this post was submitted on 06 Aug 2026
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In order for AI to have a market there would need to be a large scale demonstration of the uses and benefits of AI in many various industries, most of which do not involve image generation or writing a single line of computer code.
I'm so sick of asking people for demonstrations of AI use and it being 100% programmers going "oh it's really good at writing functions", now I have no idea if it is, or isn't, any good at writing functions, but since I don't write functions, that example is of no use to me.
I want to know how good it is at writing technical documentation for proprietary hardware solutions that the AI will have no experience of in its training set, because I suspect it sucks at it. How good is it at taking poorly written guides in Chinese, translated into English via Klingon and ancient Babylonian, how does it handle it if it comes across the sentence "absolutely do not ever warning" with no additional information as to what I absolutely should never not do. Because that's when thinking is involved, and AI doesn't think.
OK, here's a real life use case, small time as it is, that has nothing to do with anything rarefied.
I have a TCL Android TV that, after some "unapproved measures", runs without a Google account - FLauncher as the front end, telemetry blocked, home media streaming, YouTube ad-free. The yar har har works.
Two days ago the kids come in. TV's not working.
Jellyfin: fine. Nova Player: fine. Stremio, YouTube, anything hitting the net: dead.
We'd had a brownout that day, so I figured the router was scrambled. Reset it, re-added the network... and Smarttube now launches, plays for 30 seconds, then hard-locks. Just weird JSON vomit and then dead.
At that point I'm thinking the TV is fucked. Options:
factory reset and reinstall the workarounds - 2-3hrs of pain-in-the-ass fuckery, but it wouldn't be the first time.
crawl the net decoding cryptic error codes.
take it in for repair (good luck with that).
fall down a TV diagnostics rabbit hole.
Instead, I chose option 5)
I told my local LLM: "This TV is on this IP. This laptop has ADB access. I've given you MCP tools with ADB libraries. Here's the issue, here's what I tried. Check prior history of what I did for this project, figure out what's wrong now and fix it, or tell me it's broken.
If it looks like the brownout caused corruption, factory reset, stream-install the backup APKs directly, sign in my accounts, get it back up and running.
Failing that, if it's looking like a hardware issue, push a diagnostic tool, test the TV and tell me which parts I might need, as well as likely costs using eBay or Amazon. I'm happy to spend $50 on this shitbox and not one cent more. If the fix looks like it's more than $50, find me a TV of this size under $200. Prefer local shop X or Y.
Present everything as markdown in the usual folder, using house style. Ping me on my phone if you need me to authorise anything or when you're done with the TL;DR."
The agent ADBs in, pokes around, tests, checks the WiFi, and figures out the brownout had corrupted the date and time.
Turns out this p.o.s doesn't have a RTC back up battery.
Wrong clock = certs flagged as invalid = no net.
It syncs the date and time with my location. Boom, everything comes back.
Now, could I have twigged it myself?
Yes - eventually. But the agent already had the tools, knew the TV's prior state, and had a record of what I'd already tried.
It could've reset the TV, sideloaded all my apps, re-signed into my accounts - the whole lot - if needed.
This is not the only time I've had real world use of my local, and it had very little to do with "writing functions".
I had a project - jailbreak my tcl. Over time, I'd stored enough context of what I had done in the LLM and its tools, so that it could do what I'd do (and more), faster, based on the constraints I had put in place.
People that call these things "spicy autocorrect" are demonstrating either a skill issue or a lack of imagination.