youtube material used in prep sessions.

https://www.youtube.com/watch?v=LNq1J4DCeUE

University of Michigan - Ann Arbor

Learners will master the design and runtime mechanics of JIT-Agent, examining how just-in-time scaffold synthesis overcomes the rigid constraints of traditional static harnesses. You will explore the four-module executable harness protocol and the HarnessFactory codebase to construct, modularize, and diagnose adaptive seed scaffolds. Finally, you will analyze the three-stage progression of task-conditioned customization, diagnostic bounded repair, and evolutionary group-decoupled policy optimization to scale harness intelligence dynamically.

Dynamic Agent Scaffolding: Synthesis, Diagnostic Repair, and Evolutionary Optimization @ University of Michigan - Ann Arbor

Ch.1 Harness Foundations and Architecture - Dynamic Agent Scaffolding: Synthesis, Diagnostic Repair, and Evolutionary Optimization @ University of Michigan - Ann Arbor

https://www.youtube.com/watch?v=LNq1J4DCeUE

2-2608.25593v1.pdf

Ch.2 Multi-Stage Harness Optimization - Dynamic Agent Scaffolding: Synthesis, Diagnostic Repair, and Evolutionary Optimization @ University of Michigan - Ann Arbor

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