{
  "manifest_type": "slowsystems_learning_platform_reviewer_manifest",
  "review_date": "2026-07-13",
  "project": "SlowSystems",
  "operator": "Drachenberg LLC",
  "commercial_status": "pre_revenue_commercial_project",
  "license_path": "commercial",
  "scope": "Technical evaluation of an optional Muse device-integration layer for adult independent learners and adult learners working with a learning coach.",
  "notice": "The structured learning platform is the product. The coach-learner workflow is an interactive sample-data prototype. Muse integration is optional and learner-controlled. Commercial SDK access, supported-device confirmation, and live-device evidence are not yet demonstrated.",
  "product_prototype": {
    "status": "interactive_sample_data_prototype",
    "url": "https://slowsystems.app/demo",
    "views": [
      "coach_dashboard",
      "create_learning_plan",
      "guided_learner_session",
      "coach_review"
    ],
    "educational_features": [
      "learning_goal",
      "learning_material",
      "session_task",
      "knowledge_check",
      "learner_reflection",
      "coach_feedback",
      "repetition_date"
    ],
    "live_muse_sdk_integration": false,
    "bluetooth_connection": false,
    "simulated_eeg_stream": false,
    "device_derived_grading": false,
    "mental_state_scores": false
  },
  "phase_one": {
    "initial_platform": "Android / Flutter with a native SDK bridge",
    "primary_evaluation_target": "Muse S Athena",
    "initial_users": "adult_learners_only",
    "minors_or_school_monitoring_in_scope": false,
    "device_data_visibility": "learner_only",
    "teacher_or_coach_device_data_access": false,
    "raw_eeg_upload_default": false,
    "raw_eeg_to_third_party_ai": false,
    "persistent_device_storage": "user_controlled_and_separately_documented_before_closed_beta"
  },
  "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,
    "learning_outcome_inference_from_device_data": false,
    "proprietary_manufacturer_scores_reproduced": false,
    "medical_use": false
  },
  "planned_data_flow": [
    "muse_device",
    "official_android_sdk",
    "native_flutter_bridge",
    "local_signal_quality_and_feature_processing",
    "session_feature_update",
    "learner_controlled_session_view"
  ],
  "artifacts": [
    {
      "name": "Interactive coach-learner workflow prototype",
      "url": "https://slowsystems.app/demo",
      "status": "available_sample_data_prototype",
      "purpose": "Clickable demonstration of learning plans, guided sessions, knowledge checks, learner reflection, coach feedback, and repetition planning without Muse or EEG functionality."
    },
    {
      "name": "Coach dashboard prototype view",
      "url": "https://slowsystems.app/proof/coach-dashboard-prototype.svg",
      "status": "available_illustrative_view",
      "purpose": "Illustrative sample-data view of learner, plan, knowledge-check result, review date, and submission review."
    },
    {
      "name": "Learner session prototype view",
      "url": "https://slowsystems.app/proof/learner-session-prototype.svg",
      "status": "available_illustrative_view",
      "purpose": "Illustrative sample-data view of learning goal, tasks, notes, difficulty, confidence, and submission."
    },
    {
      "name": "Coach review prototype view",
      "url": "https://slowsystems.app/proof/coach-review-prototype.svg",
      "status": "available_illustrative_view",
      "purpose": "Illustrative sample-data view of educational evidence, coach feedback, next task, and repetition date."
    },
    {
      "name": "Technical and product proof page",
      "url": "https://slowsystems.app/proof",
      "status": "available",
      "purpose": "Human-readable overview of the interactive learning workflow, adult phase-one scope, local data flow, optional device role, event boundary, and evidence status."
    },
    {
      "name": "Muse SDK reviewer brief PDF",
      "url": "https://slowsystems.app/briefs/slowsystems-muse-sdk-brief.pdf",
      "status": "available",
      "purpose": "Portable one-page reviewer summary for internal forwarding, review, and archiving."
    },
    {
      "name": "Muse SDK reviewer brief SVG preview",
      "url": "https://slowsystems.app/briefs/slowsystems-muse-sdk-brief.svg",
      "status": "available",
      "purpose": "Responsive web preview of the one-page reviewer brief."
    },
    {
      "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. This fixture is separate from the coach-learner product prototype."
    },
    {
      "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 after approved commercial SDK access and supported-device confirmation."
    }
  ],
  "requested_reviewer_actions": [
    "Confirm whether the current commercial Android SDK supports Muse S Athena for phase-one EEG data, timestamps, connection status, signal-quality information, .muse recording, playback, and logging.",
    "If Muse S Athena is not supported for these phase-one functions, identify the current Muse model appropriate for initial commercial SDK evaluation.",
    "Confirm permitted EEG data and restrictions on local processing, temporary storage, persistent storage, and display of documented derived features.",
    "Clarify requirements for internal development, adult closed beta testing, public release, device naming, screenshots, demo material, 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."
  ]
}