ProCogia/PolyKode-Community

TEXT GENERATIONPricing:Input $0.4 / Cached $0.07 / Output $4Concurrent Unit Cost:3Model Size:35.1BQuant:FP8Context Size:32kTool Calling:SupportedPublished:Sep 4, 2026License:apache-2.0Architecture:Transformer Open Weights Featherless Exclusive Cold

PolyKode Community is a 35.1 billion parameter mixture-of-experts model developed by ProCogia, built on Qwen3.6-35B-A3B. It is specifically fine-tuned for bidirectional code translation between SAS, R, and Python, emphasizing execution parity for statistical and data-processing programs. This model excels at generating functionally equivalent code across these languages, serving as a first-draft aid for human reviewers in regulated industries. It supports a recommended serving context of 32,768 tokens.

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PolyKode Community: Specialized Code Translation

PolyKode Community is ProCogia's 35.1 billion parameter mixture-of-experts (MoE) model, specifically designed for bidirectional code translation across SAS, R, and Python. This supervised fine-tune (SFT) is built on the Qwen3.6-35B-A3B base and focuses on statistical and data-processing programs, aiming for execution-parity validation.

Key Capabilities

  • Bidirectional Translation: Seamlessly translates code between SAS, R, and Python in all six directions.
  • Execution-Parity Focus: Emphasizes generating code that produces identical outputs (row/column checks, exact-value parity) to the source program.
  • Compliance-Oriented: Designed for regulated industries like clinical pharma and health sciences, with license-aware training corpora.
  • SAS-Exact Numerical Contracts: Handles SAS-specific numerical behaviors, including MT19937 stream reproduction and date/datetime semantics.
  • MoE Architecture: Utilizes a 35B MoE architecture with ~3B active parameters per token, allowing for efficient specialized processing.

Good For

  • Prototyping and Evaluation: Ideal for trying out the model, evaluating memory/latency, and prototyping code translation pipelines.
  • First-Draft Code Translation: Serves as an effective aid for human reviewers to generate initial translations of SAS, R, or Python programs.
  • Specialized Code Tasks: Excels in translating statistical and data-processing code, rather than general-purpose assistant tasks.

This community release provides the core translation capabilities, while the Enterprise edition offers additional features like execution-parity training, a full evaluation harness, and compliance artifacts.

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