Deep dives, practical guides, and incident analyses from engineers who build Safeguard. No fluff, no vendor FUD — just what you need to ship secure software.
Treat model output as untrusted input. Encode it for each destination, parameterize queries and limit privileges. Prompt wording alone is not a control.
Improper output handling is classic injection with a model in the middle. See how OWASP LLM05 maps to secure development, logging and validation duties.
Test for LLM04 by checking where data and model files came from, comparing behavior against a fixed evaluation set, and watching training for anomalies.
LLM04 covers tampered training, fine-tuning and embedding data, plus poisoned model files. Learn the documented examples and the controls OWASP recommends.
OWASP LLM03:2025 covers models, adapters, datasets and packages you did not build. Here is a concrete list of events to log and the alerts worth wiring up.
LLM03 covers risk from packages, models, adapters and data you did not build. See the incidents OWASP cites and the controls that cut the exposure.
LLM03 supply chain risk lines up with NIST SP 800-161, the NIST AI RMF and EU AI Act Articles 17 and 25. See the mapping and the evidence to keep for each.
OWASP LLM03 covers models, datasets, adapters and packages. See which controls give real assurance and which, like model cards and benchmarks, fall short.
LLM03 covers risks in models, datasets, adapters and packages. A checklist for engineering leads built on OWASP's mitigation list, with defensive steps.
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