Insights
Insights
Engineering perspective on AI security, LLMOps and defensive alignment - practical analysis from the team that builds and defends these systems in production.
Why we publish
Every article here comes out of work our engineers and security team actually did: an assessment, a build, an incident review, a question a client asked that deserved a longer answer than a meeting allows. We write for the practitioner who has to implement the recommendation, not for search rankings, which is why each piece stays risk-by-risk or layer-by-layer rather than staying at the level of a press release.
There is no fixed publishing schedule. A new article goes up when there is a genuinely useful technical angle to share, not on a content calendar, so the archive stays small and dense rather than padded with repeated topics.
Latest articles
Security, LLMOps and AI governance analysis written by the people who build and defend these systems.
Article · 9 min read
The OWASP Top 10 for LLM Applications (2025): an enterprise defense playbook
Published February 18, 2026
A practical, risk-by-risk walkthrough for security teams: how each failure mode shows up in production, how to detect it, and how to mitigate it.
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Article · 6 min read
Running LLMs on-premises: a reference architecture for regulated organizations
Published May 6, 2026
Hardware sizing, the serving layer, the gateway, RAG, observability, security zones and a safe air-gap update process.
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Article · 6 min read
AI guardrails and defensive alignment: what actually works in production
Published August 21, 2026
A layered defense model from policy through runtime monitoring, the evaluation metrics that matter, and the trade-offs leaders should expect.
Read articleWhat you’ll find in every article
Field-tested technical depth
Detection signals, mitigations and architecture decisions pulled from real assessments and builds, not a summary of someone else's whitepaper.
A structure you can scan
A linked table of contents, numbered risks or architecture layers, and a sources section, so a busy reader can jump straight to the part they need.
No vendor pitch
Frameworks and trade-offs explained on their own terms first. Where our services are relevant, they are linked at the end, not woven into the analysis.