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LLM04

AI-Data-Poisoning-KrishnaG-CEO

LLM04: Data and Model Poisoning – A C-Suite Imperative for AI Risk Mitigation

16 June 2025 by Krishna

At its core, data poisoning involves the deliberate manipulation of datasets used during the pre-training, fine-tuning, or embedding stages of an LLM’s lifecycle. The objective is often to introduce backdoors, degrade model performance, or inject bias—toxic, unethical, or otherwise damaging behaviour—into outputs.

Categories Information Security Tags Adversarial Testing, AI Governance, AI risk management, AI Security Investment, backdoor attacks, British English, business impact, C-Suite, Data Poisoning, Embedding Attacks, Enterprise AI Security4o, External Data Threats, Financial Sector AI, Fine-Tuning Vulnerabilities, Frontrunning Poisoning, LLM Lifecycle, LLM Security, LLM04, Machine Learning Integrity, Model Poisoning, OWASP Top 10, prompt engineering, prompt injection, Real-World Incident, red teaming, Regulatory Compliance, Risk Mitigation, ROI, Sleeper Agent Models, Split-View Data Poisoning, Supply Chain Risk Leave a comment

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