{
  "manifest_type": "slowsystems_learning_platform_reviewer_manifest",
  "review_date": "2026-07-10",
  "project": "SlowSystems",
  "operator": "Drachenberg LLC",
  "commercial_status": "pre_revenue_commercial_project",
  "scope": "Technical evaluation of an optional device-integration layer for a teacher/coach-learner platform for structured learning sessions.",
  "notice": "The learning platform is the product. Device integration is optional. Live-device integration and vendor-specific stream access are not yet demonstrated.",
  "product_boundary": {
    "core_product": ["learning_management", "guided_sessions", "knowledge_checks", "repetition_planning", "learning_analytics", "educational_feedback"],
    "device_required": false,
    "automatic_grading_from_device_data": false,
    "proprietary_manufacturer_scores_reproduced": false,
    "medical_use": false
  },
  "artifacts": [
    {
      "name": "Technical and product proof page",
      "url": "https://slowsystems.app/proof",
      "status": "available",
      "purpose": "Human-readable overview of the learning workflow, optional device role, event boundary, and current limitations."
    },
    {
      "name": "Simulated fixture sample run",
      "url": "https://slowsystems.app/proof/sample-run-001.json",
      "status": "available_fixture_example",
      "purpose": "Static JSON fixture for session synchronization, signal-quality, feature, and schema evaluation."
    },
    {
      "name": "session_feature_update JSON Schema",
      "url": "https://slowsystems.app/proof/schema/session-feature-update.schema.json",
      "status": "draft",
      "purpose": "Draft technical event contract that excludes mental-state labels and learning-outcome inference."
    },
    {
      "name": "Live-device runtime artifact",
      "url": null,
      "status": "not_yet_available",
      "purpose": "Future timestamped runtime artifact produced only after approved SDK access or an appropriate open-platform integration."
    }
  ],
  "requested_reviewer_actions": [
    "Confirm availability of permitted EEG data, timestamps, connection status, and signal-quality information under the applicable commercial SDK path.",
    "Confirm whether logging and recorded-session playback are available for repeatable development testing.",
    "Clarify restrictions on processing, storage, and display of documented derived features.",
    "Clarify requirements for internal development, closed beta testing, public release, device naming, screenshots, and compatibility statements.",
    "For Muse S Athena, clarify availability and permitted use of optics or fNIRS-related data; phase 1 does not depend on this access."
  ]
}