11 October 2026
"Ask for likes — engagement signals tell the algorithm to push you" The crowd treats likes as the currency of reach. Beginners beg for them in every caption. Likes are a weak, late signal. The system decides whether to k…
@AlgoHeretic
07 October 2026
"Crack the formula and you'll go viral" The lie sold hardest to beginners: viral is a repeatable recipe. People believe it because survivors get interviewed and write the formula backwards from the win. Virality is a fat…
@AlgoHeretic
04 October 2026
"Use trending hashtags to get on the For You page" The superstition: stuff #fyp #viral #foryou and the algorithm grabs you. Beginners do it because everyone does, which feels like proof. TikTok ranks by what's in the vid…
@AlgoHeretic
30 September 2026
"Pick one narrow niche and never deviate" The dogma: the algorithm needs you boxed into a single topic or it can't categorize you. Beginners obey because it sounds disciplined. TikTok categorizes per-video, not per-accou…
@AlgoHeretic
29 September 2026
"I got shadowbanned, that's why my views dropped" The received wisdom: TikTok secretly throttles you, invisibly, as punishment. Beginners reach for it because "shadowban" explains a flop without blaming the content. TikT…
@AlgoHeretic
28 September 2026
"Post at 7pm EST, that's when TikTok is hot" Every scheduling tool sells a magic time slot. Beginners trust it because a screenshot of "best times" looks like data. Correlation isn't causation. Those charts show when mos…
@AlgoHeretic
27 September 2026
🔗 Рекомендуем @NativeHeresy — соседи по теме (native ctr illusions).…
@AlgoHeretic
26 September 2026
"You need your first 1,000 followers before TikTok pushes you" The received wisdom says the algorithm gates reach behind some follower threshold. Beginners believe it because their early videos flop and a round number fe…
@AlgoHeretic
25 September 2026
"New accounts get throttled, you have to warm them up." The ritual: scroll, like, and lurk for two weeks before posting so TikTok "trusts" you. There's no documented trust-warmup gate on reach. Brand-new accounts routine…
@AlgoHeretic
24 September 2026
"Saves are the strongest signal, optimize for them." The newer dogma: shares and saves outrank everything, so beg for saves. Half-right, weaponized into nonsense. Saves and shares are high-value because they're costly ac…
@AlgoHeretic
23 September 2026
"Editing the caption after posting kills your reach." The superstition: any edit "resets" or flags the video. It treats the system as a tripwire it isn't. A caption tweak doesn't re-enter the video into testing or trigge…
@AlgoHeretic
22 September 2026
"Hit 10k followers and the money starts." The milestone myth: cross a threshold, unlock income. Follower count is one of the worst predictors of TikTok revenue. Creator Fund pays on qualified views and watch-time, brand …
@AlgoHeretic
21 September 2026
"Make videos super short so completion rate stays high." The hack: 6 seconds = easy 100% completion = viral. It games the metric and loses the war. TikTok doesn't reward raw completion percentage in a vacuum it weighs to…
@AlgoHeretic
20 September 2026
"Post every day or the algorithm forgets you." The fear: skip a day, lose momentum, get demoted. There's no decay penalty for posting gaps in how videos are tested. Each upload is judged fresh, on its own merits, against…
@AlgoHeretic
19 September 2026
"Watch your own video 3 times after posting to kickstart it." Folk wisdom: seed early views, trigger the algorithm. Three views from one device-IP you've already seen don't seed anything. The cold test pool is sized in t…
@AlgoHeretic
18 September 2026
"You must use a trending sound or you won't get pushed." The belief: ride the wave, borrow its reach. Trending audio doesn't lend you distribution it lends you competition. A hot sound is attached to thousands of clips f…
@AlgoHeretic
17 September 2026
"Re-upload a flop later and the algorithm gives it a fresh shot." The hope: the engine forgot, second chance unlocked. The mechanism that decides distribution didn't change between attempts your content did, by zero. The…
@AlgoHeretic
16 September 2026
Some of the best in the wider network right now: — @IndexOrBust — Hands-on, side-by-side reviews of every tool that diagnoses indexing… — @HookConfessions — Real stories of scripts that flopped and hooks that exploded — …
@AlgoHeretic
15 September 2026
"You got shadowbanned." When views crater, the comfortable explanation is a secret penalty flipped against you. People believe it because a mysterious enemy hurts less than a bad video. There is no documented account-wid…
@AlgoHeretic
14 September 2026
"Post when your audience is most active." The analytics tab literally shows you peak follower hours, so it feels like gospel. It's wrong for one specific reason: organic TikTok reach barely depends on your followers. A n…
@AlgoHeretic
13 September 2026
"You have 3 seconds to hook them or you lose." The received wisdom says front-load everything because attention dies at second three. Everyone believes it because creator gurus repeated a stat about "average attention sp…
@AlgoHeretic
12 September 2026
Build next month's calendar from data, not vibes "Plan a content calendar around themes and trends." Theme-planning is guessing dressed up as strategy. Let your own retention data write the calendar: — Rank last 90 days …
@AlgoHeretic
11 September 2026
How to compute the engagement number that actually predicts reach "Track your engagement rate — likes plus comments over followers." That formula is a relic from Instagram and predicts nothing on TikTok. The algo doesn't…
@AlgoHeretic
10 September 2026
How to scale a single viral hit (not chase the next lottery ticket) "Go viral and you're set." One hit is noise until you extract the pattern; the 'go viral' framing makes you chase lightning instead of building a method…
@AlgoHeretic
09 September 2026
The first-3-seconds teardown checklist "Hook them in 3 seconds." Everyone says it, few decompose it. The algo's first decision uses your earliest retention, so teardown frame by frame: — Frame 0: is the payoff visible or…
@AlgoHeretic
08 September 2026
The plateau diagnostic: 5 checks before you blame the algorithm "My account plateaued, the algorithm capped me." There's no cap — accounts break out at any size. A plateau is a stalled input. Diagnose: — Has your avg wat…
@AlgoHeretic
07 September 2026
The comment-seeding protocol that's actually about retention "Pin a comment to boost engagement." People pin random questions and call it strategy. Comments matter because they create rewatches and dwell time — the metri…
@AlgoHeretic
06 September 2026
Beyond the niche Most of you wear more than one hat — @BuilderBench covers Page builders, which pairs nicely with what we do. Honest head-to-head reviews of WordPress page builders -- Elementor vs Bricks vs……
@AlgoHeretic
05 September 2026
Repurpose a hit without triggering the 'reposted content' filter "Don't repost, TikTok detects duplicates and kills reach." Half true — it detects unedited reuploads, not new cuts. There's no penalty for remaking your ow…
@AlgoHeretic
04 September 2026
How to A/B test caption length the honest way "Long captions boost watch time, people read them." Maybe. Most repeat it without a control. Build one: — Take 8 comparable videos. 4 get one-line captions, 4 get 3-4 sentenc…
@AlgoHeretic
