AI & Automation
AI agents, LLM pipelines, chatbots and business automation — notes from production work
AI Chatbot for Your Website: a Consultant That Knows Your Catalog and Never Makes Things Up
We build AI chatbots for websites: an LLM wired to your knowledge base, answers without hallucinations, leads routed to your CRM or messenger. Setup from ₽30,000.
NVIDIA's SkillSpector: I Scanned All 41 of My AI Agent Skills, and Here Is What It Actually Found
NVIDIA open-sourced SkillSpector, a security scanner for AI agent skills. I ran it against my 41 skills: real findings, false positives, and an install gate.
I Gave My CRM a Second Brain: Adopting obsidian-second-brain (With a Command Cheat Sheet)
I adopted obsidian-second-brain in Automata CRM: an ADR log, a Folder Map, and four agent commands. Inside: a cheat sheet for osb-save, osb-health, osb-reconcile, osb-decide.
Obsidian Second Brain: a Vault That Becomes the Memory of Your AI Agents
A review of obsidian-second-brain (4.7k stars), an evolution of Karpathy's LLM Wiki pattern: a vault that rewrites itself. And why our Automata CRM runs on the same idea.
My CRM Is a Folder of Markdown Files. Today I Open-Sourced It
I open-sourced Automata CRM: a self-hosted CRM living in an Obsidian vault of Markdown files, run by AI agents, with a unified Telegram/MAX/email inbox, invoicing and site monitoring. Free, MIT.
Space Academy: an AI Tutor Built From a Real School Textbook, One That Teaches Instead of Solving
How I built an AI-powered trainer on top of my second-grader's actual textbook: scan-verified content, the learn method, an LLM mentor that never gives the answer, and a bridge to the paper notebook.
Automata CRM Major Update: A Promotion Control Center, a Content Pipeline, and a Board of Directors That Reads Real Data
The biggest Automata CRM update: semantic core, content gaps, five social networks, and Metrika traffic on one screen. Marketing driven by data, not guesswork.
Email in a CRM That Knows About Money: Letters Linked to Invoices, Acts and Tasks
We built an email client into our CRM: every letter opens next to its invoices, acts, tasks and project history. Multiple mailboxes, full-text search, replies in one click.
An AI Board of Directors in Your CRM: Virtual CEO, CFO and Sales Lead That Ask the Uncomfortable Questions
How we built a virtual board of directors inside our CRM: AI CEO, CFO and sales lead with weekly rituals and hard gates. The owner decides with one click.
A CRM That Does Its Own Bookkeeping: From AI Agent Session to Client Invoice
How our Obsidian-based CRM turns AI agent sessions into time-tracked tasks, and those into invoices and statements — automatic time tracking and billing with zero manual entry.
A Live GEO Auditor and an AI Article Pipeline That Ships Nothing Below an A
We built a live GEO auditor that scores any site for AI-search readiness in 30 seconds — then wired it into our AI article pipeline as a quality gate.
I Set Up a MAX Bot and Channel Without Writing a Single Line of Code: An AI Agent Case Study
How an AI agent in ZCode registered a MAX bot, passed moderation, created a channel, and built a full auto-posting pipeline for a blog — in a single working session. Includes a technical cheat sheet for the MAX Bot API.
How to Build an SEO Tech Writer Skill for AI Agents: A Complete Guide
Turn expert writing rules into a reusable skill file for coding agents — and get publish-ready, schema-marked technical articles in one request.