SAREMBOKVE
AI-NATIVE COMPUTING ENVIRONMENT
SYSTEM
NOMINAL
EDGE LATENCY
8.6ms
CORE HEALTH
99%
AGENT CONSOLE
Sarembok VE · Autonomous Workspace
SOVEREIGN RUNTIME DYNAMIC TASK ENGINE

Welcome to Sarembok V E

Autonomous multi-agent coordination kernel with persistent SQLite-WAL memory, continuous Shannon entropy monitoring, and live frontier intelligence.

Submit a directive to operate the Sarembok V E environment, inspect runtime state, run research, coordinate agents, or execute available compute capabilities.
LIVE TERMINAL
STREAM
[rt:08434] zero-client edge runtime connected
[core:07536] recursive depth 7 · self-eval stable
[net:04834] beam stream 2 · throughput 9.56 Gb/s
[rt:09335] edge worker dispatched -> node_0 · 1.2ms
[mem:11141] reconcile memory shard :: delta=0.003 -> committed
[playwright] chromium headless automation online :9100
> system ready for directives
PERSISTENT MEMORY · SQLITE-WAL
WAL
FRAMES
2,481
DRIFT
0.00
DURABLE
100%
BACKENDSQLITE-WAL
ENTRIES2 STORED
HEALTHSTABLE
RECURSIVE MEMORY RECONCILIATION
LOOP
d4
STABLE
d5
COMMIT
d3
STABLE
ONLINE AGENTS0 / 0
QUEUE DEPTH0 QUEUED
COMPUTE WORKERSCPU POOL
RECONCILIATION CYCLE 00021
FABRIC KERNEL · V3.8
SOVEREIGN
Zero-dependency edge micro-kernel. Micro-step SQLite-WAL state engine with Shannon entropy loop defense (<0.88) and hard-cap enforcement.
FABRIC STATUS READY · AWAITING WORKLOAD
SHANNON ENTROPY 0.14 [STABLE < 0.88]
TOKEN HARD-CAP 2,840 / 100,000
FLYWHEEL NODES STRATEGIST · WORKER · AUDITOR
METAHUMAN · NEURAL EMBODIMENT
IDLE
TOPOLOGY: 468 NODES · ARKIT COMPLIANT
LIVE GAZE SYNC
LIP SYNC: AUDIO REACTIVE VISEMES
X: 0.00 Y: 0.00
Move cursor to guide gaze · Speak to observe real-time lip synchronization.
DIGITAL HUMAN CONTROL DECK
Live session authority and morph target telemetry bridge.
SESSION STATUSACTIVE · dhs-ada-01
UNREAL LIVE LINKUE 5.8 BRIDGE READY
GRAPHICS PIPELINEWebGL Canvas · Client Hologram
Live ARKit Morph Target Telemetry
JAW OPEN0.00
MOUTH SMILE0.20
EYE BLINK0.00
BROW INNER UP0.15
OPENCV 5.0 · YUNET REAL-TIME VISION SENSOR
STANDBY
OPENCV CAMERA SENSOR INACTIVE
ENGINE OpenCV 5.0.0
MODEL YuNet ONNX
FACES 0 DETECTED
GAZE VECTOR X: 0.00 Y: 0.00
LATENCY -- ms
BRIGHTNESS --
SAREMBOK · SOVEREIGN DIALOGUE & SYNTHESIS
ENGINE: AUTO (DYNAMIC TASK ROUTING)
STREAM READY
STANDBY
Hands-free duplex 2-way conversation · Speak naturally · Instant barge-in
🎙️
ACTIVATE NATIVE GEMINI LIVE VOICE
Native audio-to-audio conversation with instant interruption.

Sarembok V E

Sovereign multimodal intelligence · Duplex live voice, camera & screen perception, dynamic skills, and creative generation.

🎙️
Spoken Conversation
Talk hands-free in real time with instant voice interruption
👁️
Live Vision
Share camera snapshots or screens to inspect & troubleshoot
🎨
Generate 4K Visuals
Create high-fidelity artwork using sovereign GPU Tensor cores
🎵
Stream Media & News
Play live news broadcasts, music, comedy, and podcasts
SAREMBOK

Sarembok V E runtime online. Runtime, memory, agents, tools, research, orchestration, and distributed compute are available through the control plane.

