hailo-media-library

Add, modify, or remove AI analytics overlay (bboxes, masks, landmarks, etc.) on a hailo-media-library encoded stream. Two paths — (A) board-side burn-in via OverlayStage, (B) host-side drawing by analytic_viewer. Use when the user asks for any analytics overlay or "see the bboxes/masks/landmarks". MUST ask whether the overlay should be drawn on board (burned into UDP stream) or on host (display-only by analytic_viewer) before proceeding.

Add a new output stream (sinkN) to a hailo-media-library app — resolution, framerate, and encoder. Use when the user asks "add another stream", "add an FHD/4K/HD output", or "I need a Nth video output". Edits application_settings.json + the active profile JSON, generates per-sink encoder/osd/masking files, and pushes to the board.

Snapshot the H15 SBC's runtime health — chip temperature, power consumption, CPU load, DRAM use, NN core utilization, DSP utilization, and the running app's PID. Use when the user asks "is the board OK", "is it overheating", "how loaded is the chip", "why is FPS low", or before/after a long demo to check how hot it's running and how much it's drawing. Read-only over SSH; no app restart.

Establish a working SSH connection to the H15 SBC over ethernet. Use when the user asks to connect to the board or set up board access. Default is root@10.0.0.1, password `root`.

Cross-compile a hailo-media-library app for the H15 SBC using the Yocto SDK on the host. Use when the user has modified main.cpp (e.g. via /swap-model) and needs an aarch64 binary, or asks "build it for the board". Does NOT require building the whole library tree — links against the prebuilt libs in the SDK sysroot.

Push artifacts (binary, configs, HEFs) to the H15 SBC and verify the app runs. Use when the user says "deploy it", "push to the board", or "run it on the device". Coordinates backup → scp → permissions → smoke test.

Modify the pipeline of an existing hailo-media-library app — either by editing the medialib JSON on the board (via /add-stream when the change is "more streams" / "different resolution" / "different sink") or by editing `main.cpp`'s `create_pipeline()` and cross-compiling when the stage topology must change. Use when the user says "make this app do X", "add a stage to X", "join Y into the pipeline", "make detection app also do Z", "stream out the AI metadata to another sink", or "run N streams instead of 1". Triages JSON vs C++ first; only goes to /cross-compile + /deploy on the C++ path.

Explain how a hailo-media-library application's pipeline is structured — sources, AI stages, sinks, and the medialib config that feeds it. Use when the user asks "what does this app do", "how is X pipeline wired", or before they modify an app. Reads the app's main.cpp, traces generate_*_pipeline calls, and maps it to the active medialib config.

Propose and download a HEF from the public Hailo Model Zoo — either a swap for the model currently in a pipeline, or a fresh pick for a new pipeline. Use when the user says "find me a model for X", "what can I use instead of yolov8s", "swap to something more accurate / higher FPS / lower-latency", or "I want to add a face-recognition stage". Picks per H15L/H15H and curls the HEF.

Run a hailo-media-library app on the H15 board and display it. Use when the user says "run the detection app", "run single stream / face landmarks / DPM and show it", "launch app X on the board", or "display it in the viewer". Default display is the host-side analytic viewer (UDP video + ZMQ metadata overlays). Launches the app detached with a long timeout and points a viewer at each sink.

Replace the AI model in a hailo-media-library app with a different HEF (detection, face landmarks, segmentation/privacy mask, OCR/LPR, etc.). Use when the user says "use model X instead", "swap to YOLOv8n", "swap the landmarks model", or "try a smaller/larger model". Requires source edit + cross-compile + redeploy because model paths are `string_view` constants in the analytics headers, not runtime config.

Pull the latest beta version of the Claude-related skills, agents, and tooling from the external `hailo-ai/hailo15-agentic-coding` repo into this hailo-media-library checkout. Use when the user says "update the skills", "pull the latest Claude skills", "get newer skills from the agentic-coding repo", or wants the in-between-SDK-release updates that this repo doesn't carry. Compares last-commit dates first and skips if local is already up to date. Overwrites matching files under `.claude/` and the root `CLAUDE.md`; never deletes local-only files.