VaultCoder-3B-SDLC is a hyper-specialized, privacy-first Large Language Model (LLM) engineered for high-stakes enterprise architecture and secure software development lifecycle (SDLC) management.

While generic models struggle with the nuances of regulated industries, VaultCoder has been fine-tuned using professional-grade Knowledge Distillation to provide elite-level performance in local environments.

🏛️ Industry-Specific Specializations

VaultCoder has been meticulously trained across 7 high-value sectors:

🏥 Healthcare: HIPAA-compliant AWS/Azure architectures, HL7 FHIR data mapping, and secure patient portal logic.
🏘️ Real Estate: RESO Web API integration, automated MLS sync services, and complex financial/mortgage calculators.
🏎️ Automobile: Real-time OBD-II telematics processing, EV fleet management APIs, and sensor data integration.
🎨 AR/3D Design: WebXR augmented reality components, 360° image-to-2D floor plan generation, and Unity 3D scripts.
🎓 EdTech: LMS database schemas (SCORM/xAPI) and AI-driven pedagogy for student feedback.
📈 Sales Ops: Predictive lead scoring engines and NLP-based automated CRM outreach.
⚖️ Strategic Advisory: Automated M&A due diligence (RAG), Monte Carlo risk simulations, and SWOT analysis.

🛠️ Training Methodology

VaultCoder-3B-SDLC was developed using a state-of-the-art Knowledge Distillation pipeline:

Teacher Model: Qwen2.5-Coder-7B-Instruct (High-reasoning "Pro" architect).
Dataset: A proprietary 24-record "Gold Standard" dataset generated with deep architectural reasoning and zero placeholders.
Technique: LoRA (Low-Rank Adaptation) fine-tuning on the Qwen2.5-Coder-3B base.
Quantization: 4-bit GGUF (Q4_K_M) for maximum speed and minimum RAM usage on standard CPUs.

🚀 Quick Start (Local Deployment)

VaultCoder is optimized for private, local execution using Ollama.

1. Create a Modelfile

Create a file named Modelfile:

dockerfile

FROM ./VaultCoder-3B-SDLC.gguf

SYSTEM """
You are VaultCoder, a World-Class Software Engineer and Strategic Business Consultant. 
Your goal is to provide production-ready, secure, and industry-optimized solutions.
"""

PARAMETER temperature 0.3
PARAMETER num_ctx 8192

2. Run the Model

bash

ollama create vaultcoder -f Modelfile
ollama run vaultcoder

🔒 Privacy & Compliance

VaultCoder is designed to run 100% offline. Your intellectual property, patient data, and financial records never leave your local infrastructure, making it the ideal choice for companies that cannot use cloud-based AI providers.

📜 License

This model is released under the Apache 2.0 License.

Maintained by: Tarun
For Inquiries: LinkedIn Profile

Tarun58/VaultCoder-3B

🛡️ VaultCoder-3B-SDLC