Ronnie Mediavilla
AI Creative Technologist & Multimodal Design Consultant
A newbie in vibecoding and interested to learn and share my small knowledge
Areas of focus
Professional niches
Proof of Work
RM Creative Tech: High-Throughput Model Serving & Inference Optimization Pipeline
An infrastructure blueprint engineered by Ronnie Mediavilla at RM Creative Tech, implementing dynamic batching, quantized weights, and horizontal autoscaling for high-concurrency model deployment.
Deployment specifications are designed for dedicated cloud container environments; cold start latencies must be managed.
Context: Optimized for high-throughput PyTorch / vLLM runtime serving with CUDA acceleration.
View missionRM Creative Tech: Scalable Model Serving Architecture & Latency Optimization
A production infrastructure blueprint developed by Ronnie Mediavilla at RM Creative Tech, implementing continuous batching, quantized weights, and horizontal autoscaling for high-concurrency model inference.
Deployment specifications are tailored to modern GPU cluster infrastructure; requires containerized execution runtimes.
Context: ComfyUI, Stable Diffusion XL, Flux, and Midjourney.
View mission