Prompt caching for cost: cutting Anthropic bills 60%+
Prompt caching is the highest-ROI optimization for heavy Claude API users. Done right, it cuts costs 50-80%. Here's how — with concrete patterns.
How AI multi-taskers organize files, projects, and prompts on macOS — plus deep-dives into the engineering behind mq-dir.
Prompt caching is the highest-ROI optimization for heavy Claude API users. Done right, it cuts costs 50-80%. Here's how — with concrete patterns.
Three AI coding tools that overlap on the surface but optimize for different workflows. Here's the decision tree for picking the right one per task.
Forklift is the polished commercial dual-pane standard. Marta is the keyboard-first vim-leaning alternative. Both serious about file management but for different brains.
Two-pane file managers ruled the 90s; the workloads they were built for don't match modern parallel work. Here's an honest look at when four panes is the right shape — and when it's overkill.
Claude skills are reusable agent capabilities. They're powerful — but writing one for the wrong workflow is wasted effort. Here's the practical guide.
Inheriting code is easier with an LLM if you ask the right questions in the right order. The 4-step process that surfaces the architecture in under an hour.
Finder hasn't changed in a decade and AI workflows didn't exist when it was designed. A practical comparison of seven Finder alternatives — including who they're for, what they cost, and where each one breaks down.
nnn is the decade-refined C minimalist; Yazi is the async Rust challenger with image previews. After a year running both daily, here's the verdict — and the one question that decides it for you.
Cursor's Composer and Agent mode look similar but optimize for different work. Composer is for in-flow edits; Agent is for delegated multi-step. The decision tree.
Three different ways to keep parallel AI agents from stepping on each other. Each has a place; getting the choice right per task saves real conflicts.
When you're using an LLM to read papers, summarize sources, and write a synthesis, four file-manager panes beat 14 browser tabs. Here's how to wire it up.
Total Commander defined dual-pane on Windows. Q-Dir defined quad-pane. Both still ship in 2026. Which fits which workflow — and what about Mac users?