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PRD: ProteinClassify — Transformer-Based Protein Analysis Platform
Defines a full-stack bioinformatics dashboard that classifies protein sequences into 321 families using ESM-2 embeddings, predicts 3D structures, and generates AI explanations.
Photovoltaic Field Array Time-Series (PVDAQ)
Documents the NREL PVDAQ dataset schema, S3 paths, and query examples for photovoltaic time-series data analysis.
NYCGO Project - Claude Code Guide
Orients developers to a two-repo data pipeline and admin UI for NYC governance organizations, with sprint history, commands, and safety protocols.
Marriott Library Metadata Dictionary
Documents 18 metadata fields used by the Marriott Library digital collections, with Dublin Core mappings, Solr field names, and usage guidelines.
plan
Plans a five-milestone RAG implementation for an Android gallery app using EmbeddingGemma, LiteRT, and DJL for on-device search.
PyRFA - API
Documents the PyRFA Python library for consuming and providing Reuters market data via OMM/RSSL, covering configuration, session management, and multiple data domains.
Project Agent Document (Client-Alignment First)
Aligns client and team on project scope, success criteria, data quality issues, and a phased roadmap before building a cost forecasting model.
Frequently asked questions
Answers six common questions about submitting single-cell sequencing data to the Human Cell Atlas project.
Software Requirements Specification (SRS)
Defines complete functional and non-functional requirements for a vehicle advertising platform with admin dashboard, vehicle app, and backend API.
Cookiecutter FAIR RDM Template
Plans a Cookiecutter template that scaffolds FAIR research data management projects with naming convention enforcement and quality checks.
Project Documentation: Nexus - Immediate Local Support
Documents a prototype web app that lets smartphone users instantly donate to local causes via Open Payments, with no bank account needed for recipients.
About the Timetable Generator System
Documents a React-based timetable generator with manual scheduling, auto-generation via randomized scoring, and export to Excel/CSV/PDF.
AGENTS.md
Guides AI coding assistants on project structure, commands, and architecture for a Julia CommonMark library.
An Introduction to Transformers
Presents a slide deck introducing transformer architecture, attention mechanisms, and a PyTorch implementation from scratch.
Legal MCP — Concept & Idea
Describes an AI-powered semantic search platform for German and EU law, using MCP to ground LLM answers in real legal texts.
BigLake Iceberg Pipeline — Demo Scenarios
Walks through seven demo scenarios for a BigLake Iceberg pipeline, from dirty CSV ingestion to vector search on gold-layer tables.
Socrates Development Plan
Lays out a four-phase build plan for an AI tutor with text, voice, diagrams, and vision features.
Technical Requirements Document (TRD)
Specifies requirements for an AI platform that deduplicates and ranks pull requests and issues for open-source maintainers.
arXiv Knowledge Base — Specification
Defines a complete arXiv paper ingestion pipeline with hierarchical chunking, entity extraction, vector search, REST API, and Claude MCP integration.
Feature Deep Dive: Retrieval-Augmented Generation (RAG)
Explains a RAG system that indexes a codebase into a vector store and retrieves relevant chunks to answer general questions via an LLM.
Tensorus Demo Script: Showcasing Agentic Tensor Management
Walks through six demo scenarios for Tensorus, covering ingestion, querying, tensor operations, MCP integration, and forecasting.
LocalLLM Technical Architecture Documentation
Documents the architecture of an Android app that runs LLMs locally using llama.cpp, with RAG support.
🔥 FIRE — Freedom Intelligent Routing Engine
Routes customer support tickets through LLM classification, geocoding, and a cascade of business rules to assign each to the best manager.
⚒️ StudyForge: Implementation Plan
Outlines a phased implementation plan for an AI-powered study app that ingests PDFs, generates quizzes and flashcards, and runs locally via Ollama.