DROP FILES TO UPLOAD & ATTACH
Documents, code, datasets, CSV, and images
HEADLESS BROWSER & RESEARCH ENGINE
Playwright Chromium automation for full-page rendering, screenshot generation, and live DOM extraction.
Enter a public URL and click SCREENSHOT or RENDER DOM to preview.
MULTI-AGENT FABRIC
Registered autonomous agents reporting to Sarembok runtime authority.
ONLINE
0
REGISTERED
0
ACTIVE TASKS
0
Loading live agent registry from Runtime Authority…
PERSISTENT MEMORY EXPLORER & RECALL BANK
Semantic, episodic, and working memories persisted in SQLite-WAL with automated retrieval.
Loading persistent memory state from Runtime Authority...
COMPUTE FLEET & DECENTRALIZED GPU MARKETPLACE P2P COMPUTE
Live physical worker telemetry, 1-click free Google Colab GPU connection, and on-demand GPU instance rentals.
ONLINE WORKERS
0 ACTIVE
TOTAL GPU VRAM
0 MB (CPU ONLY)
ACTIVE RENTALS
0 LEASED
MARKETPLACE STATUS
4 TIERS READY
1. Active Physical Worker Nodes
STRICT RUNTIME TRUTH BOUNDARY
NO EXTERNAL GPU WORKERS CONNECTED
The runtime is operating on cloud API language providers (OpenRouter / Gemini / Groq) and CPU task scheduling. You can connect a 100% free 16GB Tesla T4 GPU node right now via Google Colab.
2. Decentralized GPU Rental Marketplace
Rent dedicated accelerator slices for real-time MetaHuman rendering, Llama 70B reasoning, or fine-tuning.
HOURLY LEASING ACTIVE
100% FREE COMMUNITY $0.00 / hr
Google Colab Tesla T4
NVIDIA Tesla T4 · 16GB GDDR6
• Compute: 65 TFLOPS FP16
• Bandwidth: 300 GB/s (GDDR6)
• Best for: Inference & Speech Testing
ULTRA-LOW LATENCY $0.65 / hr
GeForce RTX 4090 Dedicated
NVIDIA Ada Lovelace · 24GB GDDR6X
• Compute: 165 TFLOPS FP16
• Bandwidth: 1,008 GB/s
• Best for: MetaHuman 3D & Whisper TTS
HIGH VRAM WORKHORSE $1.45 / hr
A100 SXM4 Enterprise
NVIDIA Ampere · 80GB HBM2e
• Compute: 312 TFLOPS Tensor
• Bandwidth: 2,039 GB/s
• Best for: Llama 70B & DeepSeek V3
MAX COMPUTE THROUGHPUT $2.85 / hr
H100 SXM5 Hopper Tensor
NVIDIA Hopper · 80GB HBM3
• Compute: 989 TFLOPS FP16/FP8
• Bandwidth: 3,350 GB/s
• Best for: Agent Swarms & Heavy Batch
💰
Sell & Monetize Your Own GPU Hardware
OPERATOR REWARDS ACTIVE
Have an idle NVIDIA GPU or cloud instance? Join the Sarembok decentralized cluster. Simply launch the worker client daemon on your machine to claim tasks and earn lease credits.
$ python Deployment/cloud/worker_client.py --ws-url wss://sarembok.com
SOVEREIGN PROTOCOL · DIRECTIVE-01 V3.8-FLASH-MEDIUM

ANTIGRAVITY GEMINI FABRIC KERNEL

Zero-Dependency Edge Orchestrator · SQLite-WAL Micro-Step State Engine · Shannon Entropy Loop Defense
KERNEL STATUS
ONLINE / READY
TOKEN HARD-CAP 2,840 / 100,000
SHANNON ENTROPY THRESHOLD < 0.88
0.14 [STABLE]
STRATEGIST NODE
IDLE
Decomposes workload directives into micro-steps. Queries SQLite-WAL for historical state baseline.
Last step: Decomposed payload -> 1 isolated micro-step
WORKER NODE
IDLE
Promise execution engine. Watchdog tracking bounds execution to strict timeoutMs limit (5000ms).
Last execution: 4.2ms · 0 timeout faults
AUDITOR NODE
IDLE
Calculates sliding-window Shannon entropy, verifies HMAC-SHA256 signature, enforces hard cap.
HMAC-SHA256: 0x7c4e...d81a · Signature Valid
FLYWHEEL DIRECTIVE DISPATCHER
BUS PROTOCOL: EVENT-DRIVEN ASYNC ENVELOPE
SQLITE-WAL TRANSACTION STREAM (PRAGMA journal_mode = WAL)
5 COMMITTED
STEP ID AGENT STATUS TOKENS ENTROPY TIME
RECONSTITUTED STATE TREE / INSPECTOR 
// Click a transaction above or tap "RECONSTITUTE STATE FROM WAL"
SYSTEM MATRIX & PLAYBOOK 10 SOVEREIGN PILLARS

SAREMBOK VE · SYSTEM CAPABILITIES & DIRECTIVES PLAYBOOK

Authoritative reference manual, multimodal perception controls, dynamic MCP tools, autonomous orchestration catalog, and one-click execution directives across the entire sovereign runtime.

