01 August 2026
"Don't change your niche — you'll lose the audience you built" A gaming creator at 90k was stuck at 3k views, audience clearly burned out. The advice everyone gave: stay the course. He pivoted hard to tech-reviews instea…
@AlgoHeretic
31 July 2026
"Saves are the strongest signal — design for saves" A productivity creator drank this in deep, plastering "save this" on everything. I had him compare his 10 highest-save videos against his 10 highest-share videos. High-…
@AlgoHeretic
30 July 2026
"Buy a few thousand followers to look credible and trigger the algorithm" A creator confessed he bought 10,000 followers at 5k real. His median views didn't rise — they fell, from 4,000 to 1,100, and stayed there for two…
@AlgoHeretic
29 July 2026
"A flopped video is dead — move on" A pet creator pulled 6 videos that flopped under 1,000 views, changed nothing but the first 2 seconds and the cover frame, and re-uploaded them as fresh posts weeks later. Four of the …
@AlgoHeretic
28 July 2026
Worth your feed @CutPileDigest. A curated daily digest for social video editors: the best tutorials, free LUTs and… We read it, you probably should too.…
@AlgoHeretic
27 July 2026
"Jump on trending audio to ride the wave" A fashion creator tested it cleanly: 20 videos on currently-trending sounds, 20 on a silent original or unpopular audio. Same content quality. Trending-audio median: 9,400 views.…
@AlgoHeretic
26 July 2026
"Longer videos get more watch time, so the algorithm prefers them" A history-facts creator believed total watch-time minutes were the goal. His 3-minute videos sat at 6k views. He cut the same scripts to 45 seconds. Medi…
@AlgoHeretic
25 July 2026
"Study viral videos and copy what works" An entrepreneur creator did exactly that — reverse-engineered 50 viral videos in his niche, copied structure, pacing, hooks. Made 40 videos on that template. Result: median 3,200 …
@AlgoHeretic
24 July 2026
"Post 3x a day to feed the algorithm" A recipe creator burned out doing 21 videos a week at a median 1,800 views. She cut to 4 videos a week, spending the freed time on hooks and editing. Median jumped to 16,000. Fewer p…
@AlgoHeretic
23 July 2026
"Make a great video and it'll find its audience" A SaaS-tips creator had a 90-second tutorial that flopped at 800 views. Same script, same footage — he only re-cut the first 3 seconds, moving the payoff line to the front…
@AlgoHeretic
22 July 2026
"Grow your followers and your views will grow with them" A DIY account is the counterexample everyone needs. Went from 30k to 120k followers in five months — quadrupled the audience. Median views over the same window: 14…
@AlgoHeretic
21 July 2026
"High likes mean the algorithm will push it" A comedy account gave me a gift: two videos, same week. Video A — 4,200 likes, 38k views. Video B — 1,900 likes, 210k views. The high-like video underperformed the low-like on…
@AlgoHeretic
20 July 2026
"I got shadowbanned — my reach died overnight" A travel creator was certain. 80k followers, views collapsed from 25k to 1,500, posted nothing for two weeks to "reset the ban." I pulled her analytics. The collapse started…
@AlgoHeretic
19 July 2026
"Use #fyp and #viral or you won't get pushed" A beauty creator with 60k followers split 50 videos: 25 with #fyp #foryou #viral #trending, 25 with three specific descriptive tags, 25 with no tags at all. (Three arms, ~17 …
@AlgoHeretic
18 July 2026
If you're into what we post, @HookConfessions is the natural next follow — they work the Short-form scripting / hooks beat hard. Real stories of scripts that flopped and hooks that exploded — the exact words, the……
@AlgoHeretic
17 July 2026
"Post at 7pm when everyone's online" A fitness account with 40k followers ran the cleanest posting-time test I've seen: same content style, same hooks, alternating 7am and 7pm uploads, 48 videos over 8 weeks. 7pm batch: …
@AlgoHeretic
16 July 2026
"Delete your flops so they don't drag the account down" The received wisdom says dead videos poison your average and the algorithm punishes the whole profile. A cooking creator I tracked ran the test properly: account at…
@AlgoHeretic
15 July 2026
"Saves are the most powerful signal — optimize for saves" The received wisdom: saves outrank everything, so add "save this for later" to every video. The latest single-metric obsession. Why it's wrong: saves are a strong…
@AlgoHeretic
14 July 2026
"Buy a few thousand views to jumpstart distribution" The received wisdom: seed views and the algo piles on. Built on the half-truth that early momentum matters. Why it's wrong: purchased views are watch-time-zero impress…
@AlgoHeretic
13 July 2026
"Break your posting streak and the algorithm forgets you" The received wisdom: skip days and you fall out of favor. Borrowed from gym-streak psychology, not platform mechanics. Why it's wrong: there's no decaying "accoun…
@AlgoHeretic
12 July 2026
"Low views means the video was bad" The received wisdom: views are the verdict on quality. The most demoralizing myth in the niche. Why it's wrong: TikTok's first test batch is tiny (a few hundred) and noisy. A great vid…
@AlgoHeretic
11 July 2026
"Reply to every comment to boost the algorithm" The received wisdom: creator replies signal activity and push the video. Repeated because successful creators reply a lot. Why it's wrong: that's reversed causation — video…
@AlgoHeretic
10 July 2026
"Switching niches resets the algorithm against you" The received wisdom: change topics and TikTok punishes you for confusing it. Sounds plausible if you imagine an account-level "category." Why it's wrong: the system re-…
@AlgoHeretic
09 July 2026
"Keep it under 15 seconds for completion rate" The received wisdom: short videos win because completion rate is everything. A reasonable idea pushed past its evidence. Why it's wrong: TikTok optimizes for total watch tim…
@AlgoHeretic
08 July 2026
Neighbor spotlight: @ShortsStackTested. They go deep on YouTube Shorts — the kind of channel you actually keep notifications on for.…
@AlgoHeretic
07 July 2026
"Get early engagement from a pod to trigger the algorithm" The received wisdom: a burst of likes in the first hour tricks TikTok into pushing you. Built on a half-true belief that early signals matter. Why it's wrong: ea…
@AlgoHeretic
06 July 2026
"Post 3 times a day to feed the algorithm" The received wisdom: volume trains the algo and keeps you in rotation. Repeated by people who confuse activity with progress. Why it's wrong: there's no "keep-alive" mechanic — …
@AlgoHeretic
05 July 2026
"Repurposed videos get suppressed for the watermark" The received wisdom: TikTok detects a CapCut or Reels watermark and throttles you. Spread because it sounds like the kind of thing a platform would do. Why it's wrong:…
@AlgoHeretic
04 July 2026
"Delete your flops so they don't drag your account down" The received wisdom: low-view videos lower your "account score," so purge them. It feels intuitive — averages, right? Why it's wrong: there is no persistent accoun…
@AlgoHeretic
03 July 2026
"Post at 6pm when your audience is online" The received wisdom: post when followers are active. Every analytics tab pushes a "best time" chart, so it feels like data. Why it's wrong: that chart is built from your existin…
@AlgoHeretic
