AI Briefing

AI Briefing — 2026-07-30

2 articles · Generated in 424s

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Security / Risk

New Udemy Course-AI Security Bootcamp-Guardrails,LLM Gateways,Observability

Krish Naik · 2026-07-25 · 6,586 views · 🔥 1,317/day

AI apps fail at the boring parts first: security, control, and visibility. This bootcamp shifts from chatbot demos to production discipline—guardrails, LLM gateways, observability, and defenses against prompt injection, jailbreaks, leakage, and unsafe output. That matters because enterprise AI dies quickly without trust, monitoring, and governance.

  • Add guardrails before exposing LLMs publicly.
  • Use gateways to centralize policy enforcement.
  • Monitor outputs, attacks, and model drift.

Build / Deploy

Llama.cpp vs vLLM: Which Local LLM Engine Actually Scales?

IBM Technology · 2026-07-28 · 24,687 views · 🔥 12,343/day

Llama.cpp wins on portability and edge devices; vLLM wins when throughput and parallel workloads matter. The real choice is not hype but hardware, latency targets, and whether you’re serving one model locally or scaling agent traffic in production.

  • Match engine to hardware limits.
  • Use vLLM for concurrent workloads.
  • Pick Llama.cpp for edge deployment.