Removing random project notes doc
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Sam Herring
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Project_notes.md
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# Project Notes
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*Maintained by Hermes — last updated June 2025*
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---
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## 1. Kandinsky (Multimodal Transformer)
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- **Repo:** https://github.com/samherring99/kandinsky
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- **Local path:** `~/Desktop/Projects/kandinsky`
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- **Description:** An anything-to-anything transformer combining text, image, and audio modalities. Trains on Pokemon BLIP captions paired with Gen 1 Pokemon audio cries. Uses audio tokenization adapted from nanoGPT.
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- **Status:** Early POC. Training code exists (`model.py`) and dataset creation (`create_dataset.py`) works. Audio heads are producing the same sound — unclear if it's a training issue or data issue.
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- **TODO:**
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- Debug why audio heads produce identical output
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- Investigate if model needs more training time
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- Design a data pipeline for better/more training data
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- General repo cleanup (requirements.txt, proper CLI, etc.)
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---
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## 2. NightwingGameSim (LLM → GameBoy ROM Generator)
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- **Repo:** https://github.com/samherring99/NightwingGameSim
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- **Local path:** `~/Desktop/Projects/NightwingGameSim`
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- **Description:** AI-powered pipeline that turns natural language prompts into playable GameBoy ROM files. Generates C code, compiles with GBDK, outputs `.gb` files. Supports Claude API, local Llama, and RAG backends.
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- **Status:** Functional — generation pipeline works end-to-end with Claude 4 system prompt. Has tests, docs, examples, and retry logic.
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- **TODO:**
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- Harden the repo, clean up structure
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- Build a better testing pipeline
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- Come up with better prompt ideas / examples
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---
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## 3. ContentBasedMIR (Music Information Retrieval)
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- **Repo:** https://github.com/samherring99/ContentBasedMIR
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- **Local path:** `~/Desktop/Projects/ContentBasedMIR`
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- **Description:** Music similarity analysis using Spotify API track data. Extracts 54 audio features per song and visualizes similarity matrices for music recommendation.
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- **Status:** Early stage. Can download Spotify track analysis data and plot similarity matrices. Needs significant expansion.
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- **TODO:**
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- Expand analysis pipeline with more features
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- Integrate with text message data for personalized recommendations
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- Build out visualization and exploration tools
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- General modernization (dependencies, structure)
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---
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## 4. MessageRetrieval (iMessage RAG/SQL)
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- **Repo:** https://github.com/samherring99/MessageRetrieval
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- **Local path:** `~/Desktop/Projects/MessageRetrieval`
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- **Description:** Natural language querying over iMessage data using SQL generation (text2SQL) instead of vector embeddings. Uses LLM-as-Judge pattern for scoring and ranking retrieved messages.
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- **Status:** Has initial text2SQL pipeline and summarization tool. Recently worked on with Claude Code. Needs testing.
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- **TODO:**
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- Test out the recent Claude Code work
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- Build "iMessage Jarvis" — answer questions about texts
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- Improve SQL generation prompts and accuracy
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- Better error handling and UX
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---
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## 5. Grailed Embedding Search
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- **Repo:** https://github.com/samherring99/grailed-embedding-search
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- **Local path:** `~/Desktop/Projects/grailed-embedding-search`
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- **Description:** Semantic similarity search over Grailed fashion listings using CLIP embeddings and FAISS. Search by image URL or text description to find visually similar products.
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- **Status:** Functional core pipeline. CLIP ViT-B/32 embeds product cover photos into 512-dim vectors, indexed with FAISS cosine similarity. Has CLI, batch embedding, persistent index save/load, and logging.
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- **Recent work (June 2025):**
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- PR #1 — Initial cleanup: docstrings, type hints, `.gitignore`, `requirements.txt`, README rewrite
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- PR #2 — Feature improvements: persistent FAISS save/load, batch embedding, CLI (`cli.py`), proper logging throughout, lazy Grailed client, `fetch_details` toggle
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- **TODO:**
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- Embedding cache (avoid re-embedding known product URLs)
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- Async/threaded image downloads for faster batch indexing
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- Search result visualization (matplotlib grid of cover photos)
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- Filter by category, designer, price range before search
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- Web UI (Gradio or Streamlit)
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---
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## 6. NightwingNBA (Sports Analytics)
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- **Repo:** https://github.com/samherring99/NightwingNBA
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- **Local path:** `~/Desktop/Projects/NightwingNBA`
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- **Description:** NBA game prediction system. Builds a database of game data, trains a PyTorch model, and makes daily predictions. Has full pipeline: build DB → write data → train → predict.
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- **Status:** Functional pipeline exists. Has database building, training, prediction, and daily update scripts.
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- **TODO:**
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- Explore and potentially revive
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- Update data sources if stale
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- Improve model accuracy
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- Add visualization/reporting
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---
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## 7. Stable Audio Sample Explorer
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- **Repo:** https://github.com/samherring99/stable-audio-sample-explorer
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- **Local path:** `~/Desktop/Projects/stable-audio-sample-explorer`
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- **Description:** Tool for exploring audio samples generated by Stable Audio.
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- **Status:** 🪦 **Dead** — no active work needed per Sam.
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---
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## 8. NightwingArt (Art Tools)
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- **Repo:** https://github.com/samherring99/NightwingArt
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- **Local path:** `~/Desktop/Projects/NightwingArt`
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- **Description:** Collection of art tooling scripts — video editing, clip splicing with beat matching, damage effects, and general image manipulation.
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- **Status:** Maintenance mode. Tools exist for various effects. Work happens as-needed.
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- **TODO:**
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- Add tools as needed for new art projects
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---
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## 9. Claude-based VST Building ⚠️ *Needs new repo*
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- **Description:** Generate VST audio plugins for DAWs from English language prompts. LLM-powered audio plugin creation.
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- **Status:** Concept only — no repo exists yet.
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- **TODO:**
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- Create repo
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- Research VST SDK / JUCE framework
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- Design prompt → code → compile pipeline
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---
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## 10. Government Auction Site Scraper ⚠️ *Needs new repo*
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- **Description:** Tool that monitors and scrapes government auction sites in San Francisco for deals.
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- **Status:** Concept only — no repo exists yet.
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- **TODO:**
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- Create repo
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- Research SF government auction sites and their structure
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- Build scraper + notification system
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---
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## Priority Assessment
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| Project | Activity Level | Suggested Priority |
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|---------|---------------|-------------------|
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| NightwingGameSim | Active | 🔴 High |
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| MessageRetrieval | Active | 🔴 High |
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| Kandinsky | Active | 🟡 Medium |
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| ContentBasedMIR | Exploratory | 🟡 Medium |
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| Grailed Embedding Search | Early | 🟡 Medium |
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| NightwingNBA | Dormant | 🟢 Low |
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| NightwingArt | As-needed | 🟢 Low |
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| VST Builder | Concept | 🔵 Future |
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| Gov Auction Scraper | Concept | 🔵 Future |
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| Stable Audio Explorer | Dead | ⚫ None |
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