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SUPEROPTIX AI

Optimization and Quality layer for AI agents

Optimize agents. Connect over A2A. Ship with quality.

Make agents better, callable over A2A, and ready to ship.

What is SuperOptiX?

Agents built on different frameworks cannot call each other. A2A is the protocol that lets them, and SuperOptiX gives an agent an A2A interface without asking you to rewrite it.

Point it at an agent you already run. SuperOptiX reads its structure, works out the skills a calling agent would route on, and writes an Agent Card and a conformant server. Your code is not modified.

super a2a adapt --entrypoint mycrew:crew --framework crewai
uvicorn a2a.a2a_server:app --port 8000

Eight runtimes are supported: DSPy, CrewAI, the OpenAI Agents SDK, Pydantic AI, Google ADK, the Claude Agent SDK, DeepAgents and the Microsoft Agent Framework.

Being reachable is only half the problem. Whether another agent chooses to call yours depends on how its Agent Card describes it, so SuperOptiX measures that and improves it with GEPA. See Routing quality.

The protocol implementation records zero failures against the official A2A Technology Compatibility Kit. Every requirement the TCK exercises against the conformance harness passes, 73 of 73 at MUST. A live agent runs at a2a.superoptix.ai. See A2A conformance.

SuperOptiX also compiles agents from SuperSpec, a declarative YAML format, into native code for any supported runtime.

Core Workflow

# Pull agent
super agent pull developer

# Compile minimal pipeline
super agent compile developer --framework dspy

# Run
super agent run developer --framework dspy --goal "Design a migration plan"

# Optional optimization path
super agent compile developer --framework dspy --optimize
super agent optimize developer --framework dspy --auto light

What It Gives You

Adaptation without a rewrite

  • One command reads an existing agent and writes its Agent Card and server
  • Eight runtimes, including agents SuperOptiX did not build
  • Your agent code is left unchanged

Verified conformance

  • Zero failures on the official A2A Technology Compatibility Kit, 73 of 73 MUST requirements exercised
  • The suite is runnable on demand and fails on any conformance failure
  • A2A 1.0 and 0.3 served from one endpoint

Measured discoverability

  • Discovery, invocation and confusion rates over a query set
  • GEPA rewrites skill descriptions against that score
  • Agent behaviour is untouched, only the card changes

Compilation from a specification

  • One SuperSpec compiles to native code for any supported runtime
  • Optional GEPA and DSPy optimization on the compile path
  • BDD-style evaluation for repeatable quality checks

Local and Cloud Routing

# Local Ollama
super agent run developer --framework dspy --local --provider ollama --model qwen3.5:9b --goal "..."

# Cloud Google
super agent run developer --framework dspy --cloud --provider google-genai --model gemini-3.7-flash --goal "..."

Next Steps