Notes fromthe work itself.
Practical writing on AI operations, automation and running a business with systems that actually work. Case studies from our own builds, plus plain-language explainers with sources you can check.
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Claude Code Guide: Your Cheat Sheet for AI-Powered Coding
A community guide with setup, commands, workflows, agents, and skills for using Claude Code.
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OneBox: A Free AI Agent and Toolbox for Android – What It Means for Small Businesses
OneBox is a free Android app that combines 90+ tools with an AI agent, all in one place.
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Meta’s Muse Ember: A Cheap AI Model That Makes Agent Automation Practical for Small Businesses
Meta’s new Muse Ember model costs 10 cents per million tokens, making AI agent automation affordable for small businesses.
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LobsterAI: The Open-Source Desktop Agent That Finishes the Job
An open-source AI agent that runs on your desktop, edits Office files, and takes commands from your phone.
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GerGit: A Free Open-Source Git GUI for Linux Teams
GerGit is a free, open-source Git GUI for Linux that helps small businesses manage code visually without memorizing terminal commands.
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Give Your AI Agents a Shared Memory: What TencentDB Agent Memory Means for Small Businesses
A team-level memory hub that lets AI agents share conversations, docs, and code without repeating context.
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Observer AI: Your Local Monitoring Assistant
An open-source, local-first AI agent that watches your screen, camera, and audio and triggers actions when you define them.
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Apple’s $50 AI Usage Packs: What Small Businesses Need to Know
Apple now charges $50 for extra AI usage in Logic Pro after a free cap. Small businesses should plan for these costs.
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Search Your Telegram History Locally: A Practical Tool for Small Businesses
Telegram chats can become unwieldy; a local export and fuzzy‑search tool lets small teams find messages quickly without scrolling.
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Open Duet: Your Own Team of AI Coworkers, On Your Terms
Open Duet lets small businesses run AI coworkers on their own server or desktop, with approval before any action.
Find your most promising first project.
The free AI Opportunity Snapshot takes about two minutes and points at the places automation is most likely to pay off.