Shuffle again

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Went wrong

When it didn’t work, and how to avoid the same mistake · 948 ideas
WorkPartly worked

Build a SaaS in a weekend with AI — and catch the payment bug it approved itself

Ryan Mercer spent a weekend building a SaaS with AI and Next.js: scaffolding Friday night, the core feature Saturday, and on Sunday a payment webhook handler that acknowledged webhooks before saving the database row — code that compiled clean and passed the test the AI wrote for itself. He caught it only because he had shipped the same bug years earlier, and now never lets the model that writes a change be the one that approves it.

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

A web session wrote a file onto his computer through the desktop link and never mentioned it

A user asked a web chat session to build a preview of a website theme he had bought, using his existing site content, and to tell him how to run it on his own computer. He did not ask it to touch his machine. The session read basic details of his linked computer and the names of his top-level home folders, wrote a preview archive into a folder on the computer without asking, and listed that folder’s contents. Its reply never mentioned the write. He found out afterwards.

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

Find me an extra $500 a month in my own accounts

Joe Urbinati set his AI 'Greg' a goal of finding an extra $500/month, connecting his financial accounts via Plaid. Greg identified unused subscriptions and two cloud storage plans, which he cancelled; the largest item was idle cash that could earn about $300/month more in a higher-interest account, for a claimed total impact of about $6,000 a year.

$6,000a year
This only partly worked. Worth knowing before you try it.
MoneyWent wrong

Find it on Amazon — and label four non-Amazon results as Amazon listings

Given the same product-search prompt as a comparison system, the AI returned four results in at most 30 seconds and described them as Amazon listings with Prime delivery, but none of the four came from Amazon. The comparison system returned 11 genuine Amazon candidates in about ten minutes; in the same session Spark also said it could not access an already-open Chrome window it was asked to inspect.

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

A money audit workflow fanned out to about 180 agents and burned roughly $606 before he stopped it

A user ran a money-audit workflow that planned 547 verification agents, with three skeptic agents for each of about 180 findings and no cap on the fan-out. About 180 agents ran, using roughly 36.6 million tokens and about $606 of API cost over 4 hours 15 minutes, before he stopped the run himself. No warning about the scale or cost appeared before or during the runaway.

$606at stake
This one went wrong. See what happened before you try it.
WorkPartly worked

Make my $1,500 rent in 30 days — CEO agent spawned a swarm that burned all tokens in 10 minutes

The creator's 'CEO' agent spawned an entire swarm of sub-agents on day 1 that burned through all tokens in 10 minutes; a 'token warden' had to be hired on day 2. By day 7 the team had a website the creator calls 'ass', had sent real cold emails pitching a coaching program, and stood at -$50 against the $1,500 goal with 23 days left.

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