Navigate:

SarembokVE Documentation

SarembokVE is an enterprise-grade autonomous systems verification engine, reverse-engineering platform, and sovereign AI compute mesh designed for mission-critical engineering teams.

⚡

Autonomous Spec Synthesis

Deep Playwright Chromium crawl engine that deduces OpenAPI 3.1 schemas and TypeScript type declarations from live undocumented web applications.

🌐

Multi-Sector Real-Time Fan-Out

Concurrent parallel grounding decomposing complex queries across 15+ industry sectors and GICS benchmarks (XLK, XLE, XLV, XLF, etc.) in under 1.0 second.

📊

Argon Substrate & Vector Synthesis

Autonomous self-healing infrastructure layer with extended decode reasoning, native dark-mode SVG vector visual synthesis, and Shannon entropy loop defense.

🛡️

Truth Boundaries & Attestation

Strict zero-hallucination policy: no synthetic benchmark claims, mathematically verified SQLite integrity, and cryptographic hardware attestation.

🎙️

Real-Time Voice Dialogue

Low-latency dual-channel Kokoro neural voice synthesis streaming at sub-200ms latency directly inside the browser console.

🖥️

Sovereign GPU Compute Mesh

1-click external GPU worker bridge (Google Colab, RunPod, Kaggle) hosting verified Qwen-2.5-Coder weights with zero reliance on costly proprietary APIs.

System Architecture

SarembokVE is architected around an isolated 4-container production topology with strict security boundaries, defense-in-depth networking, and automated lifecycle recovery:

[ Internet / Users / CI Runners ]
                  │
                  ▼ HTTPS / WSS (Ports 80 & 443)
       ┌──────────────────────────┐
       │   Caddy Edge Gateway     │ ── TLS 1.3 Termination, HSTS, Rate Limiting
       └──────────────────────────┘
                  │ Internal Docker Network (sarembok-runtime:9000)
                  ▼
       ┌──────────────────────────┐
       │  Sarembok Core Runtime   │ ── Session Broker, JSON-RPC 2.0 Engine,
       │    (Python 3.12 / WAL)   │    Vector Memory, Autonomous Task Executor
       └──────────────────────────┘
             │             │             │
             ▼             ▼             ▼
      ┌────────────┐ ┌────────────┐ ┌──────────────────────────┐
      │ Playwright │ │ Kokoro TTS │ │ Sovereign GPU Mesh       │
      │ Chromium   │ │ Voice Pod  │ │ (Colab/RunPod Workers    │
      │ (Port 9100)│ │ (Port 9200)│ │  via WSS Reverse Tunnel) │
      └────────────┘ └────────────┘ └──────────────────────────┘

Headless Schema Synthesis

Traditional API discovery requires engineers to write swagger files manually or hope API providers keep documentation up to date. SarembokVE automatically reverse-engineers target services in real time by deploying a sandboxed headless Chromium browser that observes network payloads, DOM interactions, forms, and client bundles.

How It Works

Sandboxed Navigation: The Playwright container loads the requested URL in an ephemeral Chromium profile with memory and CPU boundaries.
Network & DOM Interception: Outgoing fetch and XHR calls, form structures, and JSON payloads are inspected and recorded.
Schema Induction: The Specification Engine maps inferred primitives, nested objects, and arrays into standard JSON Schema draft 2020-12 representations.
Format Synthesis: The raw schema is compiled into an OpenAPI 3.1 JSON document and an idiomatic TypeScript .d.ts contract interface.

OpenAPI 3.1 & TypeScript Exports

Every generated specification can be downloaded directly from the browser or fetched programmatically via standard curl commands.

# Download verified OpenAPI 3.1 JSON specification
curl -sLO "https://sarembok.com/api/spec/export?target=https://httpbin.org&format=openapi"

# Download type-safe TypeScript interfaces
curl -sLO "https://sarembok.com/api/spec/export?target=https://httpbin.org&format=typescript"

CI/CD Pipeline Integration

Integrate SarembokVE directly into GitHub Actions or GitLab CI to fail pull requests whenever an upstream dependency or internal endpoint changes without an updated contract:

name: API Drift Detection Gate
on: [pull_request]

jobs:
  audit-contract:
    runs-on: ubuntu-latest
    steps:
      - name: Audit Target API with SarembokVE
        run: |
          SPEC=$(curl -sf "https://sarembok.com/api/spec?target=https://api.staging.internal")
          VERIFIED=$(echo "$SPEC" | jq -r '.verified')
          if [ "$VERIFIED" != "true" ]; then
            echo "API Verification Failed!"
            exit 1
          fi
          echo "Verified in $(echo "$SPEC" | jq -r '.latencyMs')ms"

1-Click Sovereign GPU Worker Mesh

To eliminate reliance on expensive commercial cloud APIs (OpenAI, Anthropic), SarembokVE supports decentralized worker clustering. Any machine with a CUDA-enabled GPU (including free Google Colab T4 or A100 instances) can join the cluster in seconds.

Launching a Colab Worker

# Inside a Google Colab notebook (GPU Runtime):
!curl -sSL https://sarembok.com/Deployment/cloud/colab_worker.py -o colab_worker.py
!python colab_worker.py --server wss://sarembok.com/worker/ws --models qwen-2.5-coder-32b,qwen-2.5-coder-7b

Once registered, the central SarembokVE runtime automatically routes inference tasks to your connected sovereign worker over encrypted WebSockets, prioritizing zero-cost local compute.

Headless REST API Reference

The public REST API provides fast, scriptable access for automated tools and CI runners without browser session overhead.

Endpoint: GET /api/spec

Query Parameters:

target (required): Fully qualified URL to inspect (e.g., https://httpbin.org).

Example Response:

{
  "target": "https://httpbin.org",
  "engine": "chromium",
  "automation": "playwright",
  "latencyMs": 2675,
  "verified": true,
  "openApiSpec": {
    "openapi": "3.1.0",
    "info": { "title": "Inferred Specification for httpbin.org", "version": "1.0.0" },
    "paths": { ... }
  },
  "typeScriptContracts": "export interface Endpoint_Get_spec_json_Response { ... }"
}