RUNTIME: ONLINE
GPU NODES: 0 ACTIVE GPU NODES
MEMORY: SQLITE-WAL (PERSISTENT)
AGENTS: 0 REGISTERED
MODELS: GEMINI · OPENROUTER · GROQ
🎙️
Duplex Live Voice & Hands-Free Talk
SUB-SECOND BARGE-IN
Real-time, bidirectional spoken conversation with natural speech synthesis, continuous microphone capture, and instant acoustic barge-in interruption.
How To Use It:
  1. Click START VOICE on the top banner or the microphone icon on the input bar.
  2. Speak naturally into your device microphone.
  3. Interrupt anytime while Sarembok is speaking—speech detection instantly stops audio playback and flushes buffers.
Interactive Directives
What is your live cluster status?
Explain quantum decoherence in simple terms
👁️
Live Vision (Camera & Screen)
MULTIMODAL REASONING
Visual grounding powered by camera snapshots and interactive screen sharing directly ingested into frontier multimodal vision reasoning models.
How To Use It:
  1. Click the 📷 Camera Eye icon to snap a webcam photo, or 🖥️ Screen Eye to stream your active screen or browser tab.
  2. Preview the attached frame in the blue viewport preview bar.
  3. Ask any question about the image or screen contents.
Interactive Directives
What am I looking at and what details do you notice?
Debug the code visible on my screen
🧩
Dynamic Skills Engine & MCP Gateway
JSON-RPC 2.0 PROTOCOL
Connects to local modular SKILL.md packages and external community Model Context Protocol (MCP) servers, granting immediate access to the 85,000+ Claude skills ecosystem.
How To Use It:
  1. Issue natural language requests that trigger specialized skills (e.g. spatial memory recall, web intelligence).
  2. Add external MCP servers to mcp_servers.json over stdio or HTTP.
  3. Tools and resources are dynamically discovered and formatted into OpenAI tool call specifications.
Interactive Directives
Recall spatial visual observations from recent sessions
List all registered MCP tools and active servers
🎵
Universal Media & Audio Streaming
IN-CHAT STREAMING
Direct streaming audio player and dedicated pop-out window support for music tracks, stand-up comedy sets, podcasts, and live world news broadcasts.
How To Use It:
  1. Type play <topic/artist> in the prompt bar.
  2. Listen to audio directly in the chat player or click POP OUT PLAYER for an independent floating window.
  3. Supports background play while continuing to code or chat.
Interactive Directives
play bbc news
play kevin hart
play synthwave beats
🎨
Visual Synthesis & Verified Image Output
RUNTIME VERIFIED ONLY
Image generation is exposed only when a verified visual provider or GPU worker is operational. Sarembok will report the capability as unavailable rather than fabricate an image result.
How To Use It:
  1. Issue generate an image of ... or draw ....
  2. If image generation is operational, the verified image card opens the lightbox.
  3. Inspect exact generation prompt metadata, copy prompt, or download the full asset.
Interactive Directives
generate a 4k image of a cybernetic neural hub in neo-tokyo
draw an astronaut meditating on a neon ridge on mars
💻
Full-Stack Autonomous Code Synthesis
SANDBOXED EXECUTION
Architectural planning, code generation, refactoring, lint fixing, and debugging across Python, JavaScript, CSS, SQL, Docker, and shell inside containerized sandboxes.
How To Use It:
  1. Ask for complete software architectures, APIs, or scripts in the prompt bar.
  2. Use the 1-click copy button on code snippets to grab code immediately.
  3. Toggle Admin Execution mode in Cockpit view to execute shell and python commands directly in the sandbox.
Interactive Directives
Write an async FastAPI rate limiter with sliding window Redis
Create a responsive glassmorphic dashboard component in vanilla CSS
🧠
Persistent Long-Term & Spatial Memory
SQLITE-WAL ENGINE
Cross-session knowledge persistence with ACID SQLite-WAL storage, structured session envelopes, semantic recall, and spatial visual recall.
How To Use It:
  1. Important conversational facts and user instructions are automatically indexed into persistent memory.
  2. Switch to the Memory tab in Cockpit mode to inspect all active SQLite-WAL rows and integrity status.
  3. Ask Sarembok to recall past topics or camera observations anytime.
Interactive Directives
What do you have stored in persistent memory about our project?
Recall our previous architectural decisions on worker nodes
🤖
Multi-Agent Orchestration & GPU Fleet
LIVE AGENT TELEMETRY
Distributed task coordination across registered agent personas and live physical worker nodes, managing scheduler queues and background lifecycles.
How To Use It:
  1. View and inspect agent personas in the Agents tab.
  2. Monitor live GPU node heartbeats, VRAM, and task queues in the Compute tab.
  3. Prune offline workers or register free Google Colab GPU workers in seconds.
Interactive Directives
Dispatch a multi-agent review of cluster health
Prune offline workers from the active registry
🌐
Real-Time Intelligence & World Clock
LIVE NEWS SCRAPING
Live web scraping, breaking news aggregation, financial metrics, and authoritative calendar/clock verification with zero hallucination.
How To Use It:
  1. Ask current events, breaking news, or global time zone queries.
  2. Sarembok fetches live real-time articles, displays source citations, and timestamps the response to UTC.
Interactive Directives
What time is it right now in UTC, New York, and Tokyo?
What is the latest breaking tech news today?
🛡️
Architectural Boundaries & Truth Limits
SAFETY & CONSTRAINTS
Enforces strict containment: containerized sandboxes, cryptographic human authorization guardrails, air-gapped firewall isolation, and truth boundary telemetry.
How To Use It:
  1. Ask Sarembok about operational constraints or architectural limits anytime.
  2. Sarembok refuses to invent false worker counts or claim non-existent hardware resources.
  3. High-impact actions (e.g. cloud deletion) require explicit cryptographic human tokens.
Interactive Directives
What are your architectural boundaries and limitations?
what cant you do
🛡️

