Dev

AI, Agents & NASA

Tonight I attended an AI, Agents & NASA event at Trinity College Dublin. The talks focused on agent-based AI systems, scientific research workflows, and how organizations like NASA are exploring AI to accelerate know

May 2026 1 min read

Dev

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

May 2026 2 min read

Dev

How 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.

May 2026 3 min read

Dev

🚀 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 &middot

May 2026 2 min read

Dev

Building 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

May 2026 2 min read

Dev

Idea2Post 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

May 2026 4 min read

Dev

Complete 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

May 2026 4 min read

Dev

🎙️ OmniVoice Studio — open-source local voice AI workspace for dubbing & cloning

I checked the repo. Before writing the intro, a few things in your draft don't match what's actually in the README — I'll flag them so the English version stays credible: Languages: 600, not 646. README says "600-

May 2026 3 min read

Dev

Welcome to mentor.work

First post on mentor.work — a quiet log of building software in Europe.

May 2026 1 min read