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AI Safety
A growing collection of articles on AI: big questions, useful tools, and ideas that stay with you.
Real ideas / Practical perspectives / A brighter next
Benchling details layered AWS defenses for multi-tenant AI code execution
The production design isolates AgentCore sessions, restricts DNS and S3 access, and continuously tests the controls, but its incident record and security outcomes are reported by…
Sep 21, 2026
4 min read
4 min read
Inside Jamf’s near-real-time controls for per-user Amazon Bedrock spending
Jamf’s production architecture turns Bedrock invocation logs into daily per-user cost estimates, then uses scheduled Lambda processing and IAM Customer Managed Policies to apply tiered model…
Sep 03, 2026
8 min read
8 min read
How NVIDIA and CrowdStrike Built an Adaptive Agentic Cybersecurity Loop
The experimental system combines offensive agents, Falcon telemetry, specialized Nemotron models, executable validation and live-fire testing to turn observed defense gaps into detection coverage—while leaving important…
Sep 01, 2026
8 min read
8 min read