Agentic Workforce
Session 2026

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ScholarBot IDLE
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GhostDefense STANDBY

The Tooling Ecosystem

Autonomous units students will learn to pilot and orchestrate.

Gemini Logo

Gemini

Claude Logo

Claude

OpenAI Logo

OpenAI

Perplexity Logo

Perplexity

Copilot Logo

Copilot

Jules Logo

Jules

OpenCode Logo

OpenCode

Ollama Logo

Ollama

Tavily Logo

Tavily

Exa Logo

Exa

Mistral Logo

Mistral

Antigravity Logo

Antigravity

MSS26 Live Schedule

April 7 - 10, 2026 | Interdisciplinary AI Week | All times CEST

Time Tuesday, Apr 7 Wednesday, Apr 8 Thursday, Apr 9 Friday, Apr 10
10:00 - 11:00
Lecture The Local Intelligence Shift From chatbots to agents. Tokenization, context windows, and local LLMs.
Lecture The Neural Link Terminal IDE mastery, markdown files, AGENTS.md memory, and the terminal workflow.
Lecture APIs, Python & Automation API keys, .env files, Python scripts, MCP, and the research pipeline.
Lecture Ship It: GitHub & Deployment Git, GitHub Pages, Firebase, web app fundamentals, and the capstone brief.
11:00 - 12:00
Free Self-Study / Pre-Lab Prep Catch up on readiness tasks or review morning material.
Lecture IDE Deep Dive Project structure, Chat vs. Inline modes, and the AGENTS.md workflow.
Lecture The Research Pipeline Wiring Tavily, Exa, and Semantic Scholar into a multi-stage agent.
Capstone Web App Dev Sprint Build your capstone web app. Space-themed portfolio piece for the showcase.
12:00 - 14:00 ๐Ÿฝ๏ธ Lunch Break
14:00 - 15:00
Build with AI Your First Local Agent AI Toolkit setup, run a 7B model on your hardware, and deploy a multi-tool prototype.
Build with AI The 1-Hour App Sprint From zero to deployed web app using only the terminal + AI agents.
Build with AI The Autonomous Research Engine Build a lit-review pipeline with Tavily, Exa, and Semantic Scholar APIs.
โšก Arena Final Arena Round The Agentic Sprint: Final 3 missions. Last chance for leaderboard points.
15:00 - 16:00
โšก Arena Challenge Round 1 Ignition: Hello AI + ISU Globe
โšก Arena Challenge Round 2 Orbital Ops: ESA Atlas + Agent Persona
โšก Arena Challenge Round 3 Deep Space: Launch Tracker + Research Brief
๐Ÿ† Demo Day App Showcase & Voting Present your web apps. Gold, Silver, Bronze + People's Choice awards.
16:00 - 17:00
Office Hours Open Lab & 1:1 Support
Office Hours Open Lab & 1:1 Support
Office Hours Open Lab & 1:1 Support
๐ŸŽ–๏ธ Ceremony Awards & Closing Gold, Silver, Bronze presentations. People's Choice award.

The Full Curriculum

01

Local Intelligence

Tokenization AI Toolkit Context Windows Local LLMs

Breaking browser dependency. Running models locally and understanding the math of tokens and context.

AM Lecture: The Local Intelligence Shift
PM Build with AI: Your First Local Agent
View Day 1 Lesson
02

The Neural Link Terminal

IDE Mastery Markdown AGENTS.md Terminal

Learning the IDE, markdown files, persistent AI memory with AGENTS.md, and the terminal + chat development loop.

AM Lecture: The Neural Link Terminal
PM Build with AI: The 1-Hour App Sprint
View Day 2 Lesson
03

APIs, Python & Data

APIs .env Files Python MCP

Connecting AI to external data. API keys, environment variables, Python automation, and the research pipeline.

AM Lecture: APIs, Python & Automation
PM Build with AI: The Autonomous Research Engine
View Day 3 Lesson
04

Demo Day & Awards

Web Apps GitHub Pages Firebase Showcase

Ship your capstone web app. Final arena sprint at 2pm, then app showcase, voting, and Gold/Silver/Bronze awards at 3pm.

AM Lecture: GitHub, Web Apps & Deployment
2PM โšก Final Arena Round
3PM ๐Ÿ† App Showcase & People's Choice
View Day 4 Lesson

Labs & Resources

๐Ÿ—๏ธ

The Computing Stack

Where AI fits: Data, Computing, Communications, Mobile, and Intelligence.

๐Ÿ”ข

Module 0: Tokenization

The atomic unit of LLMs. Visualization and breakdown.

๐ŸชŸ

Module 0.1: Context Windows

Mastering In-Context Learning and "Sparks of AGI" experiments.

โŒจ๏ธ

Lab: CLI Mastery

Hands-on project organization and terminal command missions.

๐Ÿ““

Lab: NotebookLM

Grounded synthesis and audio overviews for research docs.

โš™๏ธ

Lab: Local Engine

Running Llama/Phi-3 locally with Ollama and Fine-Tuning.

๐Ÿงฌ

Lab: Phi Silica LoRA

Fine-tune Phi Silica with LoRA in AI Toolkit.

๐Ÿค—

Lab: HF Fine-Tuning

Trainer API fine-tuning on Yelp reviews.

