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Blog
8 October
What the MHRA AI Airlock Phase 3 Application Says About Medical Device Monitoring
- AI
- 0 Comments
The MHRA AI Airlock Phase 3 application highlights deployment context, local oversight and communication as challenges for AI medical device post-market surveillance. Here’s what that framing does—and does not—establish.
6 October
Marine Snow Image Classification: What Underwater Images Can—and Can’t—Show
- AI
- 0 Comments
Underwater images can help classify marine snow by visible morphology, but they cannot establish composition or sinking behavior on their own. See what image pipelines can reveal and where independent evidence is needed.
5 October
How AI Outdoor Camera Alerts Fit Into Human Monitoring—and Their Limits
- AI
- 0 Comments
An outdoor-camera alert is information for a monitoring center to assess, not proof that a threat occurred. See how AVS-01 classifies alarm information and what its levels do—and do not—tell you about camera detection.
5 October
Self-Hosted AI vs Cloud AI: A Practical Decision Framework for Small Software Teams
- AI
- 0 Comments
A practical comparison of managed AI APIs, cloud-hosted open models, and self-hosted deployments for small software teams weighing data needs, costs, and maintenance.
24 September
Device Code Phishing: What the EvilTokens Disruption Means for Software Operators
- Cybersecurity
- 0 Comments
The EvilTokens case shows how device code phishing can exploit a legitimate authentication flow. Explore the reported disruption and practical lessons for identity and account-compromise response.
