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RL as a service SDK - Core AI functionality and tracing

Project description

Synth-AI

Python License PyPI Coverage Tests Blacksmith CI

Docs: Synth‑AI Documentation

Fast and effective reinforcement learning for agents, via an API

Highlights

  • Easily scale gpu topologies - train on 3 a10gs or 8 H100s (multi-node available upon request)
  • Requires only a thin fastapi wrapper to integrate with existing agent software.
  • Supports the best OSS models like Qwen3. (gpt-oss available upon request, GA soon)
  • Own your trained models

Getting Started

synth-ai comes with a built-in RL example tailored for training Qwen/Qwen3-0.6B to succeed at Math.

Please create an account at Synth and Modal for the Math hello‑world test run. Then run:

uvx synth-ai demo
uvx synth-ai setup
uvx synth-ai deploy
uvx synth-ai run

To walk through kicking off your first RL run, see the Synth‑AI Documentation.

What setup does now

When you run uvx synth-ai setup (or the legacy uvx synth-ai rl_demo setup), the SDK opens your browser to the Synth dashboard for a one‑time pairing (handshake) with your signed‑in session. The SDK will automatically:

  • Detect your current user and organization
  • Ensure both API keys exist for that user+org
  • Write the keys to your project’s .env file as SYNTH_API_KEY and ENVIRONMENT_API_KEY

No keys are printed or requested interactively. You’ll see a confirmation like:

Connecting SDK to your browser session…
Connected to Acme Labs via browser.

If your browser isn’t already signed in, sign in when prompted and the pairing completes automatically. The dashboard’s welcome modal will reflect a successful pairing.

Environment variables:

  • SYNTH_CANONICAL_ORIGIN (optional): override the dashboard base URL the SDK uses for the handshake (defaults to https://www.usesynth.ai/dashboard).
  • SYNTH_CANONICAL_DEV (optional): set to 1, true, yes, or on to target the local dashboard at http://localhost:3000.
  • Keys are stored only in your project’s .env file, not exported to your shell.

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