Individual skill
tensorrt-llm
Optimizes LLM inference with NVIDIA TensorRT for maximum throughput and lowest latency. Use for production deployment on NVIDIA GPUs (A100/H100), when you need 10-100x faster inference than PyTorch, or for serving models with quantization (FP8/INT4), in-flight batching, and multi-GPU scaling.
tests/ext_conformance/artifacts/templates-davila7/cli-tool/components/skills/ai-research/inference-serving-tensorrt-llm/SKILL.md
Source commit 70110103476bad94b3d700f50909d08842df50cc
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Network or broad shell
- Last checked
- Nov 3, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
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Repository context
- Repository stars (not skill ratings)
- 1,970
- Repository last updated
- Nov 6, 2026
- License
- NOASSERTION
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai-agents Repository topic
- cli Repository topic
- developer-tools Repository topic
- rust Repository topic
- inference-serving Declared skill tag
- tensorrt-llm Declared skill tag
- nvidia Declared skill tag
- inference-optimization Declared skill tag
- high-throughput Declared skill tag
- low-latency Declared skill tag
- production Declared skill tag
- fp8 Declared skill tag
- int4 Declared skill tag
- in-flight-batching Declared skill tag
- multi-gpu Declared skill tag
- devops Derived category
Files and excerpt
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SKILL.mdcore · 5,039 bytesSKILL.mdcore · 5,039 bytesSKILL.mdcore · 5,039 bytesSKILL.mdcore · 5,039 bytesSKILL.mdcore · 5,039 bytesSKILL.mdcore · 5,039 bytesSKILL.mdcore · 5,039 bytesSKILL.mdcore · 5,039 bytesreferences/multi-gpu.mddoc · 6,699 bytesreferences/optimization.mddoc · 5,613 bytesreferences/serving.mddoc · 9,798 bytes
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