Adding capability made the agent less capable
monday.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 cause
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Articles tagged with #agentic-ai
monday.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 cause
Only 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, han
Anthropic and Google both now ship official, growing libraries of reusable agent skills. The convention is spreading because it works. Package a capability once, load it only when relevant, skip re-ex
In July 2026, Amazon Bedrock shipped a managed knowledge base built specifically for agentic search, not human search. A human search box expects one query and one ranked list back. An agent needs som
That sounds like a minor observability tweak. It is not. Coding agents have been black boxes by default. Each one keeps its own log format, its own session model, its own idea of what counts as worth
Most teams run agent-generated code inside a container and call it sandboxed. LangChain made a different argument on June 30, 2026. You can run untrusted agent code safely without a container at all.