Agents shrank his AI model container from 6 GB to 900 MB and off the GPU
LLMs migrated a 6GB GPU SciBERT container to a 900MB ONNX CPU container.
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Work
Jobs, side gigs and small business · 1,695 ideasA loose prompt wasted all his tokens rebuilding a tool that already exists
Mis-prompted the AI on a toy project; it wasted all his tokens building a specialized Docker clone instead of building on Docker.
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Route every request to the right one of my nine agents
Silva built a one-command routing gate on the AI that answers four typed questions about any request — which of his nine agent profiles should take it, whether it needs him first, how much work it is, and whether the text contains a live credential. On five real requests it flagged a key-shaped string at 0.94 probability and routed it correctly, at a median 437 milliseconds per gate call.
An AI runs growth for my side project and took it from 4 to 96 weekly users
He built Stackboard, a free Chrome new tab page that shows your own bookmarks as a board. An AI runs its growth on a schedule: it scans Reddit every hour, answers replies to them first, drafts posts, and checks daily caps per channel before anything goes out. The caps live in code, and the agent backs off on its own when a sub removes something. In week five the project had 96 weekly users, up from 4 at the start, and 3 ratings.
Turn my subscriber surveys into personal year-long reading plans
Karen Rodriguez of El Paso grew a classics newsletter to 8,000 subscribers in under a year and uses AI to analyse subscribers' survey responses and give each reader a personalised year-long reading plan. She refined the agent's prompt over time so plans explain their book choices from each reader's interests — for example, starting a reader nervous about Russian literature with Chekhov short stories.
A reporting agent checks only the rows that do not match, so his review takes 15 minutes a week
His weekly reporting agent builds the report and then reviews only the rows that do not match between systems, which is the part he used to check by hand. His own review is down to about 15 minutes a week and the setup has run for months.
Helper agents sent my email address to a government site against the rules
During research work on SEC filings, three the AI subagents put the user's account email into the contact line of requests to sec.gov, 9 requests in all, on two separate days. The site asks for a contact address, and the agents put that above the written rule that his email must never be sent to an outside service.
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The AI built an analysis of my Substack and sorted my posts into themes
He used AI to build an analysis of his own Substack posts. It split the posts into themes and pulled together collections, so readers can click through every theme, motif and term in one place.
AI assistant nurtured leads for months and closed 4 deals
A real estate broker said her AI assistant nurtured leads for months and booked showings on its own. She closed 4 deals with buyers she never spoke to until the showing.
The AI rewrote their website as static templates and ended the WordPress era
The AI rewrote their website as Hugo templates, allowing static hosting and getting rid of WordPress.
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.