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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Atomic Agent: An AI Assistant That Runs on Your Own Machine
Atomic Agent is a local-first AI agent that runs on your own machine, keeping data private and costs predictable.
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Track Competitor Website Changes Automatically
A free tool scans public sitemaps to show what competitors added or updated in the last 30 days.
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What OpenAI’s Pando Means for Small Business Git Workflows
OpenAI built Pando to scale Git for AI-driven development. Here’s what small businesses can learn.
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GenOffice: Free, Open-Source AI Office Suite That Edits Real Files Locally
A free, open-source AI Office suite that edits real .docx, .xlsx, and .pptx files locally.
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How AI-Powered Food Recall Tracking Can Protect Your Small Business
A new tool automatically monitors food recalls across multiple countries, helping small businesses stay safe without manual work.
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What OpenAI’s 2027 IPO Plans Mean for Small Businesses
OpenAI president Greg Brockman says the company could be IPO ready in 2027, driven by surging enterprise revenue.
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What Jensen Huang’s Memo Means for Your Small Business
Nvidia’s CEO acknowledged an affair with a suspected Chinese spy. For small businesses, it’s a warning about relying on big tech.
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Teable: An AI Spreadsheet Built on Real Business Data
Teable is an open-source AI spreadsheet running on PostgreSQL. Here’s what its AI chat, automations, and app builder mean for a small business.
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QwenPaw: An AI Assistant Your Small Business Can Run — and Own
An open-source AI assistant that runs on your own machine, remembers your conversations and files, and connects to the chat apps your team already uses.
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Zero: A Self‑Hosted AI Coding Agent for Small Businesses
Zero is an open‑source terminal AI coding agent that runs entirely on your own machine, giving small businesses secure, private automation for code tasks.
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.