SUPEROPTIXFull-Stack Agentic AIOptimization Platform

bySuperagentic AI

Evaluation-First

Optimization-Core

Multi-Agent Orchestration

Build once with SuperSpec and compile to your preferred framework.

Now supported:🧪 RLM (Experimental)·🗂️ StackOne Connectors·🧬 GEPA Optimization

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Terminal

You Do Context Engineering.

SuperOptiX Does Agent Engineering.

The Agent Building Factory

Once declared, automatic pipelines. Write once, compile everywhere, optimize every layer.

Declare Agent

Write your agent as a SuperSpec YAML specification. Define behavior, tools, and goals once.

Compile Across Frameworks

Generate native pipelines for DSPy, OpenAI, Claude SDK, CrewAI, Google ADK, Pydantic AI, DeepAgents, or Microsoft.

Optimize Every Layer

GEPA optimizes across Prompts, RAG, Memory, and Context. Enable with --optimize when ready.

RLM Ready

Experimental RLM support with stronger Signature + Module automation. Future-proof your agents.

Open Source Release

What's New in This Release

SuperOptiX is now publicly available for the community to use, inspect, and extend. Here's what ships with the open source release.

Open Source

SuperOptiX is now publicly available on GitHub. Use it, inspect the code, contribute, and build on top of it.

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Minimal Pipelines

Generated pipelines across all supported frameworks are now significantly simpler. The default output is readable and runnable, without heavy runtime scaffolding.

Explicit Optimize Path

Optimization and evaluation logic now lives behind --optimize, so base pipelines stay focused and clean.

8 Framework Support

Native generation flows across DSPy, Pydantic AI, Google ADK, OpenAI Agents SDK, DeepAgents, CrewAI, Claude Agent SDK, and Microsoft Agent Framework.

DSPyOpenAIClaude SDKCrewAIGoogle ADKPydantic AIDeepAgentsMicrosoft

RLM Support
Experimental

Experimental RLM support with stronger Signature + Module automation from SuperSpec and GEPA-first optimization workflow.

StackOne Connectors

Wire SaaS actions into agents using StackOne connectors. Includes examples like Calendly workflows for connector-driven agentic automation.

Quick Start

$ uv tool install superoptix

$ super agent pull developer

$ super agent compile developer --framework dspy

$ super agent run developer --framework dspy --goal "Design a migration strategy"

# Optional optimization path

$ super agent compile developer --framework dspy --optimize

$ super agent optimize developer --framework dspy --auto light

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

Production-Ready Agents

From Base Pipeline to Production

SuperOptiX gives you a cleaner path from defining intent to shipping optimized agents

Traditional Approach

Framework glue code everywhere

Provider-specific logic duplicated

Manual prompt tweaking is endless

Heavy runtime scaffolding

SuperOptiX Approach

Define intent once in SuperSpec YAML

Generate framework-native pipelines

Optimize with GEPA when ready

Keep code ownership and readability

Framework Comparison

Area	Other Frameworks	SuperOptiX
Pipeline Output	Heavy runtime scaffolding	Minimal, framework-native code
Framework Lock-in	Rewrite for each framework	One spec, 8 frameworks
Optimization	Manual or framework-specific	Explicit --optimize path with GEPA
Code Ownership	Framework abstractions hide logic	Readable, native pipelines you own

Framework Agnostic

Build Once. Deploy Anywhere.

SuperOptiX compiles a single SuperSpec YAML into framework-native agent pipelines across 8 frameworks. Stay close to each framework's native programming model.

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