First Universal Agent Optimization Framework

SUPEROPTIX AIFull-Stack Agentic AIOptimization Platform

Evaluate.
Optimize.
Orchestrate.

Optimize Agents across Prompts, RAG, Tools, Memory, and Context. Define once, deploy anywhere, across frameworks, protocols, and optimizers.

🏭 The Agent Building Factory: Generate tailored agents for each business use case with the most effective framework and tech stack.

Terminal
$

You Do Context Engineering.

SuperOptiX Does Agent Engineering.

🔷DSPy
🤖OpenAI
CrewAI
🔍Google ADK
💠Microsoft
🧠DeepAgents

Super Special

The only platform that brings full-stack optimization to agentic AI

Evaluation-First

Built-in testing and validation from day one. Define behavior scenarios, run automated evaluations, track metrics.

Built-in from day one

Framework-Agnostic

Works with DSPy, OpenAI SDK, CrewAI, Google ADK, Microsoft, and DeepAgents. One workflow, six frameworks.

Six frameworks, one workflow

Zero Lock-in

Define once, deploy anywhere. Switch between frameworks, protocols, and optimizers without rewriting.

Deploy anywhere

Future-Proof

Unified agent development that adapts to changing technologies. Your specifications stay constant as frameworks evolve.

Adapts to change
The Unsolved Problem

Agent Optimization Is Unsolved

Everybody is trying to solve it. Nobody has succeeded. Until now.

The Problem

  • Agents fail in production
  • Manual prompt tweaking is endless
  • No systematic optimization exists
  • Frameworks ignore the core issue

The Reality

Without optimization, AI and agents aren't going anywhere.

Not even close to production.

Optimization at each layer is what makes agents production-worthy.

SuperOptiX

  • Optimization is our entire focus
  • Built for production from day one
  • Industry-leading optimizers + our own
  • Works with ANY framework or custom agents

We Optimize at Every Layer

SuperOptiX is fully focused on solving the optimization of agents at each layer, making them truly production-worthy.

Prompt Optimization

Automatic prompt evolution and refinement

Context Optimization

Structured context engineering

Pipeline Optimization

End-to-end workflow refinement

Model Optimization

Hyperparameter and configuration tuning

🔍 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. Whether you're using DSPy, OpenAI SDK, CrewAI, Google ADK, Microsoft, or DeepAgents, SuperOptiX gives you the power to optimize and deploy production-grade agents.

🎯

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 significant 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.

🏭

SuperOptiX: The Agent Building Factory

SuperOptiX is the Agent Building Factory for tailored business use cases. We generate different agents for each unique requirement, selecting the most effective framework and tech stack.

Supporting the Forward Deployed Agents (FDA) approach, SuperOptiX enables you to build production-ready agents optimized for your specific business needs.

🎯

Tailored for Your Use Case

Each business has unique requirements. SuperOptiX generates custom agents specifically designed for your use case, not generic solutions.

⚙️

Optimal Framework Selection

We analyze your requirements and select the most effective framework (DSPy, OpenAI SDK, CrewAI, etc.) and tech stack for maximum performance.

🚀

FDA Approach Support

Built to support Forward Deployed Agents methodology. We deploy, you train, they deliver. Production-ready agents from day one.

Ready to Build Your Custom Agent?

Book a demo to discover how SuperOptiX will generate the most effective agent with the most effective framework and tech stack for your business. Don't miss out on this opportunity.

👥 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

Create sophisticated multi-agent architectures with built-in optimization, testing, and deployment pipelines.

  • DSPy-powered optimization
  • Agent orchestration
  • Production-ready deployment
🚀

Tech Teams & Startups

Deploying LLM-native workflows and agent stacks

Accelerate your AI product development with composable, scalable agent infrastructure.

  • Rapid prototyping
  • Scalable architecture
  • Cost optimization
🏢

Enterprise AI Architects

Seeking scalable, composable, multi-agent infrastructure

Build enterprise-grade AI systems with robust governance, security, and observability.

  • Enterprise security
  • Multi-tenant architecture
  • Compliance ready
🔬

R&D Labs

Experimenting with agent simulations and protocols

Push the boundaries of AI research with advanced agent architectures and simulation capabilities.

  • Research tools
  • Simulation frameworks
  • Protocol experimentation

Optimization-Obsessed Devs

Wanting reproducible, test-driven, fine-tuned agents

Achieve peak performance with systematic optimization, testing, and continuous improvement.

  • 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: Significant improvements with minimal training
  • 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
Improvement
Significant improvement
Pass Rate
100%
🤖

OpenAI SDK

Simple & fast agents

1 variable
100% pass rate
Quick deployment
Improvement
Significant improvement
Pass Rate
100%

CrewAI

Multi-agent teams

5 variables
Team coordination
Role-based
Improvement
Significant improvement
Pass Rate
100%
🔍

Google ADK

Gemini-native integration

Free tier
Google AI
Native tools
Improvement
Optimized
Pass Rate
95%
💠

Microsoft

Enterprise Azure integration

Azure native
Enterprise ready
Security first
Improvement
Optimized
Pass Rate
98%
🧠

DeepAgents

Complex planning & reasoning

LangChain-based
Advanced planning
Deep reasoning
Improvement
Optimized
Pass Rate
92%
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 significant accuracy improvement (DSPy)
100% pass rate maintained (OpenAI & CrewAI)
Works with just 3-10 training scenarios
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 successfully
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

How It Works

1

We Deploy SuperOptiX

SuperOptiX is deployed directly into your environment as an on-premise sandbox. Zero data leaves your infrastructure.

