ORBIS

Full clean rebuild of ORBIS — wipes web/dist, dist-sdist, src-tauri bundle, staged sidecar binary, pyapp env cache, WKWebView state, sidecar.log, and stale unix sockets, then rebuilds frontend → sdist → pyapp sidecar → tauri bundle in the correct order, and launches with stderr captured. Use when voice doesn't work, the orb shows weird state, "Load failed" appears anywhere in the UI, or anything feels off after a code change.

Step-by-step workflow for adding a new processing component to the ORBIS agent pipeline

Step-by-step workflow for integrating a new stage into the ORBIS audio/processing pipeline

Integrate a new ML component (classifier, reranker, etc.) into an existing agent pipeline by reading the codebase, identifying hook points, implementing the module, and wiring it in.

Commit pending changes, bump the patch version tag, and publish a beta release

Scaffold and plan a new marketing site — branding audit, stack selection, hero design, and deployment config

Integrate a new ML component (classifier, reranker, embedder, etc.) into an existing pipeline by locating insertion points, implementing the module, and wiring it in.

Wire a new FrameProcessor into ORBIS's pipecat pipeline at the correct hook point

Wire a new FrameProcessor into a pipecat pipeline — create the class, refine it, and connect it in app.py

Integrate a new component into the ORBIS pipeline — import, builder function, config wiring, pipeline insertion, pyproject extra, and env/yaml examples.

Audit and fix stale cross-document references after a feature removal or rename

Generate a project status summary, verify all claims against ground truth, and correct before finalizing

Step-by-step workflow for building and wiring a new AI component (classifier, reranker, etc.) into the ORBIS pipeline

Step-by-step workflow for integrating a new component (classifier, reranker, etc.) into an existing app pipeline with metrics and hooks

Wire a new pipecat FrameProcessor into the ORBIS pipeline — class authoring through pipeline insertion

Step-by-step workflow for designing and wiring a new FrameProcessor into the ORBIS pipecat pipeline in app.py

Step-by-step process for integrating a new component into the ORBIS audio pipeline (config, wiring, deps, env, docs, tests)