SuperOptiX AI
Full-Stack Agentic AI Optimization Platform
Optimize across Prompts, RAG, Tools, Memory, and Context
Framework-agnostic, evaluation-first architecture with zero lock-in. Supporting DSPy, OpenAI SDK, CrewAI, Google ADK, Microsoft, and DeepAgents.
$ pip install superoptixPowered by GEPA Optimizer - Genetic-Pareto Algorithm for Universal Agent Optimization
🔍 What is SuperOptiX?
SuperOptiX is the first universal agent optimization framework that brings end-to-end optimization to AI agents across 6 major frameworks.
Build, evaluate, and optimize agents from any framework with a unified workflow powered by GEPA (Genetic-Pareto). Unlike frameworks that only build agents, SuperOptiX makes optimization, evaluation, and quality assurance core to the development lifecycle.
Evaluation-First Architecture
RSpec-style BDD specifications with built-in testing and validation from day one. Define behavior scenarios, run automated evaluations, track metrics across optimization iterations.
GEPA Universal Optimizer
Automatic optimization across all 6 major agent frameworks with proven results. Achieve 37.5% → 80% improvements with just 3-10 training scenarios.
Multi-Framework Support
Works with DSPy, OpenAI SDK, CrewAI, Google ADK, Microsoft, and DeepAgents. One workflow, six frameworks, unlimited possibilities.
SuperSpec DSL
Declarative language for agent specifications with Kubernetes-style versioning. Write once, deploy to any framework.
Context Engineering
Systematic approach to delivering optimal information and tools to agents. Includes RAG, MCP protocol, and memory optimization.
Multi-Tier Architecture
Progressive complexity from Oracles to Sovereigns with built-in safety. Free tiers (Oracle & Genie) and commercial tiers for enterprise.
👥 Who is SuperOptiX for?
SuperOptiX is designed for forward-thinking teams and individuals who are ready to build the next generation of AI systems.
AI Engineers
Building agent copilots and autonomous systems
- DSPy-powered optimization
- Agent orchestration
- Production-ready deployment
Tech Teams & Startups
Deploying LLM-native workflows and agent stacks
- Rapid prototyping
- Scalable architecture
- Cost optimization
Enterprise AI Architects
Seeking scalable, composable, multi-agent infrastructure
- Enterprise security
- Multi-tenant architecture
- Compliance ready
R&D Labs
Experimenting with agent simulations and protocols
- Research tools
- Simulation frameworks
- Protocol experimentation
Optimization-Obsessed Devs
Wanting reproducible, test-driven, fine-tuned agents
- BDD testing
- Performance optimization
- Reproducible results
⚡ What Makes SuperOptiX Special?
Four revolutionary features that set SuperOptiX apart
Multi-Framework Support
One optimization workflow, 6 frameworks:
- DSPy - Structured prompting & signatures
- OpenAI SDK - Native OpenAI agents
- CrewAI - Multi-agent teams
- Google ADK - Gemini agents
- Microsoft - Enterprise agents
- DeepAgents - LangGraph workflows
GEPA Universal Optimizer
The only optimizer that works across ALL frameworks:
- Proven Results: 37.5% → 80% improvements
- Framework-Agnostic: One command for all
- Auto-Configuration: Light, medium, intensive
- RSpec-Style BDD: Optimize against behavior specs
MCP & RAG Optimization
Advanced context optimization:
- MCP Protocol: Model Context Protocol integration
- RAG Optimization: Optimize retrieval quality
- Memory Optimization: GEPA-based context selection
- Vector DBs: ChromaDB, LanceDB, Weaviate, Qdrant, Milvus
SuperSpec DSL
Universal agent specification language:
- Framework Freedom: Write once, deploy anywhere
- Kubernetes-Style: Declarative YAML specs
- RSpec-Style BDD: Built-in behavior scenarios
- Full Lifecycle: Build → Eval → Optimize → Deploy
Framework Agnostic
Build Once. Deploy Anywhere.
