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  • Kossi Adzo

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One thing worth adding for prop traders: funding payments are a cost you hold through, so a funded account sitting in a crowded long can bleed even when price goes nowhere. Watching funding rate alongside open interest helps show when positioning is stretched, and clustered liquidation levels show where a sharp move could get forced. Those are context, not signals, so they work best as a check on position size rather than an entry trigger.

Good walkthrough of the two-track export. One thing I’d add for anyone doing this on video clips: extract the audio first and run the separation on a WAV rather than a compressed MP4 track, because the AI models leave fewer artifacts on cymbals and reverb tails when they get a cleaner source. Also worth listening to the instrumental on headphones before exporting, since faint backing vocals often survive in the stereo sides.

Useful AI image/tools roundup. For freemium drafts before locking into Discord-only tools, HackAIGC (https://www.hackaigc.com/) keeps chat + stills in one tab.

The point about spotting a gap that a viral format leaves open is a useful one, and the ‘no account required’ choice clearly helps people try it. It’s the same reason small browser games with no sign-up tend to spread by word of mouth. A fan-made example I enjoy is Krillion Game, where each prompt asks you to name something and rarer correct answers earn more points, which gives a quick game a bit of strategy.

TTS on TikTok only helps if the voice matches the audience you are talking to. A UK-facing clip with a flat American narrator feels like an ad from somewhere else. I generate the same line in RP and in a younger British voice and keep the one that fits the on-screen person.

Useful ethics framing. For creators who still need flexible image + chat tools with clear personal-use boundaries, I’ve been testing HackAIGC (https://www.hackaigc.com/) as a freemium workspace while staying careful about consent and prohibited content.

Great list! I hadnโ€™t heard of some of these multimedia software options before. Iโ€™m particularly interested in trying out the ones that focus on video editing. Thanks for sharing!

I don’t think hacking into someone’s Snapchat is the right thing to do. It’s an invasion of privacy and can have serious legal consequences. It’s better to respect others’ boundaries and find healthier ways to address concerns.

Useful guide for creators. Something worth adding: accent choice changes how a TikTok voiceover lands. A British voice can suit explainers and storytelling well, so it’s worth previewing a few regional options before settling on one.

The 18-block roadmap is the slide that actually decides it: GPT Image 2 medium and 2.5 low had all 71 captions accepted on a human pass, while Nano Banana 2 Fast dropped to a single correct caption of 18 on the dense slide, and Russian fell to 2 of 10 versus 10 of 10 in English. The price gap is almost irrelevant next to that, $0.035 versus $0.110, so the real cost is proofreading captions the scorer might still swing on. Iโ€™ve been watching the Seedream 5.5 preview for exactly these edits and multilingual labels; it looks a bit cleaner than 5.0 Pro, but generation on that page is still coming soon. https://apixo.ai/models/seedream-5-5?utm_source=startup.info&utm_medium=blog_comment&utm_campaign=20261102