Instagram Duplicate Reels: Only the Original Gets Reach
Instagram recommends only the original when it finds identical content. The copy can stay on the profile but drops out of Explore, the Reels tab, and in-feed.
9 min read
Instagram Reels cover photo spec and crop
Instagram caps Reels covers at 8MB and centre-crops anything not supplied at 9:16. Here is the crop arithmetic and a cover template that survives it.
8 min read
Instagram Reels specs: FPS and codecs
Instagram Reels take MOV or MP4, H.264 or HEVC, and 23 to 60 fps. Files may run 15 minutes, but anything over 3 minutes is not recommended to new audiences.
8 min read
Instagram repost limit: 10 in 30 days
10 or more unenhanced reposts of others' content in 30 days make the account ineligible for Instagram recommendations. Your own recuts do not count.
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Instagram Unoriginal Content: Why Reposts Earn Nothing
Instagram pays only content you created, helped create, or that features you. A copy without a meaningful enhancement stays unpaid, whatever the view count.
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Instagram won't recommend watermarked Reels
A TikTok or CapCut watermark makes a Reel ineligible for Instagram recommendations to non-followers. Cropping the badge off does not fix the file.
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Interrupting an agent mid-turn
Answer now stops the reply from launching more tools. Cancel stops a background task. Closing the tab aborts the turn without unsending work already dispatched.
7 min read
Isolate one variable in short-form tests
If caption, sound, hashtags, and hook all differ, the result is unreadable. Use a variant spec sheet and lock the confounds people forget.
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J-cuts and L-cuts with generated audio
Stitched clips read as a slideshow because picture and sound change on the same frame. How to split those edges when the audio came out of the generation.
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JWT sessions or API keys: two auth paths
Session tokens and API keys authenticate the same endpoints. Use a JWT in a browser app and a vsk_ key for a server job or scheduled script.
7 min read
Karaoke captions vs static blocks, by format
Word-by-word burn-in holds in short-form and fatigues in long-form. The per-format rule, and how to catch caption-style cost at specific timestamps.
9 min read
Keep the prompt structure, vary only the action
Multi-shot consistency comes from freezing the prompt skeleton and changing one clause. The template, the fields that must never move, and how people break it.
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Keeping captions in sync with a dub
Captions burned before a dub drift against the translated audio. The fix is an order of operations that transcribes each dubbed track on its own.
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Keeping client material out of training data
Enterprise clients now require brand assets never enter a training set, and the duty flows through you to every tool. The clause, plus the audit behind it.
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Keeping reverb out of generated dialogue
Reverb is the most common uninvited guest in native audio. The room words that cause it, the exclusion phrasing that works, and what to do with a good take.
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Latency vs fidelity in voice model choice
Fast voice models and expressive ones fail in different places. A two-axis method for picking TTS per job, plus the retake maths that settles it.
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Layout-first prompting for posters and covers
Some models now plan composition before they render. Prompt patterns that pin zones for posters, covers and thumbnails without dropping into coordinates.
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Writing license terms for prompt packs and LoRAs
Four decisions decide whether a buyer comes back: commercial use, redistribution, retraining, and derivative outputs. Written out as plain-language tiers.
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Buying a music model on training provenance
ElevenLabs Music trained under Merlin and Kobalt deals; Suno is still on a settlement track. How to compare music models on provenance and what to ask legal.
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Lighting continuity across separate generations
Key direction gets re-rolled on every generation. A verbatim lighting block carried across all prompts in a sequence, plus the shot-by-shot review check.
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LinkedIn Content Credentials Label: What the CR Icon Shows
LinkedIn's Content Credentials label is the icon on images and video that carry a signed C2PA credential. What a click shows and why it can be missing.
10 min read
LinkedIn dwell time claims are unverified
LinkedIn publishes no ranking guidance on dwell time. Instagram and YouTube publish theirs. How to tell a documented signal from confident inference.
8 min read
LinkedIn has no AI disclosure toggle
LinkedIn ships no creator-facing AI disclosure control and publishes no penalty for AI content. That makes disclosure there a caption decision you own outright.
9 min read
LinkedIn has no open creator revenue share
LinkedIn has no apply-to ad-revenue programme, so there is no duration floor and no demonetization risk. BrandLink is invite-only. Score video for pipeline.
8 min read