This repository serves as an index of experimental projects, evaluations, proof-of-concepts, templates, patterns, and exploratory ideas related to AI/LLM development and workflows.
This collection brings together various experimental repositories exploring AI agent workflows, LLM capabilities, evaluation frameworks, and development patterns. These repositories represent hands-on experiments, proof-of-concepts, benchmarking efforts, and reusable templates for AI-driven development.
| Repository | Link | Description | Date |
|---|
| Agent Handover Demo |  | Demonstration of agent handover patterns | 2025 |
| Agent Network Expander Template | | Template for expanding agent networks | 2025 |
| Agent Task Repo Pattern With MCP | | Repository pattern for agent tasks using MCP | 2025 |
| AI Agent UN | | AI agent unified namespace | 2025 |
| AI Agent Workspace Spec | | Agent workspace specification | Mar 2025 |
| Weird AI Experiment Ideator | | CrewAI multi-agent system using blind multi-pass review to generate creative AI experiment ideas | 2025 |
| Repository | Link | Description | Date |
|---|
| AI Assistant Template | | Template for AI assistant development | 2025 |
| AI Dev Prompts Example | | Example development prompts for AI | 2025 |
| AI Development Template | | General AI development template | 2025 |
| Repository | Link | Description | Date |
|---|
| Bias Censorship Eval Tests | | Evaluation tests for bias and censorship | 2025 |
| LLM Evaluation Prompts | | Prompts for evaluating LLMs | 2025 |
| Assistant Self Ideation | | Demo of AI "self ideation" in practice | Feb 2025 |
| Repository | Link | Description | Date |
|---|
| LLM Council Template | | Personality-based LLM council deliberation template with PDF + podcast digest | 2026 |
| LLM Experiment Notebook | | Notebook of LLM experiments | 2025 |
| LLM Long Codegen Test | | Testing long-form code generation | 2025 |
| LLM Max Token Length | | Maximum token length exploration | Feb 2025 |
| Single Shot Brevity Training | | Training for concise single-shot responses | 2025 |
| One Prompt AI Book | | Experiment in generating content from single prompts | 2025 |
| Long AI Prompting Experiment | | Testing experiments with extended prompts | 2025 |
| Repository | Link | Description | Date |
|---|
| Single Shot Brevity Training |  | Brevity training interface | 2025 |
| LLM Long Code Generation Experiment | | Long-form code generation experiment | 2025 |
| Max Output Tokens Analysis | | Maximum output tokens analysis | Feb 2025 |
| Repository | Link | Description | Date |
|---|
| Local ASR STT Benchmark | | Local ASR and STT benchmarking | 2025 |
| Long Form Audio Eval | | Evaluation of long-form audio transcription | 2025 |
| Personal STT Benchmarking | | Personal speech-to-text benchmarking | 2025 |
| STT Voice Note Evaluation | | Evaluation of STT for voice notes | 2025 |
| Whisper WPM Background Noise Eval | | Evaluating how speaking pace and background noise affect Whisper ASR accuracy | 2025 |
| Whisper Fine-Tune Accuracy Eval | | GUI tool for comparing fine-tuned vs original Whisper models using WER metrics with whisper.cpp/Vulkan acceleration | 2025 |
| One-Shot Transcription Microphone Eval | | Microphone benchmarking for STT—found environment matters more than equipment cost across 10 mics and 15 samples | 2025 |
| Transcription Cleanup Eval | | Evaluates cloud audio models (GPT-4o, Gemini, Voxtral, Qwen) on single-step transcription with cleanup | Dec 2025 |
| Audio Understanding Bitrate Eval | | MP3 bitrate × 12 OpenRouter audio-LLMs × 4 dictation samples (240 API calls). Finds bitrate above 16 kbps barely matters for Gemini/Voxtral; OpenAI GPT-Audio models occasionally refuse verbatim-transcription and respond conversationally | Apr 2026 |
| Repository | Link | Description | Date |
|---|
| Single Podcast ASR Eval | | Single podcast ASR evaluation | 2025 |
| STT Comparison | | Speech-to-text comparison tool | 2025 |
| Local STT Eval One Sample | | Local STT evaluation with single samples | 2025 |
| Whisper Fine-Tune Eval | | Interactive evaluation of fine-tuned Whisper models | 2025 |
| Single Shot ASR Eval | | Single-shot ASR evaluation tool | 2025 |
| Repository | Link | Description | Date |
|---|
| Podcast ASR Evaluation |  | Dataset for podcast ASR evaluation | 2025 |
| Whisper Fine-Tune One Shot Eval | | WER and accuracy evaluation comparing fine-tuned Whisper (Tiny, Base, Small, Medium) vs stock models on 1 hour of audio, inference on Modal A100 | 2025 |
| Audio Understanding Bitrate Eval | | Bitrate × model sweep across 12 OpenRouter audio-LLMs; WER + latency per call, with source WAVs and MP3 variants | Apr 2026 |
| Repository | Link | Description | Date |
|---|
| Microphone Audio Samples | | Collection of microphone audio samples | 2025 |
| Repository | Link | Description | Date |
|---|
| Crying Baby Audio Scrub | | Audio processing for baby noise removal | 2025 |
| Audio Context Pipeline Model | | Notes and model for audio context pipeline | Apr 2025 |
| Voice Cleanup Prompt Experiment | | Comparing OpenAI (Whisper+GPT-4) vs Gemini for transcript cleanup | 2025 |
| Voice Cloning Difference Test | | Experiment testing how training data duration (1/3/5 min) affects one-shot voice cloning quality | 2025 |
| Text Cleanup Fine-Tuning Set | | Dataset and tooling for training AI to automatically clean up STT transcripts | 2025 |
| Repository | Link | Description | Date |
|---|
| Hebrew Image Generation Eval | | Evaluation of AI image generation models for Hebrew text rendering | 2025 |
| Repository | Link | Description | Date |
|---|
| Impact Bond Policy Simulator | | CrewAI multi-agent framework simulating stakeholder reactions to Pay-for-Success impact bond proposals | 2025 |
| Peace In The Middle East | | Experimental multi-agent AI system simulating geopolitical dialogue with state and non-state actors | 2025 |
| Repository | Link | Description | Date |
|---|
| OSINT Missile Intelligence Agent | | OSINT-focused intelligence agent | 2025 |
| Repository | Link | Description | Date |
|---|
| GHG EBITDA Correlations | | Analysis of greenhouse gas and EBITDA correlations | 2025 |
| Repository | Link | Description | Date |
|---|
| Test Markdown Docs | | Test repository for markdown documentation | 2025 |
| Test System Prompts | | Test repository for system prompts | 2025 |
| Index | Link | Description |
|---|
| Speech & ASR Evaluations | | Comprehensive index of speech recognition and ASR evaluation studies |
Note: This is a focused index covering experimental AI/LLM development projects. For a higher-level collection of all repository indexes and other projects, see the GitHub Master Index.