ARCHITECTURAL BOUNDARIES & OPERATIONAL GUARDRAILS

Enterprise-grade safety policies enforced at the kernel layer
STRICT POLICY
🔒 Containerized Sandbox Isolation
Autonomous code and terminal directives execute exclusively within isolated Docker containers without host kernel mutation.
🔑 Cryptographic Authorization Guardrails
High-impact cloud changes or destructive actions strictly require human confirmation and cryptographically signed tokens.
🌐 Air-Gapped Firewall Boundaries
Private enterprise intranets and air-gapped VPCs cannot be accessed without explicit user-configured VPN tunnels or credentials.
⚖️ Sovereign Ground Truth Enforcement
Worker status, memory metrics, and GPU capacity are read directly from live telemetry, forbidding false or hallucinated metrics.
SYSTEM SETTINGS & INTEGRATIONS MCP V2026.1 · CDC · VECTOR DB

SYSTEM SETTINGS & ENTERPRISE INTEGRATIONS

Configure, activate, and observe sovereign infrastructure: Model Context Protocol (MCP) servers, Change Data Capture (CDC) real-time streaming, semantic vector indexing, standardized API connectors, and distributed tracing telemetry.

MCP SERVERS: 9 CONFIGURED
CDC PIPELINE: STREAMING (DEBEZIUM)
VECTOR DB: 768-DIM COSINE
OTEL TRACING: W3C TRACEPARENT
MUTATIONS: 0 CAPTURED
Model Context Protocol (MCP) Connectors
Activate and configure credentials for sovereign databases, cloud storage, infrastructure, and productivity platforms.
⚡ Change Data Capture (CDC) & Event Stream Pipeline
Real-time transaction capture formatted to Debezium/Kafka specifications with automated semantic vector indexing on row mutations.
PIPELINE ENGINE
ACTIVE (DEBEZIUM)
CloudEvents v1.0 Spec
STREAM BUFFER
0 RECORDS
In-Memory Ring Buffer
KAFKA BRIDGE
kafka:9092
sarembok.cdc.* Topics
AUTO VECTOR INDEX
ENABLED
Mutations auto-indexed
MONITORED TABLES: conversations artifacts agent_wal system_metrics
LIVE MUTATION STREAM INSPECTOR
TIMESTAMP OP TABLE TRANSACTION ID PAYLOAD SNAPSHOT
Awaiting table mutations… Trigger a test mutation to inspect.
🧠 Semantic Vector Store & Intelligent Search
768-dimensional dense vector embeddings with cosine similarity and Reciprocal Rank Fusion (RRF) hybrid search.
EMBEDDING DIMENSION
768 FLOAT32
Dense Cosine Metric
ACTIVE COLLECTIONS
0 COLLECTIONS
knowledge_base, conversations
TOTAL INDEXED VECTORS
0 VECTORS
Persisted to disk
INTERACTIVE SEMANTIC SEARCH SANDBOX
Enter a query above to test hybrid semantic vector search against indexed collections.
🔭 OpenTelemetry Distributed Tracing & Observability
End-to-end W3C traceparent (00-{trace_id}-{span_id}-01) correlation across RPC, agent reasoners, and external connectors.
OTEL STANDARD
W3C TRACEPARENT
RFC Compliant Headers
TRACES RECORDED
0 SPANS
Distributed Buffer
SPAN STATUS
100% HEALTHY
Zero Tracing Exceptions
TRACE ID SPAN ID OPERATION NAME STATUS DURATION ATTRIBUTES
Loading recent distributed trace spans…
🎬 POP-OUT VIDEO PLAYER
AI SPEAKING · TAP OR PRESS ESC TO INTERRUPT ESC / SPACE
NOTIFICATION