AI & LLM Engineering · By NVIDIA-AI-Blueprints

Measure retrieval quality and latency of a deployed VSS search profile by ingesting a labelled dataset and running the vss CLI across retrieval paths.

NVIDIA-AI-Blueprints/video-search-and-summarization

A skill your agent uses when a user wants to search archived VSS video that is already registered in a configured deployment — by natural-language, similarity, attribute, object-ID, or lexical tag…

NVIDIA-AI-Blueprints/video-search-and-summarization

Plan, run, and diagnose reproducible RT-VLM GPU performance canaries and benchmarks.

NVIDIA-AI-Blueprints/video-search-and-summarization

Measure whether an RT-VLM configuration change altered caption quality — capture paired baseline and candidate captions for a set of videos, score both against a ground truth with an LLM judge, and…

NVIDIA-AI-Blueprints/video-search-and-summarization

A skill your agent uses when customizing Deep Researcher Agent behavior through Jinja2 prompt templates or per-agent model selection — editing prompts under src/deepresearcheragent/agents//prompts/…

NVIDIA-AI-Blueprints/deep-researcher-agent

A skill your agent uses when adding, debugging, or validating a bring-your-own VLM in VSS RT-VLM, including custom Hugging Face or NGC checkpoints, vLLM adapters or plugins, model shims, and…

NVIDIA-AI-Blueprints/video-search-and-summarization

A skill your agent uses when operating VSS alert workflows — real-time monitoring, Alert-Bridge subscriptions, verification verdicts, on-demand verification, always-on operation, Slack…

NVIDIA-AI-Blueprints/video-search-and-summarization

A skill your agent uses when deploying or operating standalone RTVI-CV-3D / MV3DT multi-camera 3D tracking for calibrated MP4/file inputs and live RTSP streams: missing-calibration handoff to AMC…

NVIDIA-AI-Blueprints/video-search-and-summarization

A skill your agent uses to deploy the vss-behavior-analytics service standalone (entrypoint, config-source, optional calibration).

NVIDIA-AI-Blueprints/video-search-and-summarization

A skill your agent uses when answering a question about previously analyzed or freshly scoped VSS video, or when reading a stored VSS memory job or record by id, or whenever a question should be…

NVIDIA-AI-Blueprints/video-search-and-summarization

Benchmark video Q&A accuracy and latency of a deployed RT-VLM (Cosmos Reason 3) via vss vlm run, using questions and videos from the DSS vss-devx-base dataset.

NVIDIA-AI-Blueprints/video-search-and-summarization

A skill your agent uses when running AutoMagicCalib on local MP4s, RTSP, or the bundled sample dataset, or when deploying vss-auto-calibration.

NVIDIA-AI-Blueprints/video-search-and-summarization

A skill your agent uses when producing a VSS analysis report — Mode A per-clip VLM, Mode B incident-range via video-analytics, Mode C SOP compliance via the SOP tools.

NVIDIA-AI-Blueprints/video-search-and-summarization

A skill your agent uses to drive vss vios for sensor list, timelines, clips, snapshots, and add/delete of video or stream sources, and the VIOS REST API only for what that CLI does not cover (sensor…

NVIDIA-AI-Blueprints/video-search-and-summarization

A skill your agent uses for read-only incident, occupancy, speed, place, and analytics-sensor questions through the project-local VSS CLI.

NVIDIA-AI-Blueprints/video-search-and-summarization

Profile vLLM and RT-VLM inference to identify and remove GPU-idle gaps, underfilled batches, transfer stalls, serialized multimodal work, scheduler gaps, or KV pressure.

NVIDIA-AI-Blueprints/video-search-and-summarization

A skill your agent uses when deploying, operating, integrating, or customizing the VSS RT-Embed Video Embedding microservice.

NVIDIA-AI-Blueprints/video-search-and-summarization

A skill your agent uses when summarizing a recorded video through HITL-gated LVS, falling back to vss vlm run when LVS is not ready.

NVIDIA-AI-Blueprints/video-search-and-summarization