From production

What We've Learned

Lessons from hundreds of n8n workflows. No theory. Just what actually works when you need AI automation to ship.

AI for property management: what it handles, what it breaks, and what it costs
AI for Business

AI for property management: what it handles, what it breaks, and what it costs

Property management is mostly relay work, and that is exactly the shape automation is good at. What it handles reliably, where it creates legal exposure, and what it costs.

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9 min
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Claude for Small Business (2026): what's in the plugin, what it costs, and when to skip it
AI for Business

Claude for Small Business (2026): what's in the plugin, what it costs, and when to skip it

Claude for Small Business is a plugin for Claude Cowork with 25+ pre-built skills and 8 native integrations. Here's what's in it, how it compares to ChatGPT Team, and a decision tree for picking the right setup.

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16 min
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What is Brand DNA? How AI is changing content creation in 2026
Brand Intelligence

What is Brand DNA? How AI is changing content creation in 2026

Brand DNA is the core identity that makes your content sound like you. Learn how AI tools use it to generate on-brand content at scale in 2026.

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12 min
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WoterClip v0.3.0: Claude Code subagents run every persona
Developer ToolsAI Agents

WoterClip v0.3.0: Claude Code subagents run every persona

WoterClip v0.3.0 makes runtime.model real: each persona's work dispatches to a Claude Code subagent on the model its config declares. Haiku triages, Opus builds, and every heartbeat report names the model that did the work.

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9 min
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Claude Code 2.1.216: everything that changed since 2.1.186
AI Development

Claude Code 2.1.216: everything that changed since 2.1.186

25 Claude Code releases shipped in the four weeks between 2.1.186 and 2.1.216. Claude Sonnet 5 launched as the Free and Pro default, subagents moved to the background by default, and the permission system got renamed, extended, and audited.

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15 min
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Give Claude Code a full product team with WoterClip
Claude Code

Give Claude Code a full product team with WoterClip

WoterClip routes your GitHub issues to AI persona agents. Here's how to import a full 13-role product team into Claude Code in about five minutes.

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7 min
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WoterClip v0.2.0: GitHub Issues replaces Linear
Developer ToolsAI Agents

WoterClip v0.2.0: GitHub Issues replaces Linear

WoterClip v0.2.0 swaps its tracker backend from Linear to GitHub Issues. No MCP, no external tracker – just the gh CLI. What changed, the concept mappings that fail silently, and how to migrate a v1 config.

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9 min
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The best free LLM APIs in 2026: a live-probed list
Ai Engineering

The best free LLM APIs in 2026: a live-probed list

A live-probed directory of free LLM API providers: ~110 free models across 16 providers, sorted by what's actually free, with the rate limits and ToS catches each one hides.

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10 min
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AI for nonprofits: what it helps with, what it should never touch, and what it costs
AI for Business

AI for nonprofits: what it helps with, what it should never touch, and what it costs

AI for nonprofits is a stronger case than for almost any other organization, and it has the least room to get wrong. The line that works: automate the operations, never the relationship.

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8 min
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