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Stories, experiences, and case studies from using AI in real work(27 articles)
AI WorkflowKarpathy Proved It — AI Agents Without a Validation Harness Will Fail Every Time
Karpathy's March of Nines math is brutal: 90% accuracy sounds great until you chain 10 steps and get 35% success. Here's how we built a 32-check Validation Harness to fix it.
Content MarketingRestaurant Sales Dropping? 7 Free Checks Before You Spend a Dime on Ads
Before throwing money at Facebook Ads, check these 7 things first — all free, all actionable today. Sometimes fixing just one brings sales back.
AI WorkflowVision Eval — AI That Checks AI (Using Gemini Vision to QA AI-Generated Images)
We generate 20-30 AI images daily but never QA them — covers miss safe zones, images too dark, text gets blocked. We built vision-eval.py with Gemini Vision: 8 criteria, scored /80, 3 presets, compare mode.
AI WorkflowClaude Channels + Telegram — Control Claude Code From Your Phone, No SSH Required
Anthropic released Claude Channels — an MCP plugin that connects Telegram to your Claude Code session. Deploy, fix code, transcribe voice messages, view images — all from your phone. No Tailscale, no tmux.
AI WorkflowI Built an Entire AI Marketing Team — 11 Agents, 6 Real Clients, 6 Weeks
Agencies charge $5,000-$10,000/month for Website Audit + Copy Analysis + Competitor Research. I built an AI Marketing Team of 11 agents that works with real clients daily — using Claude Code.
AI GuideWhy AI Isn't Growing Your Business — The Smart Intern Rule That Changes Everything
AI isn't magic — it's a Smart Intern that needs coaching. 3 simple rules that transform how you use AI from 'okay' to 'excellent,' with real-world examples from agency work.
AI GuideOrganize 500 Files in 5 Minutes — Claude Cowork EP.2
Use Claude Cowork to organize hundreds of messy files — rename, categorize, build folder structures, all with a single command. No dragging and dropping required.
Content MarketingAI-Powered Monthly Content Calendar — 30 Posts in Under an Hour
What should we post this month? The question that haunts every business, every month. AI helps you plan 30 posts with topics, captions, content pillars, scheduling, and hashtags — works for any business.
AI ToolsUsing AI to Auto-Reply on LINE OA — Cut Customer Service Workload by 60-70%
Our LINE OA was drowning in repetitive questions every day. Now a bot handles FAQ automatically 24/7, reducing CS workload by 60-70%. Complex issues still go to staff.