Cloud AI

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Prompt Injection Guardrails: AWS vs Azure Compared

Nov 11, 2026

Prompt injection guardrails from the two biggest clouds work only when they are wired the way each platform expects, and both hide a default that silently weakens protection: Amazon Bedrock will not filter prompt...

Rows of servers in a data center connected by network cables, representing GPU worker nodes waiting for autoscaling decisions

Artificial Intelligence

GPU Autoscaling by Queue Depth: The Full KEDA Setup

Nov 10, 2026

Rows of GPU servers in a data center rack, the shared hardware that multi-LoRA serving allocates across many fine-tuned adapters

Artificial Intelligence

Multi-LoRA Serving: Sharing One GPU Across Adapters

Nov 9, 2026

Insights for your day

Rows of memory modules inside a data center server, representing the memory footprint of a vector index

Artificial Intelligence

HNSW Tuning in Practice: m, ef_construction, ef_search

Nov 8, 2026

HNSW tuning for vector search comes down to three settings: m, ef_construction and ef_search. The first two shape the graph you build; the third shapes every query you run. Raise any of them and...

Rows of GPU accelerator servers in a data center rack used for LLM inference

Artificial Intelligence

KV Cache Memory Sizing for Long-Context LLM Serving

Nov 7, 2026

KV cache memory — not model weights — is usually the constraint that decides how many long-context requests a GPU can serve concurrently. The key-value cache for each request is huge and grows and...

Fresh perspectives

Rows of GPU servers installed in a data center rack for AI inference workloads

Artificial Intelligence

Cloud Run GPU Inference: Limits, Cold Starts, Costs

Nov 6, 2026

Cloud Run GPU attaches an NVIDIA accelerator to a fully managed container service: no drivers to install, no reservations to book, and a service that can scale down to zero between requests. For bursty...

Rows of servers inside a locked data center rack representing confidential computing infrastructure

Artificial Intelligence

Confidential Computing Attestation for AI Inference

Nov 5, 2026

Confidential computing attestation is the cryptographic handshake that lets a key service decide whether the code requesting your model weights or customer data is the exact workload you built. AWS Nitro Enclaves issue signed...

Artificial Intelligence

OpenAI agent pipeline: 948 Linux root exploits in 30h

Nov 5, 2026

OpenAI has published the details of an agentic security pipeline that, in a single 30-hour October run using an upcoming cyber-focused model, triaged 2,308 candidate Linux kernel findings, dynamically reproduced 1,724 vulnerabilities, and produced...