Bur3hani/MuchKnow-SecOps-8B

TEXT GENERATIONPricing:Input $0.2 / Cached $0.028 / Output $0.32Concurrent Unit Cost:1Model Size:8BQuant:FP8Context Size:32kTool Calling:SupportedPublished:Oct 4, 2026License:mitArchitecture:Transformer Open Weights Featherless Exclusive Cold

Bur3hani/MuchKnow-SecOps-8B is an 8 billion parameter expert language model fine-tuned from deepseek-ai/DeepSeek-R1-Distill-Llama-8B, developed by BuruOps and MuchKnow. It specializes in Cybersecurity and DevSecOps, offering automated security audits, SAST/DAST analysis, threat modeling, and secure CI/CD pipeline designs. The model provides explanations in both English and Kiswahili, making it ideal for specialized security tasks and infrastructure hardening.

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MuchKnow-SecOps-8B: Cybersecurity & DevSecOps Expert

MuchKnow-SecOps-8B is an 8 billion parameter language model, fine-tuned from deepseek-ai/DeepSeek-R1-Distill-Llama-8B, specifically designed for Cybersecurity and DevSecOps. Developed by BuruOps and MuchKnow, this model acts as a specialist, providing automated security solutions and expert guidance.

Key Capabilities

  • Automated DevSecOps Pipeline Authoring: Generates hardened GitHub Actions, GitLab CI, and Bitbucket Pipelines, integrating tools like Bandit (SAST), TruffleHog (secrets detection), and Trivy (vulnerability scanning).
  • Threat Modeling & Architectural Assessments: Conducts structured STRIDE framework analysis for Kubernetes (EKS, GKE, AKS), AWS, GCP, and cloud-native microservices.
  • Infrastructure as Code (IaC) Security Hardening: Creates production-ready Terraform (HCL) modules enforcing security best practices for S3, KMS, IAM, and VPC Service Controls.
  • AppSec & Vulnerability Remediation: Provides actionable code patches for common web vulnerabilities such as SQL Injection (SQLi), Cross-Site Scripting (XSS), CSRF, and broken authorization (BOLA/IDOR).
  • Multilingual Explanations: Offers detailed explanations and responses in both English and Kiswahili.

Good for

  • Automating security checks within CI/CD pipelines.
  • Performing comprehensive threat modeling for cloud and microservice architectures.
  • Generating secure IaC configurations.
  • Receiving actionable advice and code fixes for application security vulnerabilities.
  • Users requiring security expertise with multilingual support (English/Kiswahili).

Finetunes
1 models