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The Algo Heretic

The Algo Heretic

Most TikTok 'growth advice' is recycled nonsense. We test the sacred rules, debunk the gurus, and tell you which best-practices are actually superstition.

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Последние публикации

Последние 30 публикаций канала. Каждый пост открывается отдельной веб-страницей со ссылкой на оригинал в Telegram.

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
"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
"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
"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
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
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
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
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
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
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
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
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
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
The cold-start playbook for your first 1,000 (ignore follower count) "Get to 1k followers to unlock reach." There's no follower gate on the FYP — fresh accounts go viral daily. Followers are an output, not an input. Cold…
@AlgoHeretic
The 15-minute weekly analytics ritual that beats guessing "Just post consistently and watch it grow." Volume without reading the data is gambling with extra steps. Do this every Sunday: — Export the week's posts into a s…
@AlgoHeretic
How to rescue good content trapped behind a bad cover "Good videos find their audience." Not when the first frame is a mid-blink frame. The algorithm tests your video on a small pool; a weak open kills the test before co…
@AlgoHeretic
The protocol to prove hashtags do nothing for you "Use trending hashtags to get on the FYP." Allegedly. No one in your feed actually ran the control. Run it: — Take 10 similar videos. Post 5 with 3-5 niche tags, 5 with n…
@AlgoHeretic
The retention-first scripting checklist "Write a script that tells a story." Story is fine, but the algorithm reads the watch-time curve, not your narrative arc. Script to the curve: — Front-load the payoff promise in wo…
@AlgoHeretic
Stress-test 'niche down' before you obey it "Pick one niche or the algorithm gets confused." The algo doesn't track a 'niche' — it clusters viewers by behavior, video by video. Test whether narrowing actually helps you: …
@AlgoHeretic
Find your real posting time (not the blog's) "Post at 7pm EST for max reach." Correlation isn't causation — those charts average millions of accounts that share nothing with yours. Build your own: — Open Analytics, Follo…
@AlgoHeretic
Curated: the social media & creators feeds we'd actually keep: — @CutPileDigest — A curated daily digest for social video editors: the best tutorials,… — @WatchTimeHeresy — Strong, unpopular opinions on why your videos l…
@AlgoHeretic
The 4-step autopsy before you delete a flopped video "Delete flops, they drag your account down." No one actually tested this — there's no account-level 'flop penalty'; TikTok scores videos individually. Deleting just de…
@AlgoHeretic
How to actually diagnose a 'shadowban' (without the superstition) "My views tanked, I'm shadowbanned." The received wisdom says TikTok silently throttles you. Mostly it doesn't — your retention curve dropped and the algo…
@AlgoHeretic
"Promote your best organic video — pour fuel on what's already winning" The received wisdom: the post proved it works, so pay to scale it. Feels like obeying the data. The mechanism cuts the other way. Promote/Spark buys…
@AlgoHeretic
"Jump on every trend — that's where the reach is" The received wisdom: trends are free distribution, so chase them all. Believed because trend videos visibly spike. The tradeoff nobody books: trends decay to zero. A tren…
@AlgoHeretic
"Delete your flops so your profile only shows bangers" The received wisdom: a clean grid of hits raises your average and impresses new visitors. Sounds like portfolio hygiene. What it ignores: deleting destroys data and …
@AlgoHeretic
"End every video with 'follow for more' — that's how you grow" The received wisdom: ask for the follow, get the follower. People run it because follows feel like the growth metric. But a follow is a weak, lagging signal …
@AlgoHeretic
"Hashtags are how people find you on TikTok" The received wisdom, inherited from 2019. People still tag like it's the primary discovery path. The surface that actually grew is in-app Search — TikTok now indexes spoken wo…
@AlgoHeretic
"Going Live boosts your regular videos in the feed" The received wisdom: streams warm the algorithm and lift your posts. Repeated because some creators see a bump after a Live. No one isolated it from the obvious confoun…
@AlgoHeretic
"Go long — TikTok is pushing 60s+ for the ad breaks" The received wisdom: the platform monetizes longer videos, so longer = favored. People cite the creator-fund minimum-length rules as proof. That conflates payout mecha…
@AlgoHeretic
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