AI Security
How is AI used in a SOC, and what should you check first?
AI in a SOC mostly triages alerts and drafts summaries. See where it helps, where it fails, and what to test before you trust it with real incidents.
Oct 18, 20264 min read
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Where does AI belong in security automation, and where does it not?
AI suits triage, enrichment and drafting in security automation. Keep irreversible actions behind human approval. A decision guide using NIST frameworks.
Oct 18, 20265 min read
AI Security
Should AI governance act as a gatekeeper or a guardrail?
Gatekeepers approve each AI use case by hand and become a queue. Guardrails set limits once and enforce them automatically. Here is how to build them.
Oct 18, 20264 min read
AI Security
What are the main AI data security risks and which frameworks help?
AI data risks include prompt leakage, poisoned training data and exposed retrieval stores. NIST AI RMF, NIST AI 100-2 and OWASP LLM Top 10 give structure.
Oct 18, 20264 min read
AI Security
How do you audit data quality for an AI system?
Bad data gives confident wrong answers. Audit AI data for provenance, labels, coverage, leakage, privacy and poisoning, and record it in a datasheet.
Oct 18, 20265 min read
AI Security
How do you build an AI bill of materials for a Python project?
An AIBOM lists the models, datasets and code an AI system depends on. For Python, record each with name, version, source and hash in CycloneDX or SPDX.
Oct 18, 20264 min read
AI Security
What is AI asset management and what should an AI inventory hold?
AI asset management is keeping a live inventory of models, data, agents and AI services with owners and risk. See the fields to record and the hard parts.
Oct 18, 20264 min read
AI Security
What do AI and machine learning actually do inside a SIEM?
In a SIEM, ML mostly scores unusual behaviour and groups related alerts, while language models summarize them. What each does well, and where it misleads.
Oct 18, 20265 min read
AI Security
How do AI agents break security assumptions, and how do you contain them?
AI agents act with real permissions on text they cannot reliably separate from instructions. See the OWASP root causes and the controls that limit damage.
Oct 18, 20264 min read
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