vinguyen0891/Vivy-R-CyberSec-3B-GGUF

Vivy-V-CyberSec-3B — Vivy-V Upgraded Generation (Optimized Thinking Core)

• Model Family: Vivy-V
• Model ID: Vivy-V-CyberSec-3B
• Domain Focus: Security Auditing & Formal Verification Thinking Core
• Development Status: TOP_PRIORITY_1_ACTIVE_EXPANSION
• Parameter Class: 3.09B (3,085,938,688 parameters)
• Release Policy: Open-Source Model Weights (Apache-2.0) + Encrypted Proprietary Vivy-V Architecture (.vcore)
• Legacy Lineage Stamp: Replaces Vivy-R-CyberSec-3B (v7.3..v7.4) ([ARCHIVED_LEGACY_VIVY_V6])

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Overview

Vivy-V-CyberSec-3B is the upgraded Vivy-V generation release featuring an optimized thinking core for faster decision-making, lower runtime memory overhead, and higher response consistency.

All legacy Vivy.v6 releases (Vivy-R-CyberSec-3B (v7.3..v7.4)) have been officially archived and stamped as legacy versions ([ARCHIVED_LEGACY_VIVY_V6]).

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Model Files & Packaging Structure

In accordance with the Vivy-V release policy, model weights are open-source while the internal Vivy-V thinking-core architecture is cryptographically encapsulated:

File	Role	Open-Source / Encrypted	Format
vivy-v-cybersec-3b-q4_k_m.gguf	Complete full-weight quantized backbone (Q4_K_M)	Open-Source Weights (Apache-2.0)	GGUF v3
vivy-v-cybersec-3b_weights.safetensors	Complete Vivy-V fine-tuned weight tensors (weights.layer_*, SHA-256: 033e7abfea6c01c4...)	Open-Source Weights (Apache-2.0)	.safetensors
vivy-v-cybersec-3b_arch.vcore	Encrypted Vivy-V thinking-core architecture & routing topology (SHA-256: ca598f2dc08d4168...)	Encrypted Architecture (VIVY_V_ARCH_ENC_V1)	.vcore (VCORE3)
Modelfile / Modelfile.vivy-v	Complete model definition linking full weights and adapter tensors	Open-Source Configuration	Modelfile

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Quick Start

1. Run with llama.cpp or Ollama (Modelfile)

# Build model from the complete Modelfile
ollama create vivy-v-cybersec-3b:vivy-v -f Modelfile

# Run interactive inference
ollama run vivy-v-cybersec-3b:vivy-v

2. Direct llama-server Execution

llama-server -m ./vivy-v-cybersec-3b-q4_k_m.gguf --port 8080 -c 8192

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Version History & Legacy Archive Notice

• Vivy-V (Current Active Release): Upgraded generation featuring an optimized thinking core, full open-source weights (.gguf + .safetensors + Modelfile), and encrypted Vivy-V architecture (.vcore).
• Vivy.v6 ([ARCHIVED_LEGACY_VIVY_V6]): All prior Vivy.v6 / R-Series versions (v6.0 – v7.4) are archived as historical legacy releases.