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@musabdulai-io

Musabdulai IO

AI Security & Infrastructure. Building automated red-teaming harnesses and secure RAG pipelines.
README.md

Musabdulai IO — LLM Production Safety

I implement access controls, monitoring, and spend limits for RAG, agents, and chatbots—so you avoid tool misuse, data exposure, and surprise bills.

What I Ship

  • Access Controls & Guardrails: Input/output filtering, permission scoping, PII detection
  • Monitoring & Alerting: Cost dashboards, anomaly detection, audit trails
  • Spend Limits: Per-user budgets, rate limiting, token caps

Open Source

Links

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  1. standard-rag standard-rag Public archive

    Intentionally insecure RAG demo for security testing. Test target for LLM Production Safety Scanner. DO NOT deploy publicly.

    Python 1

  2. llm-production-safety-scanner llm-production-safety-scanner Public

    CLI tool for testing production safety controls in LLM/RAG apps - prompt injection, data leakage, hallucinations, cost vulnerabilities

    Python 1

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