c/busted-algorithm-hall

YouTube recommended a 14 minute video on how to peel a banana. I clicked it. 14 minutes. A banana.

So I was looking up how to ripen avocados faster for a guac test before a party this weekend. YouTube autoplay kicked in and next thing I know there's this super serious guy with a whiteboard explaining the "optimal biomechanics" of opening a banana. Not the stem trick, not the monkey way, just... peeling. He had charts. Real charts with arrows. I watched the whole thing because I kept waiting for the twist where the banana turns out to be a rare artifact or something. Nope. Just bananas. The algorithm thought I needed this after one avocado search. Has anyone else gotten weirdly specific tutorials for stuff you already know how to do, like tying shoes or opening a door? What's the most absurd one you've sat through?

The fitness app told me to run 9 mph with a pulled hamstring, so I ignored it and healed in 3 days

My watch kept screaming zone 5 intervals last Tuesday despite my limp, but when I finally opened the 2018 forum thread someone linked about overtraining, it matched my exact knee pain and now I wonder how many people get hurt because we trust the algorithm over our own bodies, has anyone else had a device push you into something that felt wrong?

Netflix served me a true crime doc right after I searched baby proofing

My wife laughed at me but I'm pretty sure the algorithm thinks I'm some kind of criminal planner now, it even suggested a map of abandoned mines next. Is there a way to reset your whole watch history without losing every show, or am I stuck in this spiral?

Spotify recommended me a lullaby version of a song I only listen to while rage cleaning

Last Tuesday I was scrubbing my oven at 11pm after burning a casserole, and I had my 'angry punk rock' playlist going. Out of nowhere, Spotify shuffled in a soft, twinkly lullaby cover of a hardcore track about workplace revenge. I sat there with the sponge in my hand, just staring at my phone like WHAT is this algorithm thinking. It wasn't even a real artist, it was some generated 'sleepy time baby' channel. Now it keeps doing this every single time I clean, it thinks I'm trying to put myself down for a nap. Has anyone else gotten wildly wrong vibe shifts from a streaming app mid-task, or is my data just cursed?

The algorithm recommended me a wedding dress 2 days after I searched for plumbing sealant

I was looking up epoxy ratings for a pipe repair job on Tuesday. By Thursday my feed was full of lace gowns and bridal boutiques in Toledo. I haven't searched anything wedding related in my life. My wife thinks it's hilarious, but I'm genuinely creeped out. How specific does a search have to be before one of these things goes off the rails? Has anyone else gotten a recommendation that made zero sense with their actual history?

The algorithm sold me sourdough starter after I looked up car batteries

I searched for a dead battery fix and got a 3am ad for a $12 starter kit, which somehow convinced me to try baking. The sourdough worked out way better than the battery hack, and now I'm wondering if the algorithm knows my life better than I do.

The algorithm served me a 2008 MySpace layout tutorial after I searched for funeral homes

My dad passed away in March, and I was looking up cremation options in Dayton. Next thing I know my feed is full of glittery gif tutorials and tips for customizing your profile song. I clicked one out of pure confusion, ended up down a rabbit hole of forgotten HTML tricks for 2 hours. It was oddly comforting, like the algorithm knew I needed a distraction but had zero sense of timing. Anyone else get weirdly nostalgic recommendations during a rough stretch?

That AI grocery list told me to buy 4 jars of capers and somehow it was still useful

Saw someone earlier posting about how their grocery app suggested capers for three different meals and they called it broken. I get it, it looks dumb on the surface. But I actually followed mine for a week straight and it cut my food waste down by like 30%, which is real money when you're on a budget in Chicago. The algorithm kept repeating weird ingredients, sure, but it also made me use up what was already in my fridge before buying new stuff. I think we're too quick to laugh at these things instead of seeing the pattern underneath. Anyone else actually stick with a weird recommendation longer than a day and get something out of it?

Serious question, which YouTube tutorial is worse: the one that's 3 minutes with zero detail or the one that's 45 minutes with 10 minutes of actual info?

I was trying to fix a stuck drawer slide on my old dresser last night. First video I clicked showed a guy using a hammer and a butter knife in under 4 minutes, no explanation of why it works. Next one was a 50 minute deep dive where the guy spent 15 minutes talking about his childhood cat before touching a tool. Which approach do you think is more helpful for a beginner, and has anyone else run into this split?

YouTube recommended me a 45 minute video on how to fold a fitted sheet

I swear I just looked up "how to fold a fitted sheet" one time and now my recommended feed is flooded with cleaning tutorials like some kind of bed linen conspiracy. The video had 12 steps and the guy still ended up with a crumpled mess at the end, which is basically what my sheets look like after I try. Has anyone else had their algorithm get stuck on one random category for weeks?