๐Ÿ› ๏ธ

Lab: Multi-Tool Agent

Building a Plan-Search-Verify agent on HuggingFace.

๐Ÿš€

Lab: Space App Build

Deploying a Folium/Skyfield orbital tracker in 1 hour.

๐Ÿ›ก๏ธ

Lab: Ghost Defense

Using an adversarial agent to critique your thesis logic.

๐Ÿ’ฌ

Lab: Copilot Chat

Tables, Diagrams, and Synthesis for Space Research.

๐Ÿš

Terminal Guide (Win)

PowerShell mastery for agentic control.

๐ŸŽ

Terminal Guide (Mac)

Zsh and Bash commands for AI automation.

โš”๏ธ

Adversarial Primer

Theory and practice of agent-on-agent critique.

๐Ÿ”Œ

Integration Primer

Connecting agents via APIs, Opal, and MCP.

๐Ÿง 

Agent Skills Guide

Architecting persistent instructions and .md skills.

๐Ÿ’ป

Terminal AI Guide

Gemini CLI, Claude Code, and OS-Level Intelligence.

โœˆ๏ธ

GitHub Copilot CLI

Agentic coding with Plan Mode and MCP integration.

โฌ‡๏ธ

Install Copilot CLI

Setup guide for WinGet, Homebrew, and npm.

๐Ÿง 

AI Toolkit for VS Code

Fine-tune and run local models from VS Code.

๐Ÿค–

Codex in VS Code

Install OpenAIโ€™s coding agent extension.

๐Ÿงช

Live Preview

Preview your site locally inside VS Code.

๐Ÿ”Œ

MCP Protocol Guide

The "USB-C" of AI. Connecting tools without code.

โš–๏ธ

Model Comparison

GPT-5, Claude 4.5, and choosing the right brain.

๐Ÿ“…

Lab: Calendar Sync

Automate your agent to read and brief you on your daily schedule.

๐ŸŽ’

Readiness Protocol

Setup guide and mental shift for the workshop.

Lecture References

Supplemental readings and videos discussed during lectures.

๐Ÿ›ก๏ธ
Article

Project Glasswing

Anthropic's $100M initiative uniting AWS, Apple, Google, Microsoft, and NVIDIA to use Claude Mythos Preview for defensive cybersecurity. The model found zero-day vulnerabilities in every major OS and browser, some hidden for 27 years. A landmark case study in AI-augmented security.

anthropic.com
๐ŸŽฅ
YouTube Channel

AI In Context

A focused YouTube channel covering AI concepts, tools, and workflows in practical, digestible episodes. Great for staying current with the rapidly evolving AI ecosystem and understanding how new models and techniques fit into real-world applications.

youtube.com/@AI_In_Context
๐ŸŽค
TED Talk

The Last 6 Decades of AI, and What Comes Next

Ray Kurzweil traces 61 years of exponential growth in computation (a 75 quadrillion-fold increase) and forecasts AGI by 2029, longevity escape velocity in the 2030s, and the Singularity by 2045. A 13-minute masterclass in exponential thinking.

TED · Ray Kurzweil · 13 min
๐Ÿ”ฌ
Research Lab

Allen Institute for AI (Ai2)

The nonprofit AI research institute founded by Paul Allen. Home to OLMo (truly open LLMs), AlphaFold-scale science tools, embodied AI for robotics, and planetary-scale environmental models. A model for open, mission-driven AI research.

allenai.org
๐Ÿ“š
AI Tool

Asta: Scholarly Research Assistant

Ai2's agentic research assistant powered by 108M+ abstracts and 12M+ full-text papers. Find papers, generate literature reports, and analyze data with natural language queries. A powerful alternative to manual literature reviews.

asta.allen.ai
๐Ÿค
Foundation

Agentic AI Foundation (AAIF)

A Linux Foundation initiative advancing open standards for agentic AI. Home to the Model Context Protocol (MCP), AGENTS.md specification, and Goose (open-source AI agent). The neutral ground where the agentic ecosystem is being standardized.

aaif.io
๐Ÿ“„
Specification

AGENTS.md

The open standard for giving AI coding agents project-specific instructions. Like a README for your AI teammates. Supported by OpenAI Codex, GitHub Copilot, Jules, Cursor, Gemini CLI, and more. Now stewarded by the AAIF under the Linux Foundation.

agents.md
๐Ÿ”Œ
Protocol Docs

Model Context Protocol (MCP)

The official documentation for MCP, the open-source standard for connecting AI apps to external systems. Think of it as the "USB-C port" of AI: one protocol to connect agents to databases, APIs, calendars, and tools everywhere.

modelcontextprotocol.io
๐Ÿ’Ž
Open Models

Gemma by Google DeepMind

Google's most capable open model family. From the 270M parameter edge model to Gemma 4's frontier reasoning, these models run on phones, laptops, and servers. Includes specialized variants: MedGemma (health), ShieldGemma (safety), and FunctionGemma (tool calling).

deepmind.google
Dr. Sounny
Instructor

Dr. Sounny-Slitine

Anwar Sounny-Slitine is an expert in GeoAI and a Faculty member at the International Space University. His research focuses on the intersection of Geography, Artificial Intelligence, and Spatial Data Science. He has architected numerous agentic systems for academic research and is passionate about bridging the gap between traditional social sciences and advanced autonomous computation.

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