The dashboard is green and one of your models is not on itAmazon Bedrock AgentCore Observability natively covers only agents on AgentCore runtime in AWS. On August 13, 2026 AWS published a walkthrough for wiring up agents running on-premises and on other clo21KAug 16 · 2 min readblog.bhuveshdhiman.com
Adding capability made the agent less capablemonday.com hit this building Sidekick, and rebuilt the system around what they found. https://www.langchain.com/blog/building-monday-com-sidekick-why-capable-agents-need-more-than-just-tools The causeAug 16 · 2 min readblog.bhuveshdhiman.com
LangChain benchmarked NVIDIA's NeMo Switchyard router across multi-step agentic tasks, and the spend came back wildly lopsidedOnly 7% of model calls needed the frontier model. Those calls took 68.4% of the budget. https://www.langchain.com/blog/switchyard-agent-routing-benchmark The cheaper model, Nemotron 3.5 Lightning, hanAug 16 · 2 min readblog.bhuveshdhiman.com
The winning setup used less than half the tokens and finished more tasksIBM Research compared two ways of handing an agent what it has already learned. Agentic Context Engineering injects the whole playbook every time. ALTK-Evolve retrieves only the guidelines that fit thAug 16 · 2 min readblog.bhuveshdhiman.com
Agent orchestration is quietly becoming a managed serviceLangChain just moved Deep Agents from framework to public beta as a hosted platform. That is the same move databases made. First you run it yourself, then someone runs it for you. Alongside the launchAug 9 · 1 min readblog.bhuveshdhiman.com