AI Security
AI Cybersecurity Companies and Vendors: The Landscape
AI cybersecurity companies split into three distinct groups doing very different work, and confusing them is the fastest way to buy the wrong tool.
Mar 27, 20265 min read
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Engine-Plus-LLM vs Pure-LLM Bug Hunters
The difference between an engine-plus-LLM bug hunter and a pure-LLM one is not a tuning detail. It is a structural divide that determines whether the findings are usable.
Mar 26, 20267 min read
AI Security
Prompt Injection in CI/CD Pipelines: Attack Paths and Defenses
When LLMs review PRs, triage issues, and fix builds, every commit message becomes attacker input. The concrete attack paths through GitHub Actions and what blocks them.
Mar 26, 20266 min read
AI Security
MCP Server Sandbox Escapes: Threat Model
A threat model for sandbox escapes in Model Context Protocol servers, mapping attack surfaces from tool execution environments to host processes and shared state.
Mar 25, 20267 min read
AI Security
Model Substitution Attacks: An Emerging Pattern
An attacker who can swap the model behind an API call can read every prompt and shape every response. The emerging trend in 2026 is model substitution as an attack class with its own techniques and disclosures.
Mar 25, 20267 min read
AI Security
Out-Of-Band Confirmation For Irreversible Tool Calls
Some tool calls cannot be undone. Out-of-band confirmation is the cheapest defense for that small set, and the most expensive thing to skip.
Mar 25, 20267 min read
AI Security
Reachability vs Pure-LLM Vulnerability Scanning In 2026
Pure-LLM vulnerability scanners hit production around 2024. By 2026 their failure modes are documented. Reachability remains the backbone — and the LLM is most useful on top of it.
Mar 25, 20263 min read
AI Security
Training Data Poisoning: Pipeline Defenses
A senior engineer's guide to training data poisoning defenses in 2026, from split-learning detection to provenance attestation and continuous pipeline monitoring.
Mar 25, 20267 min read
AI Security
Container Security Scanning Tools: How to Choose in 2026
Container security scanning tools find vulnerabilities in your images, layers, and dependencies before they reach production. Here is how the categories compare and what to look for.
Mar 24, 20266 min read
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