The 10-Minute Review I Run on Every AI-Written iOS Build Before Submitting to the App Store

Pre-submission review checklist for AI-agent-written iOS apps showing five quiet mistakes caught before App Store upload

TL;DR: AI wrote most of my iPhone app, and it built without a single error. That was the dangerous part. A ten-minute check before submitting found five hidden problems, from a crash waiting to happen to a payment bug that would have given away free upgrades. The checklist and the exact prompt I use are … 더 읽기

The ‘Zero-Swift’ Spec: How an Operations Lead Built a Native iOS App with AI Agents

The Zero-Swift Spec architecture showing how an operations manager built a native iOS app using AI coding agents and XcodeGen

TL;DR: I have spent thirteen years planning semiconductor and consumer supply chains in spreadsheets. I did not know how to write a single line of Swift. On September 21st, I shipped a fully native iOS Dynamic Island utility clock to TestFlight. I did not write code; I wrote specifications. When non-engineers paste raw AI snippets … 더 읽기

Google Just Announced Gemini 4 with a 1M-Token Output Limit: Why My First Thought Was ‘Verification Debt’

Google Gemini 4 1M Output Limit and Verification Debt Hero

Google announced Gemini 4 Argon with an unprecedented 1-million-token output limit. While tech feeds celebrate generating 800-page software suites with one prompt, operational reality paints a different picture: Verification Debt. Here is why unchecked long outputs multiply silent hallucinations, and the 3-Gate Sanity Protocol our team enforces before trusting autonomous code.

I Tested Local LLMs on an M-Series Mac for Real SCM Memos: When Ollama Actually Beats the Cloud

Testing local offline LLMs with Ollama on M3 Max for sensitive logistics contracts and supply chain memos

TL;DR: Every operations manager hits the same compliance wall: you want AI to summarize a messy 60-page carrier contract or redline a supplier dispute memo, but company policy strictly forbids pasting unreleased tier-1 pricing sheets into cloud LLMs. For the past three weeks, I ran local, offline models on an M3 Max Mac (64GB unified … 더 읽기

The 15-Minute Weekly AI Audit: How I Catch Subscription Creep and Ghost Automations

15-minute weekly AI and automation audit framework to catch subscription creep and zombie scripts

TL;DR: AI tool sprawl happens quietly. You sign up for a $20/month browser research tool for a single vendor negotiation, spin up two extra Claude seats for a temporary intern, and configure a headless Python script to parse freight manifests. Two months later, the project ends, but the billing goes on forever. On September 4th, … 더 읽기

The Two-Agent Prompt Pattern: How I Force AI to Challenge My Bad Assumptions Before Launch

The two-agent adversarial prompt pattern to stress-test business operational plans and kill confirmation bias

TL;DR: Large language models are trained to please you. When you draft an ambitious operations timeline or a new supplier consolidation plan and ask an AI for feedback, it will flatter your judgment, validate your assumptions, and tell you your proposal looks exceptional. That polite sycophancy cost our logistics desk an expensive weekend delay back … 더 읽기

Claude Artifacts for Non-Coders: How I Built 4 Operational SCM Calculators in an Afternoon

Building operational SCM calculators and interactive dashboards with Claude Artifacts without coding

TL;DR: Whenever our warehouse leads needed a quick safety stock calculation or a container pack estimate, they opened an Excel sheet with 14 tabs and broken macros. It was slow, ugly, and prone to overwritten formulas. Last Tuesday, I used Claude 3.5 Sonnet’s Artifacts feature to build four standalone interactive web calculators—with sliders, reactive graphs, … 더 읽기

The 8-Second Python Script I Run Before Feeding Spreadsheets to AI

8-second Python script to sanitize and pre-flight spreadsheets before Claude and ChatGPT analysis

TL;DR: In my last post, I shared how dirty spreadsheets cause a 31% silent error rate when processed through Claude or ChatGPT. Doing the 7-step pre-flight checklist by hand takes 6 minutes per file. If you run multiple vendor sheets a day, that friction kills the habit. I wrote a standalone 90-line Python script that … 더 읽기

I Gave AI My Actual Spreadsheets for 90 Days. Here’s What It Got Wrong.

90-day audit of AI spreadsheet errors: date collisions, phantom rows, and broken cross-sheet references in production SCM work

TL;DR: After 90 days feeding real production spreadsheets to Claude and ChatGPT, I found 3 errors that kept recurring silently: date format collisions that skew averages, blank rows that inflate totals, and cross-sheet formula references that break the moment you upload a file to an AI session. None of them threw an error message. All … 더 읽기

Claude Projects vs Custom GPTs: Which One Actually Saves Time on Multi-Week Work?

Modern editorial photography of a knowledge worker at a wooden desk comparing Claude Projects and Custom GPTs workspaces on a laptop

TL;DR: Single-chat AI threads die by Day 5 of any real project. They forget your negative constraints, truncate background PDFs, and force you to re-paste guidelines twenty times. Both Anthropic’s Claude Projects and OpenAI’s Custom GPTs claim to solve this with dedicated project workspaces. After running a multi-week supplier freight RFP and a warehouse SLA … 더 읽기