docs/new_feature_checklist.md

New Feature Checklist: NVIDIA Ecosystem, Unified Sync & Intelligent Greeting

This document serves as the official integration checklist and deep-dive explanation for the newly implemented features, bridging the Python backend, the Android Kotlin frontend, the Cloud ecosystem, and the NVIDIA model routing logic.

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1. NVIDIA Ecosystem & Key Management (§ 11)

Goal: Expand the architecture to support 15 NVIDIA models alongside the existing 14 Google models, without breaking hardware dependencies.

• NVIDIA Vault Provisioned (backend/services/nvidia_vault.py)
  • Details: Built an isolated memory-safe vault manager for 15 NVIDIA API keys.
  • Mechanisms: Handles real-time auto-rotation, automatic quota tracking, and auto-failover (e.g., if a key hits limit 429, it automatically rotates to the next healthy key and attempts a background recovery on the dead key after 300 seconds).
  • [COMPLETED] Successfully mapped and injected all 15 unique NVIDIA API keys across 4 dedicated load-balancing tiers (HEAVY_COMPUTE, AGENTIC, MULTIMODAL, SPECIALIZED).
• Google Cloud Sync Key Provisioned (backend/services/usb_vault.py)
  • Details: Added the 15th Google API key designated strictly as CLOUD_SYNC_DOMAIN.
  • Safety: Kept all existing 14 KeyDomain hardware locks completely intact.

2. Intelligent Model Router (§ 11)

Goal: Prevent the system from defaulting to Gemini for heavy analytical/reasoning workloads by routing to 23 specific models based on real-time task analysis.

• Task Classifier Engine (backend/agent/router.py)
  • Details: Rebuilt LLMRouter.process_transcript() to dynamically intercept the transcript.
  • Routing Rules:
    • Heavy Coding: GLM-5.1 → MiniMax M3 → DeepSeek V4 Pro
    • Agentic/Planning: GLM-5.1 → Kimi K2.6 → Nemotron Super
    • Vision/Voice: Nemotron Nano Omni, Cosmos Reasoner, Nemotron VoiceChat
    • Safety: GLiNER PII, Synthetic Video Detector
• Fallback Injection: Ensures that if a primary model is down, the fallback chain executes seamlessly before the user notices a latency spike.

3. Unified Synchronization Workflow (§ 12)

Goal: Ensure zero isolated systems. If the Backend learns something, the Cloud, EXE, and APK must instantly learn it too.

• 14-Step Research Manager (backend/agent/research_workflow.py)

  • Details: Created a centralized coordinator that binds backend/ws/ws_manager.py to the Cloud and Frontend.
  • The Flow:
    1. Jarvis discovers an event -> 2. Backend ingests -> 3. Pushed to Cloud sync.
    2. Cloud permanently records.
    3. WebSocket emits exe:request_approval -> 6. WebSocket emits apk:request_approval.
    4. User approves.
    5. Implementation executes. 9-14. Master Vault, Local Databases, and Cloud Cache are updated simultaneously.

• Global Omni-Memory Sync (backend/services/memory_service.py)

  • Details: Created a central ledger (global_omni_memory SQLite table) to achieve a true hive-mind across all 30 Google and NVIDIA keys.
  • Mechanisms:
    • Every successfully executed LLM action (from Gemini 3.5 Flash or GLM-5.1) is sliced to its core summary and recorded.
    • All new prompts to the Token Manager instantly inject the last 5 events into context ([RECENT OMNI-MEMORY EVENTS - HIVE MIND SYNC]).
    • Safety: Strict truncation mathematically limits the injected prompt overhead to ~150-200 tokens to protect NVIDIA API quotas.

• Live Frontend Telemetry (src/App.tsx & Android APK)

  • Details: Created WebSocket push events (live_key_status) from token_manager.py. Both PC and Android clients instantly react and change UI banners (Cyan to Neon Green) exactly when fallback occurs.

4. Intelligent Day Review Greeting (§ 13)

Goal: Break the static "Good morning" LLM loops by forcing the assistant to read database logs and ask dynamic, context-aware follow-up questions.

