GP's AI Research

Vim Shortcuts

saggese@gmail.com, gsaggese@umd.edu (Giacinto Paolo Saggese) — Fri, 18 Sep 2026 21:22:19 +0000

TL;DR: A cheat sheet of Vim commands and concepts.

Mixed Keyboard Shortcuts

saggese@gmail.com, gsaggese@umd.edu (Giacinto Paolo Saggese) — Fri, 18 Sep 2026 21:22:19 +0000

TL;DR: A cheat sheet of keyboard shortcuts across tools.

GitHub CLI Shortcuts

saggese@gmail.com, gsaggese@umd.edu (Giacinto Paolo Saggese) — Fri, 18 Sep 2026 21:22:19 +0000

A guide to useful GitHub CLI commands

TorchRL + PettingZoo MPE in 60 Minutes

TBD (Saransh Kumar) — Fri, 18 Sep 2026 21:22:19 +0000

TL;DR: Build a reproducible multi-agent reinforcement learning (MARL) pipeline using TorchRL and PettingZoo's multi-agent particle environment (MPE), train using centralized training, decentralized execution (CTDE), and verify that communication is meaningful using structured diagnostics and causal ablations.

TensorFlow in 60 Minutes

TBD (Pranav) — Fri, 18 Sep 2026 21:22:19 +0000

TL;DR: Learn how to build machine learning models using TensorFlow in 60 minutes with hands-on examples including neural networks and structural time series forecasting.

FastAPI in 60 Minutes

saggese@gmail.com, gsaggese@umd.edu (Giacinto Paolo Saggese) — Fri, 18 Sep 2026 21:22:19 +0000

TL;DR: Learn how to build a REST API with FastAPI and uvicorn in 60 minutes with hands-on examples covering request validation, dependency injection, and a complete Book Catalog API served over real HTTP

CausalML in 60 Minutes

TBD (Mohammed Syed) — Fri, 18 Sep 2026 21:22:19 +0000

TL;DR: Learn how to estimate heterogeneous treatment effects using CausalML in 60 minutes with hands-on examples including individual-level causal inference on CDC diabetes health data.

BambooAI in 60 Minutes

TBD (Aver81) — Fri, 18 Sep 2026 21:22:19 +0000

TL;DR: Learn how to build intelligent data analysis systems with BambooAI in 60 minutes with hands-on examples covering multi-agent workflows, dataframe analysis, and dynamic code generation.

AutoGen in 60 Minutes

TBD (Pranav) — Fri, 18 Sep 2026 21:22:19 +0000

TL;DR: Learn how to build agentic AI systems using AutoGen in 60 minutes with hands-on examples including live market data debates and SEC filing analysis.

UV in 30 mins

saggese@gmail.com, gsaggese@umd.edu (Giacinto Paolo Saggese) — Fri, 18 Sep 2026 21:22:19 +0000

TL;DR uv is a very fast Python package manager written in Rust that replaces pip, pip-tools, and virtualenv with a single tool that is 10-100x faster.

llm CLI in 30 minutes

saggese@gmail.com, gsaggese@umd.edu (Giacinto Paolo Saggese) — Fri, 18 Sep 2026 21:22:19 +0000

TL;DR: Simon Willison's llm CLI turns any large language model into a composable Unix tool you can pipe, script, and template from the terminal.

Ripgrep in 30 mins

saggese@gmail.com, gsaggese@umd.edu (Giacinto Paolo Saggese) — Fri, 18 Sep 2026 21:22:19 +0000

TL;DR ripgrep is a blazingly fast search tool that combines the usability and speed.

mdm, a Unified Markdown Manager for Agent Skills

saggese@gmail.com, gsaggese@umd.edu (Giacinto Paolo Saggese) — Fri, 18 Sep 2026 21:22:19 +0000

TL;DR: mdm unifies management of research ideas, blog posts, and Claude Code skills across multiple repositories into one powerful command-line tool.

LLM CLI in 30 mins

saggese@gmail.com, gsaggese@umd.edu (Giacinto Paolo Saggese) — Fri, 18 Sep 2026 21:22:19 +0000

Transform text files with LLMs from the command line, integrate AI into your editing workflow

Python Package Tools in 30 mins

saggese@gmail.com, gsaggese@umd.edu (Giacinto Paolo Saggese) — Fri, 18 Sep 2026 21:22:19 +0000

TL;DR: Comprehensive guide to Python package managers and virtual environment tools, from pip and venv to modern alternatives like Poetry and uv.

Python Code Coverage In 30 Mins

saggese@gmail.com, gsaggese@umd.edu (Giacinto Paolo Saggese) — Fri, 18 Sep 2026 21:22:19 +0000

TL;DR: Python code coverage measures how much of your source code is tested, helping you improve test quality.

Rendering Markdown Files From Your Terminal with open_md.py

saggese@gmail.com, gsaggese@umd.edu (Giacinto Paolo Saggese) — Fri, 18 Sep 2026 21:22:19 +0000

TL;DR: open_md.py is a flexible CLI tool that renders markdown files to HTML using pandoc or grip, and can open them directly on GitHub or in your browser, with support for embedded diagrams and both local and dockerized execution

How to Use OpenRouter with Simonw's LLM CLI

saggese@gmail.com, gsaggese@umd.edu (Giacinto Paolo Saggese) — Fri, 18 Sep 2026 21:22:19 +0000

Guide on using OpenRouter with Simon Willison's LLM CLI

How to Use Claude Code with OpenRouter

saggese@gmail.com, gsaggese@umd.edu (Giacinto Paolo Saggese) — Fri, 18 Sep 2026 21:22:19 +0000

TL;DR Learn how to configure Claude Code to route LLM calls through OpenRouter, enabling access to models from multiple providers through a single API.

Markdown Viewers on macOS: Terminal and Browser Options

saggese@gmail.com, gsaggese@umd.edu (Giacinto Paolo Saggese) — Fri, 18 Sep 2026 21:22:19 +0000

TL;DR: Render markdown from terminal using glow (for terminal viewing), mdcat (for rich formatting), grip (for GitHub-accurate previews with images), or pandoc (for document conversion and flexibility).