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Capacity Planning for Resource-Constrained Clinical LLM Serving

Deploying large language models (LLMs) under a fixed accelerator budget requires jointly deciding how computational capacity is allocated across model sizes and how incoming requests are routed across that capacity. Although prior work has extensively studied LLM routing and serving efficiency, the relative importance of fleet composition and routing under resource constraints remains less…

We haven't written up this one. arXiv cs.AI has the full story — the link below goes straight to it.

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👻 Haunted Code Reviewer: Building an AI Code Reviewer with a Ghostly Twist | Hacktoberfest 2026

This is a submission for the "Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine" ( https://dev.to/challenges/hacktoberfest-week4-2026-10-26 ) What I Built 👻 Haunted Code Reviewer is…

  • Haunted Code Reviewer is an AI-powered web app for code feedback with ghostly commentary.
  • Built using Python, Streamlit, and Hugging Face Inference API with Llama 3.1 8B Instruct model.
  • Open Innovation allowed app development on mobile using GitHub Codespaces and Community Cloud.

Ghostlight AI — Stories from the Other Side

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine What I Built 👻 Ghostlight AI — Stories from the Other Side For the Ghost in the Machine challenge, I…

  • Ghostlight AI is a Halloween/Día de los Muertos inspired AI storytelling experience
  • Features Ghost Story Generator and Memory Keeper components
  • Built with HTML5, CSS3, JavaScript, Transformers.js, and FLAN-T5 Small model

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