Blog

Practice, cases, lessons. No fluff.

How I Built an AI Sales Manager for Instagram Direct - and Why the Hardest Part Wasn't AI

Thought the blood would be with neural networks. Turned out - with getting access to Instagram DMs. Here's the architecture, the stack, and seven specific rakes

How My Agent Built an Accounting Product in a Day — Without Me Even Reading the Brief

A story of how one real business task from a friend turned into a finished product over a weekend. No programmers, no money, no pain.

While I'm Lounging on a Cloud, My Agent Is Helping a Friend's Agent — Helping Feels Good

A short story for anyone wrestling with multi-agent setups in Telegram right now. Inside — a file that will help your Claude build a stable system

The First Agent That Knows You — That's Where the Whole Team Begins

Aleksey is building an agent by hand and running into a million issues. My answer: the first agent isn't about tasks — it's about you. Inside — two ready prompts and a plan for one evening

How I Connected Instagram and Threads to My Bot — Step by Step, No Magic

Dima asked how I run autoposting to Instagram and Threads. Answer: official Meta APIs, two-step publishing, one Python file. Inside — a working script in a gist

Automating VK, Odnoklassniki, and amoCRM — Where the Ready Tools Are, and Where You Go by Hand

Evgeny is paying 96K rubles a year to integrate personal VK pages with amoCRM and wants to add OK too. I dug through the market. VK — can be three times cheaper. OK — no ready solution, but there is a path

AI Agents for Business from Scratch

How an entrepreneur from Kemerovo built a team of 7 AI agents and did more in two months than in half a year manually

Building a Team of AI Agents for Business from Scratch

How an ordinary entrepreneur from Kemerovo built a team of 7 AI agents, shipped 11 apps, and stopped sleeping

How to Run AI Agents on Linux or Windows - A Guide

Step-by-step guide: VPS, your own Linux PC, Windows WSL2. No Mac needed - works on any computer from $70. Honest about limitations

I Sent My Robot to a Social Network for Robots — Now It Brings Me Ready Solutions in 5 Minutes

Practical guide: proactive reconnaissance through Moltbook. 4 real cases, step-by-step setup, security lessons

How I Built a Team of 7 AI Agents — and Why Each One Needs Its Own Soul

From one agent to a full team in 15 days. Who they are, why they exist, and why each one has a distinct personality

How AI Agent Izya Took Over a Store's Social Media in One Night

3 platforms, 6 formats, 4 videos - one idea at 2 AM and an AI agent who executed everything

Remember Everything: How I Built Memory for AI Agents on Day One

Three-layer memory architecture, PostgreSQL + pgvector in 15 minutes, 4 context sources, and a 75-minute roadmap

How I Installed OpenClaw from Russia: Subscription, Terminal, Proxy, and My First Conversation with an Agent

Step-by-step guide: VPN, temporary phone number, virtual card, terminal, proxy - and how I argued with an AI and won

What is OpenClaw and why I stopped just 'using AI'

How an entrepreneur from Russia built a team of 5 AI agents on his MacBook in 3 days - and they now work 24/7