SuperOptiX works seamlessly with 6 major AI frameworks. Write your agent specification once with SuperSpec DSL, then deploy to any framework with a single command.
DSPy
Complex reasoning & research
- 10+ variables
- Ollama support
- Advanced optimization
OpenAI SDK
Simple & fast agents
- 1 variable
- 100% pass rate
- Quick deployment
CrewAI
Multi-agent teams
- 5 variables
- Team coordination
- Role-based
Google ADK
Gemini-native integration
- Free tier
- Google AI
- Native tools
Microsoft
Enterprise Azure integration
- Azure native
- Enterprise ready
- Security first
DeepAgents
Complex planning & reasoning
- LangChain-based
- Advanced planning
- Deep reasoning
Universal Optimizer
GEPA Works Across All Frameworks
The (Genetic-Pareto (GEPA) is the world's first framework-agnostic optimizer. It works seamlessly with DSPy, OpenAI, CrewAI, and all other supported frameworks.
Proven Results
37.5% → 80%
accuracy improvement (DSPy)
Pass Rate
100%
maintained (OpenAI & CrewAI)
Training Scenarios
3-10
scenarios needed
Framework Switching
➜ ~ super agent compile developer
# Compiles to DSPy by default
➜ ~ super agent compile developer --framework openai
✓ Compiled to OpenAI SDK
➜ ~ super agent compile developer --framework crewai
✓ Compiled to CrewAI
➜ ~ super agent optimize developer --auto medium
🚀 GEPA optimizing across all frameworks...
✓ Optimization complete: 37.5% → 80%Business Model
Piloting Forward Deployed Agents
SuperOptiX is pioneering a new deployment model for the Agentic AI era. Instead of traditional SaaS, we deploy intelligent agents directly into your environment.
What is FDA?
Forward Deployed Agents (FDA) is our innovative business model where we deploy intelligent AI agents directly into your environment—on-premise, private, and secure.
On-Premise Deployment
Ultimate privacy and control in your infrastructure
You Train, They Deliver
Clients train agents with their own data and workflows
Prove Value First
Scale together once outcomes are proven
We Deploy SuperOptiX
SuperOptiX is deployed directly into your environment as an on-premise sandbox. Zero data leaves your infrastructure.
You Train Your Agents
Use your own data, workflows, and constraints. Experiment freely with prompts, RAG, tools, and optimization strategies.
Agents Deliver Results
Agents learn, adapt, and evolve continuously. They integrate with real-world data and co-evolve with your needs.
Scale Together
Once outcomes are proven, we scale together. You own your data, your agents, and your outcomes.
"We deploy the agents. Clients train them. They deliver.
Once outcomes are proven, we scale together."
Why Choose SuperOptiX?
The Only Framework That Does It All
Other frameworks make you choose between building agents OR optimizing them. SuperOptiX does both - and works with ALL major frameworks.
Other Frameworks
- •Build in ONE framework only
- •No universal optimizer
- •Manual testing & evaluation
- •Framework vendor lock-in
- •Limited RAG/MCP support
SuperOptiX
- Build in ANY of 6 frameworks
- GEPA universal optimizer (37.5% → 80%)
- RSpec-style automated testing
- Zero framework lock-in
- Full RAG & MCP optimization
🎯 Optimization-First Philosophy
SuperOptiX makes optimization a first-class citizen, not an afterthought. Every agent is designed to be evaluated and optimized from day one with RSpec-style BDD scenarios.
🔬 True Multi-Framework Support
SuperOptiX provides a unified optimization workflow across DSPy, OpenAI SDK, CrewAI, Google ADK, Microsoft, and DeepAgents with the same GEPA optimizer.
🚀 Universal Optimization Workflow
Same workflow across ALL frameworks - choose your framework, keep the optimization power
🎯 One workflow. Six frameworks. Unlimited possibilities.
