$ podstack/blog --latest
Articles across engineering, product, marketing, and everything in between.
Turn a single English brand prompt into a 30-second vertical video ad in six Indian languages. This tutorial wires ComfyUI, Wan 2.2 video diffusion, and Sarvam AI's Indic LLM and TTS into one reproducible pipeline.
Anonymise faces in 550 videos with MTCNN and OpenCV on a Podstack GPU pod. This Jupyter notebook tutorial streams WebVid-10M, detects every face, applies Gaussian blur, and zips the output — 171,480 faces processed in ~92 minutes.
Learn how to fine-tune a large language model using Unsloth Studio on Podstack. This step-by-step tutorial covers deploying a one-click GPU pod, configuring a QLoRA run on TinyLlama, monitoring training, and exporting your fine-tuned model — no Python scripts required.
AI hardware generations turn over every 18 months. But the real risk isn't that the chips stop working - it's that the economics shift underneath you before your depreciation schedule catches up.
Runpod, CoreWeave, and Podstack are often compared but serve very different users. We break down GPU selection, pricing, deployment, compliance, and community to help you pick the right cloud GPU platform for your AI workloads.
Hourly GPU billing burns 40–60% of your inference budget on idle time. We break down four real Indian startup workloads - bursty inference, RAG, batch jobs, and serverless APIs - with rupee-level math that proves per-second billing isn't a feature. It's a survival tool.
