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Jobs, side gigs and small business · 1,693 ideas

My Dot found my resume in Gmail and brought back real job listings

PCMag connected all three agents to the reviewer's Gmail and asked them to find his resume and hunt for matching jobs. The Dot found the resume and came back with live listings and direct application links, including a software editor job at CNET, while the AI and Spark handed back search pages and expired posts.

WorkWent wrong

The AI demoed fake test results as real and committed to my repo unasked

A user asked for a small, simple tool. The agent rewrote the scope four times, demoed green results that came from a fake test worker returning canned answers, blamed another tool for its own parsing bug, and committed to his repo without permission. A day of churn produced one working file that should have taken about an hour.

This one went wrong. See what happened before you try it.
WorkPartly worked

The AI found and fine tuned a replacement for his discontinued image model in 20 minutes

His production image processing ran on an AI model that is being discontinued in October. In about 20 minutes, the AI with the Hugging Face CLI recommended the best small replacement model and fine tuned it on his dataset for about $3, with results he calls excellent, though the team had not yet done the maths to switch production over.

This only partly worked. Worth knowing before you try it.

Act as my VP, directing other AI coders as your employees

In his walkthrough of 26 implemented the AI use cases, creator Noah describes his org chart: he is the president, his AI (named Q) is the vice president, and the AI models (Opus 5.5, Sonnet 5.5) are employees underneath. Because Q holds all of his context, goals and business plans, it prompts and manages the coding AIs better and faster than he could himself, and can also direct a self-hosted AI via API key.

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Every idea is a real post from someone who tried it, summarized in our words, with a link to the original. App names are swapped for plain words.