Universal Workflow
# Step 1: Initialize project
$ super init my_agent_project
$ cd my_agent_project
# Step 2: Pull demo agent (works for ANY framework!)
$ super agent pull sentiment_analyzer # DSPy
$ super agent pull assistant_openai # OpenAI SDK
$ super agent pull researcher_crew # CrewAI
# Step 3: Compile agent
$ super agent compile <agent_name>
# Step 4: Evaluate baseline performance
$ super agent evaluate <agent_name>
# Step 5: Optimize with GEPA (same command for ALL frameworks!)
$ super agent optimize <agent_name> --auto medium
🚀 GEPA optimizing across all frameworks...
✓ Optimization complete: 37.5% → 80%
# Step 6: Evaluate optimized version
$ super agent evaluate <agent_name> --load-optimized
# Step 7: Run in production
$ super agent run <agent_name>🏗️ Full-Stack Agentic Optimization
SuperOptiX is the only framework that optimizes across every layer of the agentic stack with a universal, framework-agnostic approach
Prompts & Instructions
Evolutionary optimization of:
- System prompts
- Agent instructions
- Reasoning patterns
- Task descriptions
RAG & Retrieval
Evolutionary optimization of:
- Retrieval queries
- Chunking strategies
- Embedding selection
- Relevance scoring
Tools & Functions
Evolutionary optimization of:
- Tool selection
- Parameter tuning
- Execution strategies
- Error handling
Memory & Context
Evolutionary optimization of:
- Memory retrieval
- Context windows
- Storage strategies
- Attention patterns
⚡ Universal Optimization Engine
Framework-agnostic optimization means GEPA works the same whether you're using DSPy, CrewAI, OpenAI SDK, or any other framework.
Optimize everything. Switch anything. Break nothing.
🔧 Key Capabilities
Everything you need for production-grade AI agents
RSpec-Style BDD
Write behavior-driven specifications and validate agent performance automatically.
Performance Optimization
GEPA optimizer delivers proven performance improvements across all frameworks.
Multi-Agent Orchestration
Build complex multi-agent systems with coordination and communication.
Production Operations
Deploy with confidence using built-in monitoring, tracing, and observability.
Memory Systems
Short-term, long-term, and vector memory for intelligent agent interactions.
RAG Integration
Connect to ChromaDB, LanceDB, Weaviate, Qdrant, Milvus, and more.
Model Management
Support for OpenAI, Anthropic, HuggingFace, Ollama, MLX, and local models.
Local & Cloud Inference
Run locally with Ollama/MLX or scale to cloud with vLLM/SGLang/TGI.
💼 Commercial Package with Free Tiers
🏗️ Progressive Tier System
Scale from simple to enterprise complexity with our 5-tier architecture inspired by Nick Bostrom's Superintelligence and Sam Altman's AGI stages
Oracles
Genies
Protocols
Superagents
Sovereigns
🎯 Quick Install
SuperOptiX core is now 100% framework-independent. Choose only what you need!
Core
Core only (no frameworks)
pip install -U superoptixDSPy
With DSPy (for GEPA optimization)
pip install -U superoptix[frameworks-dspy]Specific
With specific framework
pip install -U superoptix[frameworks-openai]🚀 Ready to Build Optimized AI Agents?
Start with our free Oracle & Genie tiers today!
Join the SuperOptiX movement to create intelligent, optimized, and reliable AI agents.
SuperOptiX: The King of Agent Frameworks
Where optimization meets intelligence.
SuperOptiX AI by Superagentic AI
The first framework-agnostic platform for end-to-end optimization of agentic AI systems.
Purpose-built for Optimization at Its Core, Evaluation from the Start, and Multi-Agent Intelligence by Design. Build production-grade agents with precision, performance, and scalability across DSPy, OpenAI SDK, CrewAI, Google ADK, Microsoft, and DeepAgents.