Daniel Rosehill
Contact: public@danielrosehill.com
Website: danielrosehill.com
| Repository | Link | Description | Date |
|---|
| AI Agent Ideation Agent | | Ideation agent that generates ideas for AI agents | 2025 |
| AI Assistant Ideator | | Streamlit app for ideating AI assistants | 2025 |
| Claude Space Self-ideator | | Claude Code ideating ideas for new applications for Claude Code workspaces | 2025 |
| Repository | Link | Description | Date |
|---|
| Agentic Context Development Interview Demo | | Demonstration of chained LLM agent workflow for generating personal contextual data | 2025 |
| AI Interview Workflow V2 | | AI interview workflow, version 2 | 2025 |
| My LLM Context Repo Public | | A context repo for experimenting with LLM models (public version) | 2025 |
| Repository | Link | Description | Date |
|---|
| AI Agent Virtual Panel Configs | | Sets of "panels" for testing virtual AI persona voting bodies and thinking groups | 2025 |
| Claude AI Conference | | AI experiment: panel + TTS, mini conference/symposium | 2025 |
| Panel Of Claude | | Exploratory Claude model: multiple agents mimicking a panel debate | 2025 |
| Claude Change My View | | CMV with AI (pattern/template) | 2025 |
| Claude Decision Evaluation Framework | | Claude Code model for decision evaluation | 2025 |
| Repository | Link | Description | Date |
|---|
| All About MCP | | Example repository for agentic AI generated long form report generation | 2025 |
| Claude Deep Research Model | | Repo model for an iterative deep research model with voice pipeline | 2025 |
| Claude Georeaction Researcher | | Claude template for analysing global sentiment/reaction to a geopolitical issue | 2025 |
| Geopol Forecaster POC | | Experimental prediction analysis for real world events | 2025 |
| Repository | Link | Description | Date |
|---|
| AI Resume | | Notes/test for creating a resume/CV specifically intended for AI agents | 2025 |
| Claude Agent Picker Pattern | | Pattern/idea for the "too many subagents" problem | 2025 |
| Policy Visualiser | | Visualise how different countries approach policy challenges with Gemini identifying clusters | 2025 |
| System Prompt Factory | | A system prompt generation UI combining model and user characteristics | 2025 |
| System Prompt Generation Configurations | | System prompts for using AI tools to generate and improve system prompts | 2025 |
| The Jerusalem Odyssey Text | | A 100 page book manuscript generated from a single prompt using Sonnet 3.7 | 2025 |
| Repository | Link | Description | Date |
|---|
| Gemini 3.1 Lite Audio Understanding Eval | | Voice recording for testing with TTS/cloning | 2025 |
| Repository | Link | Description | Date |
|---|
| Better Web Design Inc | | Agentic web design crew specialising in offbeat designs and client dissatisfaction! | 2025 |
| Gemini Body Language Analyst | | Test app "vibe coded" in Google AI Studio: analyse body language from photo plus context | 2025 |
| LLM Detective | | Agent that tries to probe other models' capabilities with conversation | 2025 |
| LLM Wars | | (Experiment) LLMs argue "who's better" in a podcast | 2025 |
| Natural Language Relationship Definition | | Experiment: trying to create a database schema using natural language | 2025 |
| No BS AI System Prompt | | System prompt for a blunt AI assistant that gets to the point | 2025 |
| No Wheel Inventions | | Slash command for Claude to encourage avoiding reinventing the wheel | 2025 |
| Two AIs Talk | | Experiment: two AI agents, each one thinks the other is a liar | 2025 |
| Weird AI Bots | | Some configurations for offbeat AI roleplay characters just for fun | 2025 |
| Repository | Link | Description | Date |
|---|
| Agentic AI Architecture Visualisation | | Framework-agnostic data model and visualizations mapping the moving pieces of agentic AI systems | 2025 |