MuchKnow-SecOps-8B 🛡️🔐

MuchKnow-SecOps-8B is an expert Cybersecurity & DevSecOps specialist model fine-tuned on top of deepseek-ai/DeepSeek-R1-Distill-Llama-8B.

Developed for MuchKnow (muchknow.com) and copyrighted to BuruOps (buruops.com), this model provides automated security audits, SAST/DAST analysis, Threat Modeling, infrastructure hardening, and secure CI/CD pipeline designs with explanations available in both English and Kiswahili 🇹🇿.

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🔒 Specialized Security Capabilities

1. Automated DevSecOps Pipeline Authoring:
   • Hardened GitHub Actions, GitLab CI, and Bitbucket Pipelines incorporating Bandit (Python SAST), TruffleHog (Secrets detection), and Trivy (Container image & dependency vulnerability scanning).
2. Threat Modeling & Architectural Assessments:
   • Structured STRIDE framework (Spoofing, Tampering, Repudiation, Information Disclosure, Denial of Service, Elevation of Privilege) analysis for Kubernetes (EKS, GKE, AKS), AWS, GCP, and cloud-native microservices.
3. Infrastructure as Code (IaC) Security Hardening:
   • Production-ready Terraform (HCL) modules enforcing S3 public access block, default KMS encryption, TLS transport policies, IAM least-privilege policies, and VPC Service Controls.
4. AppSec & Vulnerability Remediation:
   • Actionable code patches for SQL Injection (SQLi), Cross-Site Scripting (XSS), CSRF, and broken authorization (BOLA/IDOR), with explanations in English and Kiswahili.

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🚀 Quickstart Usage

Using mlx_lm (Apple Silicon Mac)

from mlx_lm import load, generate

model, tokenizer = load("Bur3hani/MuchKnow-SecOps-8B")

prompt = """Below is a technical query in Cybersecurity and DevSecOps. Provide an accurate, secure, and detailed response in English (or Kiswahili if requested).

### Instruction:
Write a secure GitHub Actions workflow for a Python application that includes SAST scanning with Bandit, secrets detection with TruffleHog, and container image scanning with Trivy.

### Response:
"""

response = generate(model, tokenizer, prompt=prompt, max_tokens=1024)
print(response)

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📜 Copyright & License

• Copyright: © 2026 BuruOps (buruops.com) & MuchKnow (muchknow.com). All Rights Reserved.
• Base Model License: Derived from DeepSeek-R1-Distill-Llama-8B.