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1. [STUDY] Anthropic 1P - My notes on t... [STUDY] Anthropic 1P - My notes on their Prompt Engineering Course

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   "Golden Rule of Clear Prompting":

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   Show your prompt to a friend, and have them follow the instructions.

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   If they're confused, AI is confused.

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   —— Clear Prompting ——

2. [RESEARCH] MIREX 2025 - MIDI continu... [RESEARCH] MIREX 2025 - MIDI continuation using RWKV-7 | 36x more efficient | equivalent results | for a green future with Generative AI

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   **Identity:** A RWKV-7 model, trained to finish a piano tune in a way that isn't painful to hear.

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   This was part of the MIREX 2025 Symbolic Music Generation challenge here: https://www.music-ir.org/mirex/wiki/2025:Symbolic_Music_Generation

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   The result of this was the research paper, that you can access through here:

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   1. ResearchGate - https://www.researchgate.net/publication/395541308_A_Traditional_Approach_to_Symbolic_Piano_Continuation

3. [PROJECT] ZettelMancer - Personal Wi... [PROJECT] ZettelMancer - Personal Wiki Chatbot that cites your notes precisely

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   **Identity:** A Local LLM-based RAG that parses your personal wiki (.md and .neorg files within a directory and its subdirectories), and allows you to interface with it through a chatbot that is stringent with citing it's sources to the file-name, line number(s) and exact quote granularities (as per setting)

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   **Raison d'être / The "Why":** It lets me parse my own personal wiki, but in future can be used for a culture of Open-Source personal wiki management and sharing. This can one day create a culture of much faster information sharing, parsing, and challenging one's own beliefs than is currently possible today. 

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   **Current State:** Disassembled, figuring out how to make it easy to install and set up for a completely non-technical end-user. (Like Notion!)

4. [PROJECT] NOblivion - File Manager, ... [PROJECT] NOblivion - File Manager, Organizer, and Format Enforcer with a Chatbot

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   **Identity:** NOblivion - A Local LLM-based File Manager and Organizer

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   **Raison d'être / The "Why":** It has 3 functions

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   1. Enforce my current organization rules

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   2. Suggest new organization rules based off of your fuzzy wants

5. [PROJECT] DiscWhisper - Live Colored... [PROJECT] DiscWhisper - Live Colored Closed Caption Generator

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   **Identity:** A Local LLM-powered captioning system that processes live audio to generate color-coded text based on the speaker's identity. It utilizes a dynamic reference sheet for context and improves speaker recognition over time by isolating harder-to-identify audio segments into its data library.

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   **Raison d'être / The "Why":** Standard closed captioning loses the nuance of *who* is speaking, especially in rapid-fire conversation. This is especially true for those with ADHD or Autism, who may be overstimulated faster especially when they find themselves unable to keep up with conversation. In an increasingly remote-first world, assigning distinctive and custom colors to voices, this tool can not only help those with these kinds of mental illnesses, but improve the quality of life for those who are differently abled at an auditory level, providing them with a more complete social context.

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   **Current State:** Proof of Concept. It can work when I run it with just Discord, or while watching shows. But it's hindered by the exclusive fullscreen of videogames, and often comes with a performance penalty, making games harder to play on my hardware (Lenovo Legion 5).

6. [COMPETITION] CareGiver - DeveloperW... [COMPETITION] CareGiver - DeveloperWeek Hackathon 2025 Winner (#1 in Oracle Challenge, #1 in PliOps Challenge)

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   **Identity:** An Oracle Apex-based application that comes in two parts. Admin-facing, and Resident-facing.

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   1. _Admin-facing_ component: A non-technical user-friendly vector database that converts natural language into database insertions or queries - this solves the issue of the data getting scattered due to high turn-over and untrained employees taking notes on paper as a temporary basis during their training.

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   2. _Resident-facing_ component: A chatbot that's a fine-tuned DeepSeek-R1-Distill-Qwen 1.5B which was trained on medical communication data. It was designed to answer questions about health, with a focus on verifying information from actual medical professionals instead of treating the employees/chatbot as a source of truth. It has some games to help keep the residents active, with the primary one being a chatting game where it simulates a character.ai style historical person chatter.

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   Winner of the DeveloperWeek Hackathon 2025