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Provenance

Radium is a managed inference platform, not a model lab. We serve fine-tuned and optimized variants of open-weight and licensed models, adding reliability, speed and safety on top.

What models are behind Radium?

Radium offers three model families. Here’s what we can disclose about their origins:

hal-1.0

A general-purpose reasoning model optimized for coding, analysis and creative writing.
  • Base family: State-of-the-art open-weight or licensed model
  • Fine-tuning: Custom dataset for Radium optimization
  • Context window: Up to 250,000 tokens
  • Key additions:
    • Improved instruction following
    • Reduced verbose output

clarke-1.0

A high-capability model with strong performance on reasoning, math and long-context tasks.
  • Base family: State-of-the-art open-weight or licensed model
  • Fine-tuning: Custom dataset for Radium optimization
  • Context window: Up to 1,000,000 tokens
  • Key additions:
    • Advanced reasoning pathways
    • Better document comprehension
    • Guardrail-tuned for safety without over-refusing

tycho-1.0

A fast, cost-optimized model for high-throughput applications.
  • Base family: State-of-the-art open-weight or licensed model
  • Fine-tuning: Custom dataset for Radium optimization
  • Context window: Up to 125,000 tokens
  • Key additions:
    • Quantized (int8) serving for improved throughput and efficiency
    • Speculative decoding for reduced TTFT
    • Optimized for summarization, classification and extraction

What Radium adds

Beyond the base model weights, Radium provides:

Why not disclose exact base models?

Radium models are continuously updated with the latest weights, optimizations and safety patches. Pinning them to a specific public model would create confusion as improvements roll out. We commit to:
  • Benchmark transparency: All eval results are public and reproducible
  • Behavioral disclosure: What the model can and cannot do
  • Version pinning: Option to pin to a specific model version for reproducibility

Model version history

Pin to a specific version:
Default behavior always routes to the latest stable version.