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Model details

GPT OSS 20B (Cloudflare)

GPT OSS 20B is OpenAI's 20.9-billion-parameter open-weight Mixture-of-Experts language model, of which roughly 3.61 billion parameters are active on any given token, giving it a sparsity profile that sits between compact dense models and the largest open MoE releases. According to an independent deployment study, this sparse activation lets the model approach the throughput of much larger dense baselines while leaving only a fraction of the weights in play per inference. The variant served on Cloudflare Workers AI under the identifier @cf/openai/gpt-oss-20b is positioned by OpenAI for powerful reasoning, agentic workflows, and versatile developer use cases, with the 20B size specifically aimed at lower latency and local or specialized deployments rather than maximum reasoning depth.

In practice, the Cloudflare-hosted release is configured as a text-to-text model with reasoning and function calling enabled, and it fits comfortably inside a 128,000-token context window. A deployment-focused benchmark on a single H100 GPU found the model delivering higher decode throughput and noticeably lower peak memory than dense 30 to 34-billion-parameter baselines at matched context lengths, with smoother behavior under bf16 precision across context lengths from a few hundred to several thousand tokens. These characteristics make it a sensible choice for teams that want an open-weight reasoning model they can route through Cloudflare's inference layer for tool-using assistants, code generation, and other agentic pipelines where moderate latency and a long context matter more than the deepest possible chain-of-thought.

Eden AIcloudflare/@cf/openai/gpt-oss-20bgpt-oss

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Provider
Eden AI
Model key
cloudflare/@cf/openai/gpt-oss-20b
Release date
Aug 5, 2025
Last updated
Aug 5, 2025
Input modalities
Output modalities
Capabilities

Cost

Input token cost
$0.20
Output token cost
$0.30

Limits

Output tokens
32,768 tokens
Context window
128,000 tokens

Transparent token rates

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Rates are shown per one million tokens. Combined means one million input plus one million output tokens.

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Latest news about GPT OSS 20B (Cloudflare)

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CoverageAnalysis

An independent arXiv deployment study (2508.16700) benchmarks GPT-OSS-20B on a single NVIDIA H100 in bf16, characterizing it as a Mixture-of-Experts model with 20.9B total parameters and approximately 3.61B active per token (about 17.3% active). At a 2,048-token prompt with 64-token decode, the paper reports roughly 31 The study also contextualizes GPT-OSS-20B against dense baselines Qwen3-32B and Yi-34B, using a consistent nvidia-smi energy sampler and measuring TTFT, full-decode TPOT, end-to-end latency percentiles, and peak VRAM with past key values held. Normalized by active parameters, the model shows markedly stronger per-activ

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