• Greeting Intelligence Generator (backend/voice/greeting_intelligence.py)
  • Details: Analyzes 5 metrics: Conversation History, Daily Event Volume (Activity Pattern), Productivity Focus, Tone/Identity, and Master Vault context.
• Non-Destructive Boot Hook (backend/voice/activation.py)
  • Details: Injected immediately after the existing LLM greeting playback.
  • Safety: Mutes the pc_mic_service during TTS to prevent audio hallucination loops.
  • Identity: Automatically prefixes "AFTER THE EXSITING GREETING SYSTEM COMPLETES THEN TRHIS NEW UPDATE " and plays the dynamic audio query (e.g., "How did your day go?").
  • Amnesia Fix: Both the original and new follow-up greetings are saved into modules.memory.record_interaction as a single assistant block.

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5. Previous Feature: §0.8 Emergency Voice Playback

(Preserved for historical continuity)

• LiveAudioBuffer (PC Backend): Independent 60-second RAM Ring buffer.
• CircularAudioBuffer (Android APK): Native Kotlin memory-safe circular buffer.
• Bare-Metal Playback: Native AudioTrack API routing 16kHz PCM bytes.
• LLM Bypass: Real-time voice interception in router.py skipping LLM overhead.

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Next Steps

All 15 NVIDIA Keys and the 15th Google Key have been successfully confirmed as fully provisioned and initialized in the NvidiaKeyManager. You will only need to re-compile the Android APK if the WebSocket listener strings for approval loops (apk:request_approval) require UI elements.

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6. Monitoring Session Updates (Today's Architecture Polish)

Goal: Guarantee complete architecture unity so the Android APK fully leverages the 15 NVIDIA key fallback mechanism inside the HF Cloud.

• Mobile APK Complete Cloud Routing (MobileJarvisEngine.kt & MobileAutomationEngine.kt)
  • Details: Stripped out direct, hardcoded Google Gemini API calls from the Android app.
  • Mechanisms: All AI interactions (conversational chat AND screen autonomous decisions) now securely route to https://huggingface.co/proxy/jarvis2345-jarvis-cloud.hf.space/api/chat.
  • Result: The mobile app now seamlessly inherits the massive TokenManager 15-key NVIDIA fallback pool. No more localized API key exhaustion limits.
• Cloud Connector Clean-up (backend/services/connectors/__init__.py)
  • Details: Cleaned up the stream_with_fallback chain in the Cloud Brain.
  • Mechanisms:
    1. Gemini 3.5 Flash is checked first.
    2. Missing keys (Groq, OpenAI, Anthropic, Mistral) are automatically skipped.
    3. Ollama is strictly disabled in HF Spaces to prevent hanging latency.
    4. NVIDIA Vault instantly triggers as the ultimate safety net.
  • [COMPLETED] Automatically synchronized and pushed this Python update live to Jarvis2345/jarvis-cloud via HuggingFace API.
• Mobile Guardian Server Wake Up Sync (GuardianViewModel.kt)
  • Details: Verified the Wake Cloud Server button already systematically targets all components.
  • Pings Target: The Sentinel PC API (/wake), and HuggingFace spaces (jarvis-cloud, sf3d, jarvis-db, st3-database).
  • Status: Up-to-date and covering all active datastores and AI spaces.

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7. Family Device Management (Legitimate MDM Flow) (§0.18)

Goal: Implement a strictly legitimate, standard-compliant Mobile Device Management (MDM) architecture for family device safety, entirely avoiding rogue/RAT behaviors.

• Backend Provisioning Engine (backend/family_device/enrollment.py)
  • Details: Generates standard Android Enterprise QR payloads containing android.app.extra.PROVISIONING_* extras.
  • Security Boundary: Forces the enrollment to happen strictly during the Android setup wizard (factory-reset state). This prevents silent takeovers of active phones.
• Backend Remote Control Hub (backend/family_device/remote_actions.py)
  • Details: Exposes OMEGA-authenticated endpoints for executing remote actions (Lock, Full Wipe, App-Data Wipe, Locate, Force Password Reset) and channels them via WebSocket to the device.
• Android Device Owner Core (FamilyDeviceManagerService.kt & FamilyDeviceAdminReceiver.kt)
  • Details: Wires into Android's native DevicePolicyManager.
  • Transparency Lock: Automatically triggers the OS-enforced, un-hideable lockscreen disclosure: "This device is managed by OMEGA Cloud for safety. Contact them for details."
• OMEGA UI Dashboard (src/components/FamilyDevicePanel.tsx)
  • Details: React interface providing the QR code generator for device enrollment and the quick-action panel for managing all actively enrolled family devices.