I finally stopped ignoring what my wife told me about my SEO headlines

She looked at my last blog post and said 'this title looks like a robot wrote it while sleeping.' I thought my keyword-packed titles were working but they were getting zero clicks. After she told me that, I rewrote the next one to sound like a real person talking and my CTR jumped from 2% to almost 9% in a month. Has anyone else had someone outside the field call out their algorithm-driven nonsense and actually improve their results?

Youtube just recommended me a video on how to wash a banana

I swear I was watching a guy rebuild a tractor engine, and then boom, a tutorial on banana washing pops up. It had 2 million views too lol. Has anyone else gotten algorithm recommendations that make zero sense?

YouTube recommended me a 4-hour video titled "The Sound of a Single Washing Machine Cycle" at 2 AM last night and I honestly watched 20 minutes of it before realizing what I was doing

I was just trying to find a tutorial for fixing a zipper on my kid's jacket and instead the algorithm decided I needed to hear the spin cycle of a Samsung from 2017 on full volume, has anyone else gotten hypnotized by utterly pointless recommendations like that?

PSA: I was scrubbing my cast iron pan with soap for 8 years before a customer called me out

Had a lady drop off her poodle and saw me scraping my skillet in the break room. She almost had a heart attack. Told me I was stripping the seasoning every time. Had no idea. Been doing it since I got the pan from my grandma. She showed me the salt and oil trick right there in the shop. Changed how I cook everything. Anybody else get roasted by a stranger for bad kitchen habits?

The algorithm recommended me a 3 hour documentary about concrete and I watched the whole thing

I was scrolling YouTube last night after looking up how to fix a crack in my driveway and the next suggested video was a 3 hour deep dive on Roman concrete. I clicked it thinking I'd skip through and ended up watching the whole thing at 2am. The guy even tested modern mix ratios against ancient ones with actual samples from a quarry in Italy. Has anyone else gotten stuck on a random hyper-specific recommendation that turned out to be surprisingly good?

Youtube kept recommending me those 'clean with me' videos for 3 days straight

I never watched one before but after the 5th recommendation I finally clicked. Turns out the trick is watching one full video at 2x speed to reset the algorithm, it worked for me yesterday after I did that on a 20 minute declutter vid.

Pro tip: a customer told me my cabinet handles were way too high

I had this kitchen reno in Austin where I installed all the pulls at 3 inches from the top like I always do. The homeowner walked in, measured one with her finger, and said 'nobody in this house is 6 foot 4, Charles.' I dropped them all down to 2 inches and honestly the whole kitchen feels better to reach. Has anyone else had a client catch a basic layout mistake you didn't even see?

YouTube algorithm just showed me a 12 minute video on how to properly fold a fitted sheet

I watched the whole thing and now I'm convinced the algorithm thinks I'm either a hotel worker or someone who has way too much free time on a Tuesday night, has anyone else's recommendations gone this weird lately?

YouTube recommended me a 6 hour video on how to properly wash a single coffee mug

I clicked on it anyway and now I've spent three days watching every upload from a channel called 'MugSanitationPro' so has the algorithm just won or am I in too deep?

Dropped $80 on a premium YouTube tutorial bundle and the free version was better

Compared booking a hotel through a random third-party site vs. calling the front desk direct last weekend in Nashville and the difference was wild.

Has anyone else had better luck just talking to a human instead of trusting what the algorithm shows you?

Spotify recommended me a playlist called 'Sleep Sounds' but it was just 47 minutes of someone eating chips

I was trying to fall asleep on a red-eye from Denver last week and the crackling and crunching had me wide awake and actually craving tortilla chips, has anyone else gotten totally off-target recommendations like this from a music app?

My YouTube recommendations kept showing me high-end chef knives until I got one and realized my 10 year old Henckels works exactly the same

After someone in a cooking sub told me that most home cooks can't tell the $80 knife from the $400 one in a blind chop test, I'm starting to wonder if the algorithm just wants me to spend money on stuff I don't actually need anyone else notice how they push the premium version of whatever you already have?

Shoutout to the YouTube algorithm that recommended me a 3 hour video of a guy slowly cleaning a gas station microwave

Honestly, I was just trying to find a recipe for instant ramen hacks last Tuesday and somehow ended up watching this dude scrub a gas station microwave for 3 hours straight. The lighting was bad, the audio was just this hum from the store, and he kept stopping to talk about his ex wife randomly. I got so sucked in I actually finished the whole thing at 2 AM and missed my alarm for work the next morning. The algorithm must have thought I was into industrial cleaning or something, because now my recommended feed is all parking lot pressure washing and dumpster diving compilations. Has anyone else had the algorithm just completely misfire on what you actually want to watch?

Found a way to beat YouTube's 'recommended for you' algorithm by baiting it with one weird trick

I got sick of seeing the same five drama channels in my feed no matter what I watched. So I searched for 30 minutes of straight ASMR whale sounds and let it autoplay while I slept. Next day, my recommendations were all nature documentaries and ambient noise. It worked way too well. Has anyone else managed to trick their algorithm into resetting like this?