{ "site": "https://mentor.work", "count": 11, "articles": [ { "slug": "the-4-rule-fix-for-claude-code-s-worst-habit-guessing-instead-of-asking", "title": "The 4-Rule Fix for Claude Code's Worst Habit: Guessing Instead of Asking", "excerpt": "If you use Claude Code (or any AI coding agent) daily, you've probably run into these problems:\n\nIt assumes what you meant instead of asking, then runs with the wrong assumption\nIt turns a 50-line fix into a 500-line \"fr", "category": "dev", "category_label": "Dev", "url": "https://mentor.work/dev/the-4-rule-fix-for-claude-code-s-worst-habit-guessing-instead-of-asking", "ai_url": "https://mentor.work/api/articles/the-4-rule-fix-for-claude-code-s-worst-habit-guessing-instead-of-asking/ai", "published_at": "2026-06-26T03:54:41+01:00", "updated_at": "2026-06-26T03:54:41+01:00", "read_minutes": 3 }, { "slug": "open-source-notebooklm-alternatives-a-developer-s-honest-comparison", "title": "Open-Source NotebookLM Alternatives: A Developer's Honest Comparison", "excerpt": "Google NotebookLM is genuinely impressive. Drop in a pile of PDFs, research papers, or meeting transcripts and it produces grounded summaries, answers with citations, and — its most-talked-about trick — a sur", "category": "dev", "category_label": "Dev", "url": "https://mentor.work/dev/open-source-notebooklm-alternatives-a-developer-s-honest-comparison", "ai_url": "https://mentor.work/api/articles/open-source-notebooklm-alternatives-a-developer-s-honest-comparison/ai", "published_at": "2026-06-11T03:15:27+01:00", "updated_at": "2026-06-11T03:15:27+01:00", "read_minutes": 6 }, { "slug": "ai-agents-nasa", "title": "AI, Agents & NASA", "excerpt": "Tonight I attended an AI, Agents & NASA event at Trinity College Dublin.\nThe talks focused on agent-based AI systems, scientific research workflows, and how organizations like NASA are exploring AI to accelerate know", "category": "dev", "category_label": "Dev", "url": "https://mentor.work/dev/ai-agents-nasa", "ai_url": "https://mentor.work/api/articles/ai-agents-nasa/ai", "published_at": "2026-05-29T16:16:29+01:00", "updated_at": "2026-05-29T16:16:43+01:00", "read_minutes": 1 }, { "slug": "reddit-discussions-feel-increasingly-hard-to-follow", "title": "Reddit discussions feel increasingly hard to follow", "excerpt": "Lately I’ve been spending more time reading Reddit during outages, breaking product updates, infrastructure incidents, and AI discussions.\nOne thing I keep noticing:\nThe same conversation fragments into dozens of s", "category": "dev", "category_label": "Dev", "url": "https://mentor.work/dev/reddit-discussions-feel-increasingly-hard-to-follow", "ai_url": "https://mentor.work/api/articles/reddit-discussions-feel-increasingly-hard-to-follow/ai", "published_at": "2026-05-21T22:18:23+01:00", "updated_at": "2026-05-29T16:16:43+01:00", "read_minutes": 2 }, { "slug": "how-i-cut-llm-bill-near-zero-freellmapi", "title": "How I Cut My LLM Bill to Near Zero Without Changing a Single Line of App Code", "excerpt": "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.", "category": "dev", "category_label": "Dev", "url": "https://mentor.work/dev/how-i-cut-llm-bill-near-zero-freellmapi", "ai_url": "https://mentor.work/api/articles/how-i-cut-llm-bill-near-zero-freellmapi/ai", "published_at": "2026-05-21T20:30:09+01:00", "updated_at": "2026-05-29T16:16:43+01:00", "read_minutes": 3 }, { "slug": "turn-800m-free-ai-tokens-into-a-single-openai-api", "title": "🚀 Turn ~800M Free AI Tokens Into a Single OpenAI API", "excerpt": "Just discovered a really clever open-source project: FreeLLMAPI\nThe idea is simple but the