Latest Issue
→motyl.dev Weekly #5: Week 14 (Mar 30 – Apr 5, 2026)
🔥 What's Hot in FE & AI
Trending to next weekly issue · 6 votes cast
🎯 Trending Now
📖 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
Past Issues
☕ Fuel Quality Content
Help me keep sharing high-quality insights without ads or paywalls.