162 Markdown documents, one cloud knowledge base, searchable by meaning from Claude Code, Cursor, or n8n — and by your teammates. One command deploys it. The payoff is that a written answer gets made once and reused, instead of re-litigated three times a quarter.
Built a skill Wednesday night, opened a different Mac Thursday morning, and it was gone. The full-mesh Syncthing setup that keeps the config behind my workflow automation software identical on 4 machines - .stignore rules for 360,000 files, an onboarding SOP, and the mistakes I made.
Your knowledge sits in dozens of folders and hundreds of chat threads, so the answers come back generic. Build a knowledge base on your file system instead: the four-layer architecture, a step-by-step build sequence, and a checklist to tick off as you go.
Software development, agent engineering, data and models
Your agent isn't forgetful — it was never given a role. Define it the way you would write a job description: identity, expertise, working process, output standard, hard limits, in one file every tool loads. Portable across models, and no framework update can break it.
Building a website with AI is no longer about picking a tool, it is about picking an input method. Seven ways in, compared on cost, output quality, and where each one breaks: prompt, screenshot, Figma, video, sketch, URL, and design system.
Debugging ate 60% of the build time across 20+ projects. The Quality Loop cut it to under an hour per Skill and dropped post-launch issues from 40% to below 10%: dual-phase detection, four-layer verification, and isolated SubAgent self-repair.
Your agent can call Claude Code. Can it do that at 3am without crashing, hanging, or silently failing? Bridge middleware handles process management, timeouts, interactive prompts, and automatic recovery, after two months running 10 agents in production.
Starting a process is trivial. Knowing it finished, timed out, or hung on a prompt at 3am is the real work. This tutorial breaks down the Bridge three-layer architecture: process management, async execution, watchdog timers, and automatic result callbacks.
Delegated work without a receipt is not delegated, it is just moved somewhere you keep checking. Three ways to close the loop: Hooks for a quick script, Channels for two-way chat, and a Hermes MCP bridge for cross-device push, with config code for each.
A long conversation degrades; a plan held in a script does not. Split an objective into dozens of subtasks, run them in parallel, cross-verify, and return only validated conclusions. Six patterns, a decision table, and the cost controls workflow automation software needs before running unsupervised.
Three times a day you check the same page, and three times a day nothing has changed. That is not your work, that is a watch. Ten ready-to-run loops, the interval rule that keeps the bill sane, and the one line every loop needs so it stops on its own instead of running all weekend.
Subagents run well-defined tasks in isolated contexts so the main session stays clean. One dispatch rule: high intermediate noise, short final output. Start read-only, grant the fewest tools possible, run three real tasks. Copy-paste config plus the hidden costs in workflow automation software.
Plugins bundle skills, commands, subagents, hooks and outside connections into one installable unit - 30 seconds to install, which is exactly why the security check matters. Browse the official directory, verify a plugin loaded, judge its reach, and package your own workflow automation software.
160,000+ Skills exist, so availability stopped being the constraint and selection took over. A SKILL.md that searches registries, the web, and GitHub in parallel, deduplicates, and ranks every candidate across six dimensions with install commands attached.
A prompt you retype is not a habit, it is an undocumented procedure. Saving it changes who is allowed to run it — which is the part that matters.
When I rebuild one with AI agents, you get the write-up — including the parts that didn't work. No weekly roundup, no "5 tools you need."