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

• Model Family: Vivy-V
• Model ID: Vivy-V-Finance-3B
• Domain Focus: Quantitative & Analytical Thinking Core
• Development Status: LOCAL_EXPERIMENTAL_STANDBY
• 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-Finance-3B (v6.6..v7.4) ([ARCHIVED_LEGACY_VIVY_V6])

---

Overview

Vivy-V-Finance-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-Finance-3B (v6.6..v7.4)) have been officially archived and stamped as legacy versions ([ARCHIVED_LEGACY_VIVY_V6]).

---

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:

---

Quick Start

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

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

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

2. Direct llama-server Execution

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

---

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.