Anthropic
A growing collection of articles on AI: big questions, useful tools, and ideas that stay with you.
Real ideas / Practical perspectives / A brighter next
AWS documents six Amazon Bedrock prompt-caching patterns for lower inference costs
Cached input can cost up to 90% less on a hit, but write premiums, minimum token thresholds and expiration determine the savings developers actually realize.
6 min read
AWS documents dual-layer monitoring for production multi-agent systems
The reference architecture combines sampled quality evaluation with infrastructure investigation, while requiring separate inline safeguards for responses that must be checked before reaching users.
5 min read
Google ADK Python 2.9.0 adds model failover, LiveKit voice support and YAML workflows
The release broadens agent deployment options, but changed resume semantics and stricter file-access rules require migration checks.
5 min read
How AWS designed lifecycle policies for Amazon Bedrock AgentCore memory
A nightly AWS workflow combines TTL expiration, relevance scoring, LLM-based consolidation, regression testing, and deletion controls to keep long-running agents’ memories useful, auditable, and manageable.
9 min read
SGLang v0.5.19 expands model support, inference performance and hardware reach
The release combines 786 pull requests from 214 contributors, adding nine model entries, beam search, DeepEP v2, broader speculative decoding, unified caching, diffusion improvements and extensive…
9 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…
8 min read
Claude Fable 5.1 Arrives on Amazon Bedrock With New Data Controls
AWS says Anthropic’s latest Covered Model expands support for long-running coding, research, and enterprise tasks, while introducing mandatory review rules and a zero-data-retention option for eligible…
7 min read