vllm-project/vllm-omni agent skills

Diagnose and optimize vLLM Omni diffusion workloads, especially Wan/Qwen/Flux-style image and video generation.

vllm-project/vllm-omni

Self-check your branch before creating a PR — catch dead code, prevent new model-specific Python examples, verify accuracy/perf claims, validate PR title format, and confirm merge readiness.

vllm-project/vllm-omni

Work on vLLM-Omni quantization for diffusion, autoregressive, omni, or multi-stage models.

vllm-project/vllm-omni

Review pull requests and local branches for vllm-project/vllm-omni with a frozen snapshot, module-design ownership, feature-design overlays, targeted validation, and concise evidence-backed findings.

vllm-project/vllm-omni

Write MiniMax H3 video generation prompts for T2VA, I2VA, FL2VA, L2VA, and Ref2VA.

vllm-project/vllm-omni

Add a new diffusion model (text-to-image, text-to-video, image-to-video, text-to-audio, image editing) to vLLM-Omni, including native non-Diffusers ports, reference-parity validation, Cache-DiT…

vllm-project/vllm-omni

Add or update an in-repository vLLM-Omni model recipe with verified task, input, output, hardware, command, feature, and validation contracts.

vllm-project/vllm-omni

Integrate a new text-to-speech model into vLLM-Omni from HuggingFace reference implementation through production-ready serving with streaming and CUDA graph acceleration.

vllm-project/vllm-omni

Find evidence-backed simplification candidates in vLLM-Omni and, when requested, turn them into focused proposals or code changes.

vllm-project/vllm-omni

Productionize a vLLM-Omni diffusion model after its Day-0 vertical slice works.

vllm-project/vllm-omni

Generate and run tests for vllm-project/vllm-omni with CI-aligned levels and markers; wire new tests into Buildkite (test-ready.yml for L1/L2, test-merge.yml for L3, test-nightly.yml for L4).

vllm-project/vllm-omni

Develop stylized 3D narrative shorts through story, character and environment references, timed shot tables, storyboards, generation, and assembly.

vllm-project/vllm-omni

Design or generate a two-player co-op game menu and opening animation from player names, title, style, and optional identity references.

vllm-project/vllm-omni

Plan, prompt, or produce minimalist product advertising shorts from product images, preserving variants, material, color, concise typography, and rhythmic camera motion.

vllm-project/vllm-omni

Plan, write, audit, or produce music videos with coordinated music, imagery, camera motion, optional performance, and lyric typography.

vllm-project/vllm-omni

Translate narration, ideas, or knowledge points into editorial halftone paper-collage metaphors, still prompts, storyboards, or stop-motion clips.

vllm-project/vllm-omni

Turn knowledge topics into layered papercraft stop-motion explainers, including visual metaphors, miniature sets, prompts, storyboards, motion and sound plans, or rendered video.

vllm-project/vllm-omni

Upgrade vllm-omni NPU model runners (OmniNPUModelRunner, NPUARModelRunner, NPUGenerationModelRunner) to align with the latest vllm-ascend NPUModelRunner while preserving omni-specific logic.

vllm-project/vllm-omni

Plan, prompt, or produce brand, product, website, app, and service promotional shorts using traceable assets, accurate claims, timed beats, and clear calls to action.

vllm-project/vllm-omni

Write or generate a continuous live-action scene with a rough luminous hand-drawn entity that contacts real objects, morphs, and escapes a slightly delayed handheld camera.

vllm-project/vllm-omni