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A Django-based machine learning web application designed to identify students at risk of academic failure or dropout using performance analytics and prediction models.
Built with Python, Django, scikit-learn, HTML, CSS, and JavaScript.
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PROJECT NAME
AION PYR — The Aitherioi
CONCEPT / PROJECT DESCRIPTION
AION PYR is a one-minute instrumental progressive-rock film by The Aitherioi, a fictional trio of pale pre-terrestrial beings older than Earth.
They were here when the planet was born from heat, basalt, and lava, and they remain calm as that world dissolves into stardust. The film follows them performing inside a collapsing volcanic cathedral while lava, steam, lightning, and stone slowly give way to void.
The music is built only from guitar, bass, and drums: slow, heavy, repetitive, bass-led, and cathartic.
PROCESS
I started by defining The Aitherioi: a fictional pre-terrestrial trio with a shared visual identity, pale ethereal bodies, severe faces, long dark hair, and calm expressions.
Then I built the visual system around contrast: fossil-dark basalt, living lava, white steam, lightning, and their stillness inside collapse.
I created character assets, face studies, wardrobe references, instrument references, environment plates, keyframes, and individual video scenes.
The music was built first as a strict one-minute instrumental progressive-rock track using only guitar, bass, and drums. The video was then structured to follow the track: bass opening, wide trio, basalt corridor, guitar catharsis, drummer pulse, matter dissolution, and final void.
Finally, I stitched the scenes together with clean cuts so the film follows the music without extra transitions or title cards.
FEEDBACK ON BUILDING WITH MELIUS
Melius worked best as a production canvas rather than a single-prompt generator.
The node-based workflow made it possible to build the project in layers: character identity, environments, audio, keyframes, video clips, and final assembly. That helped keep the concept coherent while still allowing corrections when individual shots needed refinement.
The biggest challenge was visual continuity, especially keeping The Aitherioi consistent across scenes. The most useful approach was creating strict reference assets first, then using them as anchors for keyframes and video generation.
This is raw power, like it so much!
Project Overview: PreppRight EdTech Platform
For this project, I designed and developed a modern, high-converting website for PreppRight, an emerging EdTech platform. The goal was to create a clean, intuitive, and professional interface that builds trust with students and professionals looking to upskill.
Key Contributions:
Modern UI/UX Design: Crafted a sleek layout focusing on readability and easy navigation, ensuring a seamless user journey from the landing page to course enrollment.
Strategic Branding: Used a professional color palette and bold typography to emphasize the brand’s mission: "Grow with PreppRight."
Interactive Elements: Integrated clear Call-to-Action (CTA) buttons, a structured navigation menu (Industrial Trainings, Courses, Quiz), and a flash-sale banner to drive user engagement.
Responsive Approach: Ensured the design is fully optimized for all devices, providing a consistent experience across desktop, tablets, and smartphones.
The Result: A polished, industry-standard digital presence that effectively showcases PreppRight’s courses and training programs, helping them stand out in the competitive education sector.
Amazing!
Ghost Layer Studio bridges cinematic design and system architecture through the MatrixSecHub Core Map and the Melius Canvas.
The Core Map defines mission flow, escalation protocols, and ethical oversight — the operator’s containment grid.
The Melius Canvas captures the Ghost Layer workflow in its final state: agent‑verified, repo‑aligned, and sealed for archival.
External Repo: Ghost Layer Studio on GitHub
Melius Canvas: Ghost Layer Studio Submission
Signal Detected // System Offline // Archive Ready
Tools Used: Image Tool, Text Tool, Agent Tool (Gemini 3.1 Pro), Canvas Tool
AI DevelopmentPythonGitHubAI Agent DesignerAI Agent EngineerartificialintelligenceMeliusmeliuschallenge
Good work 🔥 Did you also use Melius to design the video preview?
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