Luxonis App

Luxonis App

Turn the request into a working DepthAI application and prove it. Ceremony follows the request, not the person.

Done when

Capability / first-run: one real frame or structured message proves the named capability (live, or replay if a matching recording already exists).

Product, host-connected path that can holistic-record/replay: replay of a matching recording shows the brief's success checks on one path (capture → perception → customer logic → requested output).

Product, standalone OAK App or topology that cannot holistic-record: luxonis-inspect or the installed oakctl run path proves a named claim. State that replay is pending. Do not hard-stop this skill.

Process liveness is not proof. Blocked means one named next action. Hardware fault (orange LED, boot failure, suspected calibration) goes to support@luxonis.com.

1. Current facts

Never invent DepthAI APIs from memory. DepthAI v3 only; do not mix v2 APIs. Confirm node names from MCP or a current example.

Best source first: the Luxonis MCP tools (surfaced names vary by host), then the exact example or doc source they return, then https://docs.luxonis.com/llms.txt, then observed behavior; memory is only for general reasoning. For oakctl commands and flags, the installed oakctl --help outranks docs and MCP: the local version (possibly older or beta) defines what is possible here, so work from it and suggest an oakctl update when it lacks something current docs describe. If observed host or device behavior contradicts docs or MCP, trust the observation and note the conflict. If offline, work from oakctl --help and local examples and name which facts are unverified.

oakctl is required. Prefer oakctl run-script for host runs when oakctl --help lists it as a local DepthAI environment runner; do not invent subcommands. If no host runner exists, run via the project env and still use oakctl for inspect and udev.

If AGENTS.md is missing, or oakctl is missing, name luxonis-workspace and follow it, then continue. Do not copy its procedure.

Read the request, the repo, docs/brief.md, docs/plans/current.md, and docs/device.md when they exist. Also read legacy root PROJECT_BRIEF.md, POC_PLAN.md, and DEVICE.md if present; write new work to the docs/ paths. Treat docs/device.md as setup notes; trust live state.

Stay out of docs/ for recordings/, evidence/, application code, AGENTS.md, and CLAUDE.md.

2. Which path

Capability / first-run when the request names a capability without a business integration or success bar (show depth, stream RGB, run person detection).

Product when they named a business outcome, integration (MQTT, unique-once, counting), accuracy bar, or a matching docs/brief.md already exists.

If capability work then becomes a product, write docs/brief.md and continue on the product path.

Prefer a Zoo model or a deterministic method. Custom (not Zoo-ready) model → luxonis-model. Training, dataset collection, proprietary SLAM, or a complete ROS system: say so and stop. Do not call the OAK use case impossible. When stopping, state what the OAK side covers, what stays human-owned and the input/output contract between them, and one next step; record that boundary under Now / later in docs/brief.md when a brief exists.

3. Capability / first-run

Not gated on a brief or a recording. Implement as below. Prove one real frame or structured message. If a matching recording already exists, replay it instead of occupying the camera. Live visual claims (frames, detections, depth, crops, tracks) → luxonis-inspect.

4. Product — brief

Skip on a capability / first-run request.

docs/brief.md is the customer's problem, not an architecture plan. Use assets/PROJECT_BRIEF.template.md. No pipeline graph, node names, or example names unless the customer wants those written down.

• Blank slate: draft docs/brief.md from stated facts. Ask at most the load-bearing missing facts (where output goes; what success looks like). Defaults are allowed (host-connected, overlay or file). Never give them the template and wait. Never invent a warehouse/management system.
• Existing matching brief: reuse it (including a legacy PROJECT_BRIEF.md you just read). Do not restart.
• Patch only when goal, scene, outputs, constraints, or now/later change.

Confirm the use case before planning a new product app.

5. Product — plan

Skip on a capability / first-run request.

For a new app or a change to method, topology, or success checks, write a dated plan from assets/POC_PLAN.template.md at docs/plans/YYYY-MM-DD-<slug>.md. It must include:

• The first-demo boundary and what is deferred
• Starting example, method (deterministic / Zoo / customer model), and topology
• A mermaid pipeline diagram
• A UI or output mockup (overlay layout, JSON payload, or terminal — whatever they see)
• What the recording must contain
• Observable validation checks

Update docs/plans/current.md to a one-line stub pointing at that file. A timestamp without this pointer is how agents follow a dead plan.

Show the plan. Get a yes before implementing a new product app. Natural approval is enough. A later change to method, topology, or success checks voids that approval; show the updated plan again.

A narrow existing-app edit that does not change method, topology, or success checks does not need a new plan. Change this repo; do not scaffold a second app. Do not claim success until proof.

6. Recording and proof

luxonis-record owns capture/replay. Do not copy that procedure.

Host-connected path that can holistic-record/replay: iterate against a recording.

• New product app or material redesign: get the recording before implementing.
• Narrow existing-app edit: you may code first; success still needs proof.
• If a matching recording already exists, use it. Do not occupy the camera.

Standalone OAK App, or topology that cannot holistic-record: do not hard-stop. Prove with luxonis-inspect (or the installed oakctl run path from oakctl --help) on a named claim. State that replay is pending. luxonis-record still stops if the topology cannot record — that is record's job, not a blocker for app "done" here.

7. Implement

New app. Copy the closest current DepthAI v3 example into this project; leave the reference checkout unchanged. Isolated host environment. Prefer oakctl for host runs. Then make the smallest change that tests the assumption most likely to kill the approach. Implement one path.

Existing app. Change this repo.

Observe application outputs: open every image and parse every structured output used for a claim. When the result leaves the pipeline (MQTT, file, API, UI), observe that consumer separately. Keep artifacts used for a claim under evidence/.

A live-hardware demo claim still needs the device. For live frames, detections, depth, crops, or tracks, use luxonis-inspect. If the existing app is failing, use luxonis-troubleshoot.

Return to the plan when evidence disproves the approach.

Guardrails

• Ask before sudo, firmware/OS updates, flash, factory reset, Hub adoption, global pip, or publishing.
• Approval of a named third-party model revision and license authorizes that download. Cloud upload stays a separate explicit ask.
• Never compile DepthAI from source.
• Do not pretend WSL has USB.
• Never run competing processes against one device.