execution is clean — aggregate free tiers from 14 major AI providers:\nGoogle Gemini · Groq · Cerebras ·", "category": "dev", "category_label": "Dev", "url": "https://mentor.work/dev/turn-800m-free-ai-tokens-into-a-single-openai-api", "ai_url": "https://mentor.work/api/articles/turn-800m-free-ai-tokens-into-a-single-openai-api/ai", "published_at": "2026-05-21T08:19:01+01:00", "updated_at": "2026-05-29T16:16:43+01:00", "read_minutes": 2 }, { "slug": "building-an-ai-incident-analyst-with-gemma-4-for-real-world-alert-fatigue", "title": "Building an AI Incident Analyst with Gemma 4 for Real-World Alert Fatigue", "excerpt": "I’ve been building an automated alert and incident platform for websites and backend services recently.\nThe original goal was simple:\n\n\nreceive alerts from applications\n\n\ngroup duplicate incidents\n\n\nsend notificati", "category": "dev", "category_label": "Dev", "url": "https://mentor.work/dev/building-an-ai-incident-analyst-with-gemma-4-for-real-world-alert-fatigue", "ai_url": "https://mentor.work/api/articles/building-an-ai-incident-analyst-with-gemma-4-for-real-world-alert-fatigue/ai", "published_at": "2026-05-20T20:35:11+01:00", "updated_at": "2026-05-29T16:16:43+01:00", "read_minutes": 2 }, { "slug": "idea2post-agent-mode-turning-a-working-content-saas-into-an-autonomous-operator", "title": "Idea2Post Agent Mode: turning a working content SaaS into an autonomous operator with Hermes", "excerpt": "What I Built\nIdea2Post 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", "category": "dev", "category_label": "Dev", "url": "https://mentor.work/dev/idea2post-agent-mode-turning-a-working-content-saas-into-an-autonomous-operator", "ai_url": "https://mentor.work/api/articles/idea2post-agent-mode-turning-a-working-content-saas-into-an-autonomous-operator/ai", "published_at": "2026-05-20T20:27:14+01:00", "updated_at": "2026-05-29T16:16:43+01:00", "read_minutes": 4 }, { "slug": "complete-hermes-agent-setup-guide", "title": "Complete Hermes Agent Setup Guide", "excerpt": "Complete Hermes Agent Setup Guide for Idea2Post & mentor.worrk\nHermes Agent is one of the fastest ways to turn an AI content tool into an autonomous workflow system.\nInstead of generating content one prompt at a time", "category": "dev", "category_label": "Dev", "url": "https://mentor.work/dev/complete-hermes-agent-setup-guide", "ai_url": "https://mentor.work/api/articles/complete-hermes-agent-setup-guide/ai", "published_at": "2026-05-20T20:15:17+01:00", "updated_at": "2026-05-29T16:16:43+01:00", "read_minutes": 4 }, { "slug": "omnivoice-studio-open-source-local-voice-ai-workspace-for-dubbing-cloning", "title": "🎙️ OmniVoice Studio — open-source local voice AI workspace for dubbing & cloning", "excerpt": "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:\n\nLanguages: 600, not 646. README says \"600-", "category": "dev", "category_label": "Dev", "url": "https://mentor.work/dev/omnivoice-studio-open-source-local-voice-ai-workspace-for-dubbing-cloning", "ai_url": "https://mentor.work/api/articles/omnivoice-studio-open-source-local-voice-ai-workspace-for-dubbing-cloning/ai", "published_at": "2026-05-16T06:53:32+01:00", "updated_at": "2026-05-29T16:16:43+01:00", "read_minutes": 3 }, { "slug": "welcome", "title": "Welcome to mentor.work", "excerpt": "First post on mentor.work — a quiet log of building software in Europe.", "category": "dev", "category_label": "Dev", "url": "https://mentor.work/dev/welcome", "ai_url": "https://mentor.work/api/articles/welcome/ai", "published_at": "2026-05-15T21:57:08+01:00", "updated_at": "2026-05-29T16:16:43+01:00", "read_minutes": 1 } ] }