
Chief Cybersecurity Model Architect
1 week ago
Job Summary:
This role focuses on driving the development and implementation of Large Language Models (LLMs) utilizing frameworks such as vLLM, HuggingFace, DeepSpeed, and PEFT techniques.
Key Responsibilities:
- Lead the training and fine-tuning of Large Language Models using cutting-edge frameworks like vLLM.
- Develop robust data pipelines to ingest, clean, and structure cybersecurity data, including threat intelligence reports, CVEs, exploits, malware analysis, and configuration files.
- Collaborate with cybersecurity analysts to create taxonomy and structured knowledge representations for embedding into LLMs.
- Design and execute evaluation frameworks tailored to cybersecurity tasks such as classification, summarization, and anomaly detection.
- Oversee the entire model development lifecycle, from training to inference optimization, testing, and deployment.
- Provide technical guidance and mentorship to a team of ML engineers and researchers.
- Stay up-to-date with advancements in LLM architectures, cybersecurity datasets, and AI-based threat detection.
- Advocate for responsible AI use and ensure model robustness, particularly given the sensitive nature of cybersecurity data.
Required Qualifications:
- A minimum of 5 years of experience in machine learning, with at least 2 years focused on LLM training or fine-tuning.
- Strong expertise in vLLM, HuggingFace Transformers, LoRA/QLoRA, and distributed training techniques.
- Proven experience working with various types of cybersecurity data, preferably including MITRE ATT&CK, CVE/NVD databases, YARA rules, Snort/Suricata rules, STIX/TAXII, or malware datasets.
- Proficiency in Python, popular ML libraries (PyTorch, Transformers), and MLOps best practices.
- Familiarity with prompt engineering, RAG (Retrieval-Augmented Generation), and vector stores like FAISS or Weaviate.
- Demonstrated leadership skills and ability to collaborate effectively with interdisciplinary teams.
- Excellent problem-solving skills and strong written & verbal communication abilities.
Nice to Have:
- Experience deploying models via vLLM in production environments using FastAPI or similar APIs.
- Knowledge of cloud-based ML training platforms (AWS/GCP/Azure) and GPU infrastructure.
- Background in reverse engineering, malware analysis, red teaming, or threat hunting.
- Publications, open-source contributions, or technical blogs in the intersection of AI and cybersecurity.
Essential Job Requirements:
- At least 5 years of experience in machine learning, with at least 2 years focused on LLM training or fine-tuning.
- Deep expertise in training and fine-tuning Large Language Models (LLMs) using frameworks like vLLM.
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