MiniLM-L6™ Sovereign Vector Embedding & Cross-Encoder

Dense vector semantic search, hybrid BM25 re-ranking, and zero-egress similarity indexing.

PythonDense Vector EmbedderCosine Proximity EngineBM25 Hybrid Ranker

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💻 Developer CLI & Production Runtime

Status: Active & Ready

Command Execution Flag

Terminal Output // Standard I/O Ready

$ creators-cli run minilm-vector-cross-encoder --dry-run --strict-audit
>> Initializing MiniLM-L6™ Sovereign Vector Embedding & Cross-Encoder...
>> Checking runtime environment: Python 3.10+ / Linux & Docker
>> Verifying AST syntax trees... 0 errors detected
>> Executing automated verification matrix:
   [PASS] test_environment_configuration (1.2ms)
   [PASS] test_core_engine_pipeline (8.4ms)
   [PASS] test_memory_quarantine_boundaries (2.1ms)
>> Build artifacts packaged: 100% turnkey ready.

💡 Tip: Click "Execute Live Simulation" above to see dynamic telemetry calculation.

⚙️ System Architecture & Dataflow Pipeline

High-reliability decoupled engineering design

Footprint: 14.8 MB

Phase 1: Ingest

Event / Payload Intake

Async webhook router, rate limiter, and TLS termination.

Phase 2: Validation

Security Quarantine

AST syntax validation, input sanitization, zero secret leaks.

Phase 3: Core Logic

High-Performance Modular CLI...

Deterministic pipeline with sub-20ms latency execution.

Phase 4: Persistence

Storage & Delivery

ACID SQLite WAL or Postgres sync with atomic state dispatch.

Supported OS

Linux / Docker / Windows

Memory Footprint

< 45 MB RAM Idle

License Rights

Commercial White-Label

Audit Result

0 Threats / 100% Clean

📦 Turnkey Package Manifest & Source Code

Everything needed to immediately self-host and commercially deploy

Full Unencrypted Source

Included Files & Structure

📁 app/ — Core application modules
📄 main.py — Entrypoint & routing
📄 models.py — Database schema definitions
📄 config.py — Environment loader
🐳 Dockerfile & docker-compose.yml
🚀 deploy.py — 1-click release daemon
🧪 run_tests.py — Automated test harness
📋 .env.example — Setup variables

Instant Turnkey Purchase

$780.00 one-time buyout

Complete commercial rights. No ongoing royalties. Self-host on your own infrastructure or cloud.

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