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Hey Vibe Coders đź‘‹
Recently started exploring the “Skills” feature in Lovable and honestly it’s pretty useful if you keep building similar workflows again and again.
Instead of rewriting the same prompts every time for:
landing pages
AI automations
dashboards
voice agent systems
workflow structures
you can save them as reusable skills and Lovable automatically applies them whenever the task matches.
Using Skills, I even built multiple versions of landing pages and UI concepts with different styles, layouts, and workflows much faster without repeating the same setup instructions again and again.
What I liked most is it keeps things more consistent across projects and saves a lot of time repeating the same instructions.
You can even organize different workflows separately like:
launch checklists
SEO reviews
CRM workflows
automation systems
content structures
Feels more like creating your own reusable workflow system instead of just prompting randomly every time.
Definitely worth exploring if you're building frequently with Lovable.
Have you guys tried building different versions using Skills yet?
#Lovable #VibeCoding #AIAutomation #WorkflowAutomation #NoCode #AIWorkflows
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Only 6% have fully implemented it (Supermetrics 2026).
The gap between those numbers is basically the entire job description for what I do.
Going to break down what an AI automation engineer is, what we ship, and how to tell the bad ones from the good ones.
• May 13
An AI automation engineer connects AI to the workflows your business already runs.
We don't train models. We don't write papers. We don't do research.
We pick the right model for the job, wire it into the systems your team uses every day, and ship the build.
Most AI products explain features.
Very few explain workflows clearly.
For Propulso, we designed a motion-first SaaS experience focused on helping users instantly understand how AI can improve creation, training, and strategic operations.
Featuring:
• Create Automation
• AI Skill Development & Training
• AI Strategy & Consultation
The experience combines:
• Structured UI storytelling
• High-clarity motion design
• Productivity-focused interaction
• Modern SaaS visual systems
Because great AI experiences shouldn’t feel complicated.
Building an AI SaaS platform or automation product?
Let’s design a system that converts complexity into clarity.
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Nice Design
Atelier 360 — A Reusable Fashion Launch System
Full Project Description
Atelier 360 is a reusable creative workflow built in Melius that turns a single fashion product brief into a complete omnichannel launch campaign.
For this challenge, I used a premium black oversized hoodie as the starting product. From that one brief, the workflow generates brand direction, product-only e-commerce assets, 360-degree product views, on-model editorial visuals, social creatives, paid ads, out-of-home campaign concepts, website and email banners, and cinematic video direction.
The main idea behind Atelier 360 is product consistency. Generative fashion workflows often create beautiful isolated images, but the product can easily drift between outputs. To solve this, I built the workflow around a Canonical Product Identity and Global Quality Standards. These act as a source of truth for the garment’s silhouette, material, proportions, construction, and visual style.
The system is designed to reduce common AI issues such as inconsistent product details, exaggerated garment proportions, duplicate hoods, faceless models, ghost-mannequin artifacts, unreadable text, and off-brand visual drift. Instead of treating each image as a separate generation, Atelier 360 works like a connected production pipeline.
Key Functions & Capabilities
Strategic Brand Foundation
The workflow starts by generating a clear brand strategy, audience direction, visual tone, and campaign positioning based on the initial product brief.
Canonical Product Anchor
A central product identity node defines the source of truth for the garment, including silhouette, material, hood structure, pocket placement, cuffs, hem, and overall construction.
Product-Only E-Commerce Assets
The system creates clean product visuals for online stores, including hero product shots, 360-degree front/side/back views, material close-ups, and PDP-ready assets.
On-Model & Editorial Assets
The workflow separates model-based visuals from product-only assets to create editorial campaign images with visible faces, realistic anatomy, and premium fashion styling.
Omnichannel Marketing Assets
Atelier 360 generates campaign concepts for social media, paid ads, website banners, email banners, billboards, and street posters.
Video & Motion Direction
The system includes a video pipeline covering script, storyboard, keyframes, 360-degree product turntable concepts, and short-form fashion promo video direction.
Process Steps & Execution Strategy
I started by building the strategy layer and defining the visual direction for a premium minimalist streetwear brand. Then I created a Canonical Product Identity to keep the hoodie consistent across all future outputs.
From there, I organized the canvas into five functional zones:
Strategy & System Rules
Product-Only Assets
On-Model & Editorial Assets
Campaign & Marketing Assets
Video & Motion Direction
During the process, I learned that a large nested workflow is easier to control when it is executed group by group rather than all at once. This allowed me to review each stage, refine weak outputs, and keep the final campaign board cleaner and more consistent.
Feedback on Melius
Melius helped turn the creative process from isolated prompting into a visual production system. I liked being able to structure the workflow spatially, connect strategy to visual outputs, and use the agent to expand one product idea into many connected campaign assets.
The canvas format made it easier to think like a creative director: define the product, build the visual world, generate assets, review quality, and curate the strongest outputs. For me, the biggest value was not just generating visuals, but building a reusable workflow that can be adapted for future fashion launches.
this is so cool!
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