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This site was built entirely through conversational programming — no code was read, written, or debugged by hand. These are the scrubbed transcripts of every Claude Code session used to build it, from initial setup through the feature you’re looking at right now.
Highlights
Inventing Conversational Assessment
The session where the two-agent architecture is conceived: a hidden evaluator tracks understanding against a rubric while a separate interviewer conducts natural conversation. The instructor asks Claude to test it adversarially.
January 29, 2026The Korvath Procedure
Inventing a fictional medical procedure to prevent LLM test personas from cheating. Real topics let persona LLMs draw on training data, defeating the test harness. A fictional topic makes the test genuinely measure the assessment pipeline.
February 2, 2026Conversational Preparation Chats
A new interaction model emerges mid-session: AI-guided pre-class readiness with three-level criteria. After testing it, the instructor says: "OK, this is amazing. I'm learning a lot from interacting with it!"
February 5, 2026Group AI Facilitation
Designing an AI facilitator that participates naturally in multi-student conversations, calls on specific students, tracks engagement, and suggests switching to face-to-face discussion. Agent-guided interaction is born.
March 19, 2026Inductive LLM Exploration
Students generate their own questions about LLM behavior, AI aggregates them by theme, the instructor picks one, and the entire class investigates together. Bottom-up learning driven by student curiosity.
February 24, 2026Building the Neural Network Demos
Creating the interactive digit recognition network and neuron explorer from scratch in TypeScript. The instructor iterates on the visual language: green for positive weights, orange for negative, thickness for magnitude.
March 9, 2026Activity Framework Architecture
Designing the nested component architecture for in-class activities: stages, groups, roles, partner matching, and instructor controls. The scaffold that enables every interactive class moment.
January 25, 2026CBTF Secure Testing
Building comprehensive adversarial security tests for proctored assessment delivery. Webhook signature verification, middleware restrictions, time-window access grants. 38 tests by the end of the session.
March 17, 2026