2

You Train Your Agents

Use your own data, workflows, and constraints. Experiment freely with prompts, RAG, tools, and optimization strategies.

3

Agents Deliver Results

Agents learn, adapt, and evolve continuously. They integrate with real-world data and co-evolve with your needs.

4

Scale Together

Once outcomes are proven, we scale together. You own your data, your agents, and your outcomes.

Our Philosophy

"We deploy the agents. Clients train them. They deliver.
Once outcomes are proven, we scale together."

You Own Your Data

You Own Your Agents

You Own Your Outcomes

Deploy agents, not teams. Prove value before you pay. Build trust before you scale.

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

⭐ BEST CHOICE

SuperOptiX

Build in ANY of 6 frameworks

GEPA universal optimizer with proven results

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 successfully
# Step 6: Evaluate optimized version
$ super agent evaluate <agent_name> --load-optimized
# Step 7: Run in production
$ super agent run <agent_name>
Beta Release

💬 Super CLIFirst Ever Conversational CLIfor Building Agentic AI

Talk naturally to SuperOptiX. Build, optimize, and deploy AI agents without memorizing commands.

Super CLI Demo

See Super CLI in action

super-cli@v0.2.0
$
✨ Welcome to Super CLI ✨
💡 Try saying:
→ "build a developer agent"
→ "evaluate my agent"
→ "optimize with GEPA"
SuperOptiX ›
💬

Natural Language

Talk to SuperOptiX naturally. No need to memorize complex commands. Just say what you want.

build a developer agent
🔧

Built-in MCP Client

Industry-standard Model Context Protocol support. Connect to filesystems, databases, and APIs seamlessly.

Filesystem
Database
APIs
🔒

Fully Local

Works completely offline with Ollama and MLX. Your data stays on your machine. 100% privacy guaranteed.

100% Privacy
🤖

Model Flexibility

Switch between Ollama (local), OpenAI (cloud), and Anthropic (cloud) models instantly.

Ollama
OpenAI
Anthropic
🎨

Beautiful UI

58+ engaging animations and rotating messages keep the experience fresh and delightful.

📚

Built-in Knowledge

Ask questions about SuperOptiX, GEPA, RAG, Memory, and more. Intelligent assistance built-in.

/ask how does GEPA work?

Install with: pip install superoptix

🏗️ 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

Context optimization across:

  • Retrieval queries
  • Chunking strategies
  • Embedding selection
  • Relevance scoring
🛠️

Tools & Functions

MCP protocol optimization for:

  • Tool selection
  • Parameter tuning
  • Execution strategies
  • Error handling
🧠

Memory & Context

Intelligent 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.

No framework-specific tricks. No vendor lock-in. Just pure, portable optimization across your entire agentic stack.

Optimize everything. Switch anything. Break nothing.

🔧 Key Capabilities

Everything you need for production-grade AI agents

RSpec-Style BDD

Write behavior-driven specifications (like RSpec for Ruby) 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.

Powered by Forward Deployed Agents (FDA)

🏗️ Agent Tiers by Maturity Level

Build agents based on maturity level or layer. Each tier represents a different sophistication level, from simple question-answering to autonomous decision-making. Custom pricing for each maturity layer.

Level 1
🧙‍♂️

Oracles

Custom Pricing

Simple, fast question answering system

Maturity: Entry

Complexity: Low

Status: ✅ Available

Level 2
🧞‍♂️

Genies

Custom Pricing

Multi-step reasoning with tools & RAG

Maturity: Intermediate

Complexity: Medium

Status: ✅ Available

Level 3
🎭

Protocols

Custom Pricing

MCP & A2A support, advanced workflows

Maturity: Advanced

Complexity: High

Status: ✅ Available

Level 4
🤖

Superagents

Custom Pricing

Multi-agent coordination systems

Maturity: Expert

Complexity: Expert

Status: 🔵 Partially Available

Level 5
👑

Sovereigns

Custom Pricing

Autonomous AI for large-scale operations

Maturity: Autonomous

Complexity: Enterprise

Status: 🔵 Partially Available

Custom Pricing Based on Agent Maturity Level

Through our Forward Deployed Agents (FDA) model, all tiers are deployed on-premise, private, and secure. Pricing is customized based on the maturity layer you choose, deployment scope, and your specific requirements.

You own your data
You own your agents
You own your outcomes
NEW in 0.2.0b1: Framework-Free Core!

🎯 Quick Install

SuperOptiX core is now 100% framework-independent. Choose only what you need!

Core

Core only (no frameworks)

pip install -U superoptix
DSPy

With DSPy (for GEPA optimization)

pip install -U superoptix[frameworks-dspy]
Specific

With specific framework

pip install -U superoptix[frameworks-openai]
pip install -U superoptix[frameworks-crewai]
pip install -U superoptix[frameworks-google]

🚀 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.