What We've Learned
Lessons from 300+ automations shipped to production. No theory. Just what actually works when you need AI automation to ship.
Featured Posts
Claude Team plan: pricing, seats and how to set it up (2026)
What the Claude Team plan costs in October 2026, when to buy Standard vs Premium seats, how it compares to Pro, Max and Enterprise, how to control connectors and plugins, and a 10-step setup for your first week.
AGENTS.md vs CLAUDE.md: which file your agent actually reads
Both files in one repo, measured: load order, token cost, and which one wins when they disagree. Every guide explains the difference; this one runs the test.
AI readiness checklist: five checks before you automate a workflow
Readiness gets assessed at two levels. Organization readiness plans the program; workflow readiness picks the next build. This is the second one: five checks, scored out of 25, in about five minutes, with your weakest check named so you know what to strengthen first.
Claude plugins vs skills vs connectors vs Projects: which to use (2026)
Skills, plugins, connectors and Projects compared in one table: what each is, what it contains, where it runs in chat, Cowork and Claude Code, when to use which, and how a Claude Team owner provisions each one org-wide.
Claude SSO and admin settings: how to set up a Claude Team org (2026)
How to set up Claude SSO on a Team plan: domain verification, Require SSO and the lockout traps, roles and JIT provisioning, every organization settings page and its Team default, and what needs Enterprise (SCIM, audit logs).
Claude Team vs Enterprise: who actually needs Enterprise (2026)
Claude Team vs Enterprise for a 2 to 150 person business: what the 20-seat minimum and usage billing cost, the compliance and identity features only Enterprise has, and a decision table for who actually needs it.
Claude for Small Business (2026): 43 workflows, the real cost, and when to skip it
Claude for Small Business is a free Anthropic plugin with 43 ready-to-run workflows for cash, payroll, bills, taxes, leads, marketing and hiring. What's in it, which Claude plan it needs, where it runs, how it compares to ChatGPT Business, and when to skip it.
Jev is the only sub-second model that will tell you it doesn't know
Sixteen models on the same 150 passages, plus two more tasks. Only four of the sixteen will say they are unsure, and Jev is the only one of those four that answers in under a second.
Compound engineering vs Superpowers: what each one installs
Both Claude Code plugins installed and measured: 14 skills against 33, one SessionStart hook against none, and the six skills that collide when you run both.
Claude Code Video Editing: How I Stopped Touching the Timeline
Claude Code can drive a real video timeline over MCP – reading project state, placing clips, styling captions – on a project file you can open and inspect. Here's the setup that turns an agent into an editing team, the four-layer specification that makes it work, and the decisions that stay human.
The Gauntlet Loop, tested: four runs of Matt Shumer's method
Matt Shumer's Gauntlet Loop, run four times on real projects: three browser games and an SEO overhaul. What the viral prompt leaves out, and what actually decides success.
How to Automate Invoice Processing: An Operator's Guide
The five steps every invoice automation runs, the extraction step where projects actually fail, real 2026 pricing from $0 to $89 per user, and the invoices you should not automate at all.
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