Published on Habr · Russian
When Approval and Execution Diverge: An n8n + MCP + Bitrix24 Case
Original Russian title: «Нажали Approve на одно действие, а workflow попытался выполнить другое: разбор n8n + MCP + Bitrix24»
A controlled workflow showed that approved parameters and the attempted downstream invocation could diverge. The case examines how an Action Envelope, fresh state checks and post-write verification closed that specific failure path.
Read on Habr (Russian) Published on Habr · Russian
“Read-Only” Model, Write-Capable System: A HubSpot Runtime-Control Case
Original Russian title: «ИИ-агенту запретили запись в CRM. Но CRM всё равно изменилась»
The model had no HubSpot write credential, but the downstream orchestrator still had authority to change CRM state. A deterministic gateway was then used to enforce the permitted target and transition before the external write.
Read on Habr (Russian)