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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

OpenAI's Model Spec Drops Most Style Rules and Tells GPT to Read Prompts for Intent

Book: LLM Observability Pocket Guide Also by me: Thinking in Go (2-book series) — Complete Guide to Go Programming + Hexagonal Architecture in Go My project: Hermes IDE | GitHub — an IDE for…

  • OpenAI revised Model Spec emphasizes five core values
  • Models instructed to read prompts for intended purpose
  • Unclear intent leads to safe, cross-interpretation answers

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