Independent analysis

Insights

Practical articles on the evidence and control questions that shape decisions about GenAI, RAG and agentic systems.

Published insights

External Publications

Technical case publications hosted on external platforms. The articles below are published in Russian; the English titles and summaries describe their scope for international readers.

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)