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AI-assisted content optimization workflow designed to improve short-form video performance through hook refinement, caption optimization, formatting, and multi-platform adaptation.
The workflow focuses on increasing reach, engagement, and content scalability using structured automation systems and optimization processes.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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Are mockup sites slowly becoming irrelevant?
With AI, you can generate or adapt almost any mockup in seconds. Feels like the whole workflow is shifting.
Do you still use mockup sites, or have you fully switched to AI?
I love using mockups sites that have specific collections that are part of the same photoshoot. They save me a lot of time, as visual mockups are still not perfect yet and we have to spend the time to make sure they are.
Sites like Bendito Mockup, Mockups Asia, Wanna This One, Akoya Mockups, Mockup Maison, Format Mockups etc
A Telegram bot built as a parallel layer to a productivity system, designed to intercept moments of negative impulse and convert them into structured reflection conversations.
How it works:
Every user message triggers an AI intervention conversation grounded in the user's Chief Definite AIM, recent insights, current goal pacing, and reflection history
Voice messages auto-transcribed via OpenAI Whisper, treated as text turns in the conversation
/done command ends the session, prompts trigger word + outcome (avoided / indulged / unclear), persists everything to SQLite for downstream daily summary integration
/restart wipes session state for fresh context
System prompt is brother-tone, AIM-grounded, 80–200 words per response, deliberately not therapy-speak
Runs in the same Node process as a separate productivity bot — two bots, two tokens, one codebase.
Tech: Node.js, Telegram Bot API, Claude API, OpenAI Whisper, SQLite.
The idea of intercepting negative impulse moments in real time is genuinely clever. most productivity tools wait for you to come to them — this flips it. voice transcription via Whisper is a smart touch too, removes friction completely. how's the response latency holding up in practice?
How different are AI node-based tools from each other?
ElevenLabs just launched Flows, a node-based canvas, so I tested it by creating a 30s product ad with narration.
I’ve always liked working with node-based tools, so it’s nice to have another option in the mix.
So far, it felt pretty straightforward, especially if you’re already familiar with this kind of workflow. Getting started was easy, and having voice, sfx, and music powered by ElevenLabs is a big plus.
I also like that the text-to-speech feature has a large voice library to choose from, and that being able to add audio tags helps improve the accuracy of the narration’s tone.
Overall, I think Flows is useful for projects that need strong audio integration, worth trying if that’s your use case.
Watch my process details in the comments 👇
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