LLM Reference

Hunyuan Hy3 Preview vs Llama 3 8B Instruct

Hunyuan Hy3 Preview (2026) and Llama 3 8B Instruct (2024) are frontier reasoning models from Tencent AI Lab and AI at Meta. Hunyuan Hy3 Preview ships a 262k-token context window, while Llama 3 8B Instruct ships a 8k-token context window. On Google-Proof Q&A, Hunyuan Hy3 Preview leads by 42.4 pts. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Llama 3 8B Instruct is ~120% cheaper at $0.03/1M; pay for Hunyuan Hy3 Preview only for reasoning depth.

Decision scorecard

Local evidence first
SignalHunyuan Hy3 PreviewLlama 3 8B Instruct
Best forreasoning-heavy apps, tool-calling agents, and provider-routed productionprovider-routed production
Decision fitCoding, RAG, and AgentsCoding, Classification, and JSON / Tool use
Context window262k8k
Cheapest output$0.26/1M tokens$0.04/1M tokens
Provider routes2 tracked17 tracked
Shared benchmarksGoogle-Proof Q&A leader1 rows

Decision tradeoffs

Choose Hunyuan Hy3 Preview when...
  • Hunyuan Hy3 Preview holds a shared-benchmark lead on Google-Proof Q&A, ahead by 42.4 points.
  • Hunyuan Hy3 Preview has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Hunyuan Hy3 Preview uniquely exposes Reasoning, Function calling, and Tool use in local model data.
  • Local decision data tags Hunyuan Hy3 Preview for Coding, RAG, and Agents.
Choose Llama 3 8B Instruct when...
  • Llama 3 8B Instruct has the lower cheapest tracked output price at $0.04/1M tokens.
  • Llama 3 8B Instruct has broader tracked provider coverage for fallback and procurement flexibility.
  • Llama 3 8B Instruct uniquely exposes Structured outputs in local model data.
  • Local decision data tags Llama 3 8B Instruct for Coding, Classification, and JSON / Tool use.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Lower estimate Llama 3 8B Instruct

Hunyuan Hy3 Preview

$118

Cheapest tracked route/tier: OpenRouter

Llama 3 8B Instruct

$34.00

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $83.80. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Hunyuan Hy3 Preview -> Llama 3 8B Instruct
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Llama 3 8B Instruct is $0.22/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Reasoning, Function calling, and Tool use before moving production traffic.
  • Llama 3 8B Instruct adds Structured outputs in local capability data.
Llama 3 8B Instruct -> Hunyuan Hy3 Preview
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Hunyuan Hy3 Preview is $0.22/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Structured outputs before moving production traffic.
  • Hunyuan Hy3 Preview adds Reasoning, Function calling, and Tool use in local capability data.

Specs

Specification
Released2026-04-222024-04-18
Context window262k8k
Parameters295B8B
Architecturedense moe hybriddecoder only
LicenseTencent Hunyuan Community LicenseLlama 3 Community
OpennessOpen weightsOpen weights
Commercial useCommercial use with conditionsCommercial use with conditions
Knowledge cutoff-2023-03

Pricing and availability

Pricing attributeHunyuan Hy3 PreviewLlama 3 8B Instruct
Input price$0.07/1M tokens$0.03/1M tokens
Output price$0.26/1M tokens$0.04/1M tokens
Providers

Capabilities

CapabilityHunyuan Hy3 PreviewLlama 3 8B Instruct
VisionNoNo
MultimodalNoNo
ReasoningYesNo
Function callingYesNo
Tool useYesNo
Structured outputsNoYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkHunyuan Hy3 PreviewLlama 3 8B Instruct
Google-Proof Q&A87.244.8

Deep dive

On shared benchmark coverage, Google-Proof Q&A has Hunyuan Hy3 Preview at 87.2 and Llama 3 8B Instruct at 44.8, with Hunyuan Hy3 Preview ahead by 42.4 points. The largest visible gap is 42.4 points on Google-Proof Q&A, which matters most when that benchmark mirrors your workload. Treat isolated benchmark wins as directional, because provider routing, prompt style, and tool access can move real application results.

The capability footprint differs most on reasoning mode: Hunyuan Hy3 Preview, function calling: Hunyuan Hy3 Preview, tool use: Hunyuan Hy3 Preview, and structured outputs: Llama 3 8B Instruct. Both models share the core language-model surface, so the practical split is not just feature count. Use those differences to decide whether the page is about raw model quality, agentic coding support, multimodal ingestion, or predictable structured API behavior.

For cost, Hunyuan Hy3 Preview lists $0.07/1M input and $0.26/1M output tokens on the cheapest tracked provider, while Llama 3 8B Instruct lists $0.03/1M input and $0.04/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts Llama 3 8B Instruct lower by about $0.09 per million blended tokens. Availability is 2 providers versus 17, so concentration risk also matters.

Choose Hunyuan Hy3 Preview when reasoning depth and larger context windows are central to the workload. Choose Llama 3 8B Instruct when provider fit, lower input-token cost, and broader provider choice are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship.

FAQ

Which has a larger context window, Hunyuan Hy3 Preview or Llama 3 8B Instruct?

Hunyuan Hy3 Preview supports 262k tokens, while Llama 3 8B Instruct supports 8k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.

Which is cheaper, Hunyuan Hy3 Preview or Llama 3 8B Instruct?

Llama 3 8B Instruct is cheaper on tracked token pricing. Hunyuan Hy3 Preview costs $0.07/1M input and $0.26/1M output tokens. Llama 3 8B Instruct costs $0.03/1M input and $0.04/1M output tokens. Provider discounts or batch pricing can still change the final bill.

Is Hunyuan Hy3 Preview or Llama 3 8B Instruct open source?

Hunyuan Hy3 Preview is listed under Tencent Hunyuan Community License. Llama 3 8B Instruct is listed under Llama 3 Community. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.

Which is better for reasoning mode, Hunyuan Hy3 Preview or Llama 3 8B Instruct?

Hunyuan Hy3 Preview has the clearer documented reasoning mode signal in this comparison. If reasoning mode is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Which is better for function calling, Hunyuan Hy3 Preview or Llama 3 8B Instruct?

Hunyuan Hy3 Preview has the clearer documented function calling signal in this comparison. If function calling is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Where can I run Hunyuan Hy3 Preview and Llama 3 8B Instruct?

Hunyuan Hy3 Preview is available on OpenRouter and Tencent Cloud TI Platform. Llama 3 8B Instruct is available on AWS Bedrock, DeepInfra, OctoAI API (Deprecated), Fireworks AI, and Alibaba Cloud PAI-EAS. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

Continue comparing

Last reviewed: 2026-06-07. Data sourced from public model cards and provider documentation.