turboagents-integration.md
- 'Chroma': examples/agents/rag-chroma-demo.md
- 'LanceDB': examples/agents/rag-lancedb-demo.md
- 'SurrealDB': examples/agents/surrealdb-frameworks-demo.md
- ๐ Integrations:
- 'โก Optimas': examples/agents/optimas-examples.md
- 'โก Optimas Guide': guides/optimas-integration.md
- '๐๏ธ StackOne Integration': guides/stackone-integration.md
- '๐๏ธ StackOne + Claude SDK': guides/stackone-claude-sdk.md
- '๐ฐ Weaviate': examples/agents/weaviate-demo.md
- '๐ธ Qdrant': examples/agents/qdrant-demo.md
- '๐๏ธ Milvus': examples/agents/milvus-demo.md
- '๐ ๏ธ Tools': examples/agents/tools-demo.md
- '๐ง Memory': examples/agents/memory-demo.md
- '๐ Observability': examples/agents/observability-demo.md
- '๐ฐ๏ธ Arize Phoenix': examples/agents/arize-phoenix-demo.md
- '๐งฟ MLFlow': examples/agents/mlflow-integration.md
- '๐งฌ LangFuse': examples/agents/langfuse-integration.md
- '๐ GEPA': examples/agents/gepa-integration.md
- ๐ป CLI:
- '๐ CLI Complete Guide': guides/cli-complete-guide.md
- '๐ CLI Reference': reference/cli.md
- โจ Super CLI (Beta):
- '๐ฌ Overview': guides/super-cli.md
- '๐ง Technical Details': guides/conversational-interface.md
- ๐ค Models:
- '๐ง Model Management': guides/model-management.md
- '๐ก Model Intelligence': guides/model-intelligence.md
- '๐ป Local Inference':
- '๐ป MLX (Apple Silicon)': examples/agents/mlx-demo.md
- '๐ผ Ollama': examples/agents/ollama-demo.md
- '๐ค HuggingFace': examples/agents/huggingface-demo.md
- '๐๏ธ LM Studio': examples/agents/lmstudio-demo.md
- 'โ๏ธ Cloud':
- 'โ๏ธ Cloud Inference (OpenAI, Anthropic, Google)': guides/cloud-inference.md
- '๐ vLLM (High-Performance Serving)': guides/vllm-inference.md
- 'โก SGLang (Structured Generation)': guides/sglang-inference.md
- ๐ Examples:
- '๐ Examples Overview': examples/index.md
- 'โก Optimas': examples/agents/optimas-examples.md
- '๐ฅ ChromaDB RAG': examples/agents/rag-chroma-demo.md
- '๐ LanceDB RAG': examples/agents/rag-lancedb-demo.md
- '๐ฐ Weaviate': examples/agents/weaviate-demo.md
- '๐ธ Qdrant': examples/agents/qdrant-demo.md
- '๐๏ธ Milvus': examples/agents/milvus-demo.md
- '๐ฃ SurrealDB': examples/agents/surrealdb-frameworks-demo.md
- '๐ ๏ธ Tools': examples/agents/tools-demo.md
- '๐ง Memory': examples/agents/memory-demo.md
- '๐ Observability': examples/agents/observability-demo.md
- '๐ฐ๏ธ Arize Phoenix': examples/agents/arize-phoenix-demo.md
- '๐งฟ MLFlow Integration': examples/agents/mlflow-integration.md
- '๐งฌ LangFuse Integration': examples/agents/langfuse-integration.md
- '๐ Weights & Biases': examples/agents/weights-biases-demo.md
- '๐ GEPA': examples/agents/gepa-integration.md
- ๐ฏ Techniques:
- '๐ฏ Overview': techniques/index.md
- '๐ง Memory Systems': guides/memory.md
- '๐ก Memory Optimization': guides/memory-optimization.md
- '๐ RAG Integration': guides/rag.md
- '๐ Optimization': guides/optimization.md
- 'Evaluation & Testing': guides/evaluation-testing.md
- '๐ Observability': guides/observability.md
- '๐ญ RSpec-Style BDD Testing': guides/bdd.md
- '๐ CI/CD Integration': guides/cicd-integration.md
- '๐ Rails Analogy (For Rails Devs)': guides/rails-analogy.md
- ๐๏ธ Marketplace:
- '๐๏ธ Marketplace Overview': guides/marketplace.md
- Responsible AI:
- 'Responsible AI Guide': guides/responsible-ai.md
- ๐ข Company:
- '๐ Superagentic AI': superagentic-ai.md
- ๐ Reference:
- '๐ Overview': reference/index.md
- '๐ง API Reference':
- 'API Overview': reference/api/index.md
- '๐ SuperSpec API': reference/api/superspec.md
- '๐งฌ GEPA API': reference/api/gepa.md
- '๐ฌ DSPy Optimizers API': reference/api/dspy-optimizers.md
- '๐ Runners API': reference/api/runners.md
- '๐ง Memory API': reference/api/memory.md
- '๐ค Models API': reference/api/models.md
- '๐ง Tools API': reference/api/tools.md
- '๐ Observability API': reference/api/observability.md
- '๐ป CLI API': reference/api/cli.md
- '๐ง Core API': reference/api/core.md
- 'โ FAQ': faq.md
- '๐ Debugging': debugging-guide.md
copyright: Copyright ยฉ 2025 Superagentic AI. Made with โค๏ธ for the Agentic AI community.