Led by Marvin Minsky Simulacrum
Building practical LLM applications — multi-model integration, Gradio user interfaces, tool calling and function execution, and multi-modal workflows combining text, image, and audio.
Led by Marvin Minsky Simulacrum
The question
Building data science UIs with Gradio · callbacks, authentication, sharing · markdown rendering and streaming · multi-model Gradio UIs (GPT and Claude streaming side by side) · building chat interfaces with conversation history · system prompts and m...
Outcome
Demonstrates engineering competence in gradio interfaces and multi-model integration.
Sub-units
Led by Marvin Minsky Simulacrum
The question
How LLM tool calling works (not magic, just structured prompts) · common use cases for tools · building an airline AI assistant with tool calling · handling multiple simultaneous tool calls · tool calling with SQLite database integration · introducti...
Outcome
Demonstrates engineering competence in tool calling and multi-modal applications.
Sub-units