The First Universal Agent Optimization Framework

Why SuperOptiX Changes Everything

SuperOptiX 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).

6
Frameworks
80%
Accuracy Achieved
3-10
Training Examples
200+
Pre-built Agents

What is SuperOptiX?

The first universal agent optimization framework that brings end-to-end optimization to AI agents across all major frameworks.

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.

Multi-Framework

6 frameworks, one workflow

GEPA Optimizer

Universal optimization engine

SuperSpec DSL

Declarative specifications

The Problems SuperOptiX Solves

Traditional agent frameworks leave critical gaps in the development lifecycle

❌ Framework Lock-In

Choose DSPy and you're locked in. Want to try CrewAI? Rewrite everything. Want to test OpenAI SDK? Start over. Framework vendor lock-in prevents innovation.

✅ Framework Freedom

Define your agent once with SuperSpec. Deploy to any of 6 frameworks with one command. Try DSPy today, CrewAI tomorrow, OpenAI next week. Zero lock-in.

❌ Manual Optimization

Manually tune prompts hoping for better results. No systematic approach. No metrics. No automation. Just trial and error that wastes weeks of engineering time.

✅ Universal GEPA Optimizer

One optimizer for ALL frameworks. Proven 37.5% → 80% improvement with just 3-10 examples. Automatic, systematic, framework-agnostic optimization.

❌ No Built-In Evaluation

Testing is an afterthought. No standardized way to validate agent behavior. Manual testing that doesn't scale. Ship and hope it works.

✅ Evaluation-First Architecture

RSpec-style BDD testing built into the core. Define behavior scenarios, run automated evaluations, track metrics across iterations. Quality from day one.

6 Core Features That Set SuperOptiX Apart

Everything you need for production-grade agentic AI in one unified framework

Evaluation-First Architecture

RSpec-style BDD specifications with built-in testing and validation from day one. Define behavior scenarios, run automated evaluations, track metrics.

RSpec-style BDD test scenarios
Automated test execution & validation
Built into core development cycle

GEPA Universal Optimizer

The world's first framework-agnostic optimizer. Automatic optimization across all 6 frameworks with proven results.

37.5% → 80% accuracy (DSPy)
Works with 3-10 training scenarios
Framework-agnostic optimization

6 Framework Support

Choose from 6 major AI frameworks. One workflow, unlimited possibilities. Zero vendor lock-in.

🔷 DSPy
🤖 OpenAI SDK
CrewAI
🔮 Google ADK
💠 Microsoft
🌊 DeepAgents

SuperSpec DSL

Declarative YAML-based language for agent specifications. Think "Kubernetes for AI agents" - define once, deploy anywhere.

Kubernetes-style versioning
Git-based agent management
Framework-free specifications

Context Engineering

Systematic approach to delivering optimal information and tools to agents. RAG, MCP protocol, and memory optimization.

RAG optimization across frameworks
MCP protocol integration
Multi-layered memory systems

5-Tier Architecture

Progressive complexity from Oracles to Sovereigns with built-in safety. Free tiers and commercial tiers for enterprise.

Oracle & Genie tiers FREE
Progressive complexity levels
Built-in guardrails & safety

How SuperOptiX Differs from Other Frameworks

A framework built for systematic optimization, not just prompt engineering

FeatureOther FrameworksSuperOptiX
🎯 Evaluation-FirstAdd evaluation as an afterthoughtEvaluation built into core development cycle ✅
✅ RSpec-Style BDDManual prompt engineeringBehavior-driven specifications with automated testing ✅
🧬 Universal OptimizerManual optimization or framework-specific toolsOne optimizer for all frameworks (37.5% → 80%) ✅
🔬 Multi-FrameworkLocked into one approachChoose from 6 frameworks, optimize with one tool ✅
🚀 Production-ReadyBasic deployment capabilitiesBuilt-in observability, guardrails, enterprise features ✅
Proven Results Across All Frameworks

GEPA Delivers Dramatic Improvements

Real results from production deployments across all supported frameworks

37.5%
→ 80%
🔷 DSPy Framework
+42.5 pts improvement 🏆
100%
Maintained
🤖 OpenAI SDK
Perfect pass rate ✅
75%
→ 100%
⚡ CrewAI Framework
+25 pts improvement ⭐

Full-Stack Agentic Optimization

SuperOptiX optimizes every layer of your agentic stack with universal GEPA optimization

Prompts & Instructions

  • System prompts
  • Agent instructions
  • Reasoning patterns
  • Task descriptions

RAG & Retrieval

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

Tools & Functions

  • Tool selection
  • Parameter tuning
  • Execution strategies
  • MCP protocol optimization

Memory & Context

  • 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.

Future-Proof by Design

True extensibility across three critical abstraction layers

🔬 Framework Layer

Swap AI frameworks on demand

Currently supported: DSPy, OpenAI SDK, CrewAI, Google ADK, Microsoft Agent Framework, DeepAgents

Future ready: New framework? Add an adapter. Your agents keep working.

target_framework: any_framework

🔌 Protocol Layer

Swap communication protocols

Currently supported: MCP (Model Context Protocol)

Future ready: A2A, custom protocols. Protocol-first design means seamless adoption.

protocol: mcp | a2a | custom

🧬 Optimizer Layer

Swap optimization engines

Currently supported: GEPA, DSPy optimizers (BootstrapFewShot, MIPRO, MIPROv2)

Future ready: New optimizer research? Plugin system makes integration trivial.

optimizer: gepa | mipro | custom

💎 Abstraction Without Lock-In

Your agent context stays constant. Frameworks evolve. Protocols emerge. Optimizers improve.

SuperOptiX adapts without breaking your agents.

Built for today. Ready for tomorrow. Future-proof forever.

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