Shipped mentor.work today. Same blog stack as the other 13 workspaces of news.melyx.id — Caddy → Apache 8088 → MariaDB. AI-friendly endpoints: /llms.txt, /rss.xml, /api/articles, /api/articles/<slug>/ai.
mentor.work / home
Notes from building
software in Europe.
Code, SaaS, AI systems, backend engineering, startup ideas, daily developer life, and practical lessons from real projects.
Reddit discussions feel increasingly hard to follow
Lately I’ve been spending more time reading Reddit during outages, breaking product updates, infrastructure incidents, and AI discussions. One thing I keep noticing: The same conversation fragments into dozens of s
BuildsHow I Cut My LLM Bill to Near Zero Without Changing a Single Line of App Code
I run 14 editorial AI workspaces. Here's how I added a self-hosted LLM proxy to cut paid API calls with no changes to my app code.
Thinking🚀 Turn ~800M Free AI Tokens Into a Single OpenAI API
Just discovered a really clever open-source project: FreeLLMAPI The idea is simple but the execution is clean — aggregate free tiers from 14 major AI providers: Google Gemini · Groq · Cerebras ·
ThinkingBuilding an AI Incident Analyst with Gemma 4 for Real-World Alert Fatigue
I’ve been building an automated alert and incident platform for websites and backend services recently. The original goal was simple: receive alerts from applications group duplicate incidents send notificati
BuildsIdea2Post Agent Mode: turning a working content SaaS into an autonomous operator with Hermes
What I Built Idea2Post Agent Mode — a new autonomous "Agent" tab inside an already-shipped content SaaS (idea2post.app). The existing product is a one-shot generator: paste an idea, get hooks/blog/social posts
GuidesComplete Hermes Agent Setup Guide
Complete Hermes Agent Setup Guide for Idea2Post & mentor.worrk Hermes Agent is one of the fastest ways to turn an AI content tool into an autonomous workflow system. Instead of generating content one prompt at a time
"Good software feels calm. The best tools reduce stress instead of adding more interfaces."