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Model details

Hy3

Hy3 is Tencent’s open-weight, Apache 2.0 model in the Hy family, designed as a large-scale MoE system. The full release uses 295B total parameters with 21B active per pass, and available reporting says it retains a 3.8B multi-token prediction layer and 256K context window. This architecture is suited to complex language-model workloads that need broad capability without activating the entire model on every token.

The release is positioned for reasoning, instruction following, long-context retrieval, coding, search, and tool-heavy agent tasks. Tencent’s reported evaluations show particular strength on BrowseComp, DeepSearchQA, MCP-Atlas, and agent-harness tests, while its own benchmark appendix trails a larger model on several coding benchmarks. In practice, Hy3 is therefore a strong fit for reliability-sensitive search, multi-tool workflows, and large-context applications, with coding performance depending on the comparison model and workload.

CrossModeltencent/hy3Hy

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Provider
CrossModel
Model key
tencent/hy3
Release date
Jul 6, 2026
Last updated
Jul 6, 2026
Input modalities
Output modalities
Capabilities

Cost

Input token cost
$0.16
Output token cost
$0.64

Limits

Input tokens
192,000 tokens
Output tokens
131,072 tokens
Context window
262,144 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 Hy3

OrcaRouter

CoverageRelease Notes

Tencent announced broader international access to the officially released Hy3 model on August 5, 2026, following its July 6 launch, making it available through WorkBuddy (free to global users until August 31, 2026 Pacific Time), Tencent Design Miora, and Tencent Cloud TokenHub, with developer API access and further clo The release reiterates Hy3's core technical profile as a hybrid fast-and-slow-thinking Mixture-of-Experts model with 295 billion total parameters, 21 billion active parameters, and a 256K context window, and claims it performs comparably to flagship models with two to five times as many parameters. It also reports that

CrossModel

CoverageRelease Notes

Tencent officially released its Hy3 open-source AI model on July 6, 2026, featuring a Mixture-of-Experts architecture with 295 billion total parameters, 21 billion active parameters, an additional 3.8 billion MTP layer parameters, and a 256,000-token context window. In a blind evaluation by 270 experts, Hy3 scored 2.67 Hy3 is available under an Apache 2.0 license on Hugging Face, ModelScope, and GitHub, with an FP8-quantized variant also offered. Tencent has already integrated Hy3 into its own products, including WorkBuddy, Yuanbao, WeChat, and the game assistant for Path of Exile: Advent, and platform support for OpenRouter and Clin

Kilo Gateway

Coverage

Tencent’s Hunyuan team released the full Hy3 model on July 6, 2026, under the permissive Apache 2.0 license, reversing the more restrictive terms associated with its April preview. The model uses a 295-billion-parameter Mixture-of-Experts architecture with 21 billion active parameters per forward pass, top-8 routing ac The release followed roughly ten weeks of feedback and post-training changes informed by more than 50 Tencent product teams, while the underlying architecture reportedly remained unchanged. VentureBeat frames the practical impact around production deployment economics and reliability, but notes that benchmark results w

CrossModel

CoverageBenchmark

Third-party leaderboard llm-stats.com ranks Hy3 at position 46 overall with a composite LLM Stats Score of 43.0 and a blended price of $0.16 per million tokens. Capability-tier placement shows it in the top half for Search (12 of 90) and Long Context (14 of 119), while sitting mid-pack for Math (33 of 327), Coding (38 The page also surfaces specific Hy3 benchmark results sourced from its Hugging Face card, including USAMO 2026 (30.24/42, rank 3), DeepSearchQA (0.91/1, rank 5), GPQA (0.90/1, rank 25), and IMO-AnswerBench (0.90/1, rank 3), with a note that scores are self-reported by the model provider. Cost-efficiency positioning com

CrossModel

CoveragePreview

Tencent's Hy Team released and open-sourced the Hy3 preview on April 23, 2026, following a reorganization, with a Mixture-of-Experts design totaling 295 billion parameters, 21 billion activated parameters, and a 256K-token context window. According to the Baidu encyclopedia entry, the model was deployed across Tencent The entry also records that on April 29, 2026, OpenRouter's global large-model API call-volume ranking placed Hy3 preview first overall, first in tool-calling scenarios, and second in programming scenarios, with the top five high-call-volume applications being agent- and code-related. On July 6, 2026, Tencent officiall

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