In X’s new algorithm, it tells us what’s over and what’s exploding:

robot
Abstract generation in progress

In X’s new algorithm, what’s over, and what’s blowing up:

[Done for / Heavily penalized]

Mass spam (high-frequency, homogeneous content triggers author diversity penalties) Reply farming only (competing on who replies, not on the number) Low-quality recycled templates (Grox can already detect them) Abstract motivational fluff with no concrete proof Generic engagement bait

[Winning / High exposure]

Fresh opinions from new accounts (out-of-network discovery improves a lot) Narrative-complete threads (the model reads all context) Text + media/screenshot combinations First-person real case (“I did X → result Y” + evidence) Replying to every comment early (the first 30 minutes are ranking gold) Consistent high-quality cadence (rhythm > volume)

The strongest format right now:

Hook + numbered tactical playbook Personal proof post + specific numbers/screenshots 3–7 image carousel slides (each slide with a bold claim) Short video (<90s with a real demonstration)

You have to start this today:

2–3 high-quality posts per day max Must include media or be a thread Reply to all comments in the first 30 minutes Use “I did / I verified” instead of abstract opinions One bold opinion + proof

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