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When an AI workflow produces something that matters, “where did this come from?” should not be an afterthought.
I am developing a lightweight evidence-architecture approach for that problem: identify the sources, name the claims a workflow is allowed to make, show the review gates, and leave a usable record at handoff.
It is less about compliance theater and more about giving a team enough structure to use AI work responsibly when the answer is uncertain or consequential.
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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DebugTrace is Here 🔥
What if debugging could explain the problem, not just point to it? 🤔
DebugTrace pushes AI-assisted debugging through Bubble AI, bringing together workflow logic, database actions, JavaScript, speech recognition, and real Groq API integration with openai/gpt-oss-120b. 🔗
💪🏾Built to help developers trace problems, understand workflow logic, and give actionable fixes.
While pushing the project further, we encountered limitations with some advanced backend, API, and JavaScript workflow connections through the Bubble AI agent. Some integrations required manual intervention, but we continued pushing the build and brought the core AI idea to life.
This challenge is only the beginning. I plan to continue developing Debug Trace beyond this submission, refining its AI capabilities and pushing the idea further.
This is Debug Trace. Built to investigate what happens when AI meets real debugging workflows. 🔥🔥🔥
hey how do you make money from it ? tried to use but nothing happened
Everyone loves to say AI makes creative work feel impersonal but I found the uses that actually save time without replacing my creative expertise.
Here's what's been working for me:
✍️ Copy and emails: I write the base, AI helps me polish and tighten it
🎨 Concept and moodboard copy: same approach, I write the core idea, AI helps shape the language for presentations
📦 Mockups: AI speeds up creation so I don't spend hours looking for the right .psd online
The key has been using it to speed up the boring parts so I can focus on the creative bits.
What's an AI use in your workflow that actually made things better, not just faster?
Starting with your own draft is close to how I use it on builds. I give AI the page and a short checklist, then use what it catches to tighten the work before I ship.
I finally published the Disro.com case study, It took a lot of time because I was both involved in the platform’s product design and on the website.
Overall, it was a very cool experience, working first‑hand on AI workflows as well as on the design side.
Disro - The AI-native operating system for Agencies.
