motyl.dev — AI for FE newsletter

Frontend & AI trends, curated weekly by Grzegorz Motyl.

motyl.dev Weekly #5: Week 14 (Mar 30 – Apr 5, 2026)

📖 From The Blog

Building an Eval System for My Autonomous AI Agent

My AI agent on the NAS was losing focus in multi-turn conversations. Before fixing the context pipeline, I needed a way to measure if changes actually help. Here is how I built a practical eval system and what it taught me.

04.04.2026

Running an Autonomous AI Agent on a Home NAS: The Full Setup Story

How I deployed a bash-based AI agent on a QNAP NAS that listens on Telegram, dispatches tasks to Claude Code in Docker, and runs 24/7, no cloud required.

30.03.2026

My First AI Skill: Building a Telegram Bridge for Claude Code

How I built an AFK Telegram Bridge skill for Claude Code that lets you manage AI agent sessions from your phone — and what I learned about vibe coding along the way.

05.03.2026

AI Didn't Kill Programming — It Just Killed the Boring Parts

After 20 years of writing code by hand, I've embraced AI as my new pair-programming partner. Here's why the fundamentals haven't changed since Uncle Bob was punching tape.

24.01.2026

From Inbox Overload to Audio-Friendly Insights: Building the motyl.dev News Engine

How I transformed a crushing backlog of technical newsletters into a seamless, audio-first experience using LLMs, MCP, and custom automation.

08.01.2026

Optimizing Content Creation: Why I Switched to Gboard and Google Keep for Dictation

A deep dive into why moving from standard voice recorders to integrated voice typing significantly improves transcription accuracy and workflow continuity.

08.01.2026

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