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About AI agents, without the hype

Deployment practice, honest numbers and the things that never make it into pitch decks.

A Two-Week AI Agent Pilot — article illustration
PracticeAugust 28, 2026 · 9 min

A Two-Week AI Agent Pilot: What You Can Really Get Done

Why pilots die after the demo, the three numbers we fix on day 0, what breaks in retrieval, and how 14 days lead to one of three honest outcomes.

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A Spec for an AI Agent: Five Points Without Which the Project Falls Apart — article illustration
PracticeSep 21, 2026 · 7 min

A Spec for an AI Agent: Five Points Without Which the Project Falls Apart

One task, a metric before the start, data, handover to a human, code ownership, and a one-page template.

AI Agents and Data Law (152-FZ): When You Need a Closed Perimeter — article illustration
BusinessSep 21, 2026 · 7 min

AI Agents and Data Law (152-FZ): When You Need a Closed Perimeter

Anonymisation, a local cloud model or your own server: who each one suits and what the strictest option costs.

What You Walk Away With After the Project: Code, Models, Documentation — article illustration
PracticeSep 21, 2026 · 5 min

What You Walk Away With After the Project: Code, Models, Documentation

Code is the smaller part of an agent. The full list of what should stay with you, and a one-day check.

A Legal AI Agent: What It Does With a Contract in Three Minutes — article illustration
BusinessSep 21, 2026 · 6 min

A Legal AI Agent: What It Does With a Contract in Three Minutes

A first read of the contract against company rules, with a quote for every remark. And what not to trust it with.

Weather AI Agent on DeepSeek — illustration for the article
TechnologySep 4, 2026 · 10 min

Weather AI Agent on DeepSeek: OpenAI Agents SDK + Pydantic

Live Gismeteo data through a tool, a Pydantic response contract and honest json_schema pitfalls.

Weather AI Agent on DeepSeek and Pydantic AI — illustration for the article
TechnologySep 4, 2026 · 9 min

Weather AI Agent on DeepSeek and Pydantic AI: Same Agent, Different SDK

The same weather agent as in the previous article — now on the framework by the Pydantic team: a native provider and a contract the framework validates itself.

RAG or Fine-Tuning — article illustration
TechnologyAug 14, 2026 · 9 min

RAG or Fine-Tuning: What to Choose for Your Knowledge Base

Why RAG wins in 9 out of 10 enterprise cases — and where it still loses.

How to Calculate the ROI of a Support Agent — article illustration
BusinessAug 2, 2026 · 8 min

How to Calculate the ROI of a Support Agent

A simple model on three numbers: request volume, the routine share, the cost of an operator minute.

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