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Why Your AI Agent Works in Dev and Breaks in Prod
The most predictable failure mode in AI engineering: the dev-to-prod gap.
Jun 7
•
Michal Szalinski
Build Your Own MCP Server from Scratch
Every AI agent ships with the same bottleneck: it can only reason over what it can reach. MCP servers dissolve that boundary.
Jun 4
•
Michal Szalinski
Build Your Own Private RAG Knowledge Base
A fully functional RAG system that sends zero bytes to external services
Jun 2
•
Michal Szalinski
May 2026
Run Your Own LLM on a Laptop: The Complete Guide
Run the model on your hardware, keep your data on your disk, and control every parameter of inference.
May 31
•
Michal Szalinski
The Offer Equation
Every person selling their first digital product or service hits this wall.
May 28
•
Michal Szalinski
Running AI Agents on a Laptop GPU - My 6GB VRAM Setup That Actually Works
How I run a personal AI crew on an everyday RTX 3060. Zero enterprise budget. Zero PhD. Zero excuses.
May 26
•
Michal Szalinski
Your Content Is a Production Pipeline , Build It Like One
A system that discovers ideas, filters them, drafts them, QA's them, generates visuals, publishes, distributes, and measures
May 24
•
Michal Szalinski
Build Your Own Cline Alternative in 200 Lines
Create a minimal VS Code extension that handles file operations, executes terminal commands, and connects to any OpenAI-compatible API.
May 22
•
Michal Szalinski
How to Give Claude Perfect Memory
Three layers of memory, each building on the last. Layer one takes five minutes and covers 90%+ of users.
May 20
•
Michal Szalinski
Clone Hermes Agent's Architecture for Your Own AI Assistant
Reverse-engineer Hermes Agent's core design patterns to build a production-grade AI assistant framework
May 18
•
Michal Szalinski
Your ICP Is a Trap
Your Ideal Customer Profile is a trap when it answers the wrong question.
May 17
•
Michal Szalinski
1
Build Your Own VS Code AI Agent independently of GitHub Copilot
Build a VS Code extension that routes completions through your local AI models
May 16
•
Michal Szalinski
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