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Prompt Caching Costs: Claude, Bedrock, Azure Compared

Nov 12, 2026

Prompt caching costs break in your favour only when the same long prefix is replayed often enough inside the cache window, and the three major APIs price that replay very differently. Anthropic bills cache...

Security filtering layer in front of a cloud AI inference endpoint

Artificial Intelligence

Prompt Injection Guardrails: AWS vs Azure Compared

Nov 11, 2026

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

Insights for your day

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

Multi-LoRA serving answers a capacity question that hits every team running fine-tuned variants: if each customer needs its own adapted model, do you deploy a full model copy per customer? With adapter-based serving you...

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...

Fresh perspectives

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...

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...