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News
I replaced most of a dev team with Claude Code to build a production e-commerce store. Here's what broke.
8+ hour, 5+ min ago (1066+ words) First post here. Figured a real project beats an introduction post, so: here's one, warts included. For a one-location boutique, that default breaks on two fronts. Cost first. License, annual renewal, integrator fees: add it up and you're close to…...
ChatGPT vs Claude vs Gemini for Small Business: Why Infrastructure Differences Matter More Than Model Size
9+ hour, 44+ min ago (530+ words) Verdict: For most small businesses, the differences in underlying infrastructure between AI providers like OpenAI (ChatGPT), Anthropic (Claude), and Google (Gemini) will impact your day-to-day experience more than subtle differences in model capabilities or features. Look for evidence of robust…...
AI Won't Fix a Broken Process. Map It First, Then Automate
10+ hour, 41+ min ago (1060+ words) Automation copies your process. If the process is confused, you now have confusion running at speed, and nobody to blame in the room because the software did it. That is the failure mode I see most often in businesses between…...
Why the New LLM Reasoning Leak Paper Matters for Your Team’s AI Workflow
13+ hour, 26+ min ago (271+ words) The technique works in just two API calls and can recover reasoning that was meant to stay hidden behind the provider’s safety layers. The authors demonstrate this with several examples, including a case they call Kimi‑K3 where the recovered reasoning…...
ราคา cache hit 0.003 ดอลลาร์ ที่เปลี่ยนวิธีเทียบโมเดลทั้งตลาด
13+ hour, 35+ min ago (134+ words) โดย Nokka (นก-กา) | 13 กันยายน 2026 ตัวเลขนั้นคือ ราคา cache hit DeepSeek ตั้งราคา V4.1-Flash ที่ 0.003 ดอลลาร์ต่อล้านโทเคน สำหรับ cache hit ในช่วง off-peak [1] ความต่างระหว่าง $0.003 กับ $0.50 คือ 167 เท่า สมมติ agent เก…...
I built an email scorer in one HTML file with zero dependencies. Here is every threshold and where it came from.
14+ hour, 56+ min ago (808+ words) I write about B2B sales for a living, which means I read a lot of cold emails and a lot of advice about cold emails. The advice is almost always unfalsifiable. "Keep it short." How short? "Be personal." Measured how? So…...
I pay an LLM to approve bad reviews
15+ hour, 29+ min ago (783+ words) Every trip report on my travel site goes through an LLM before readers see it. The most important line in that prompt is not about catching bad content. It is this one, verbatim: "Bad reviews" as in negative. The trip…...
Holdout Ledgers Keep Agent Scores Honest
16+ hour, 36+ min ago (1654+ words) A headline agent percentage is not a measurement until the task ledger, metrics, and controls can be re-run by a stranger. Teams that skip that freeze often publish marketing numbers dressed as evaluation, then discover they cannot reproduce the run....
How Bug Hunter Evolved From a Test Runner Into a Self-Hosted Quality Intelligence Platform
20+ hour, 14+ min ago (1638+ words) A few months ago, I wrote about Bug Hunter as a self-hosted testing tool for web applications and APIs. At that point, the project could already: Since then, the project has changed significantly. The biggest change is not one individual…...
Your AI Agent Isn’t the Problem: Your Documents Are Still Unusable
1+ day, 39+ min ago (1709+ words) Most AI agent workflows don’t fail because the model is incapable. They fail because the model receives the wrong input. A typical business workflow might start with an invoice PDF, a scanned contract, an Excel spreadsheet, a Word document, an…...