Learn Before
Dynamic Agent Scaffolding: Synthesis, Diagnostic Repair, and Evolutionary Optimization @ 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.
0
1
Tags
Prep Sessions
Related
Transformer Architecture and Large Language Model Capabilities @ University of Michigan - Ann Arbor
Foundational Deep Learning Architectures: Transformers and Residual Networks @ University of Michigan - Ann Arbor
Edge-Native Mixture-of-Experts Serving with FreeToken @ University of Michigan - Ann Arbor
Overcoming Neural Network Degradation Through Residual Learning @ University of Michigan - Ann Arbor
Frontier Model Dynamics: Scaling Laws, Calibration, and Post-Training Alignment @ University of Michigan - Ann Arbor
Frontier Foundation Models, Capability Evaluation, and Just-In-Time Agent Harnesses @ University of Michigan - Ann Arbor
Engineering State-Bound Execution Runtimes for Autonomous Agents @ University of Michigan - Ann Arbor
The Aqueous Continuum: Biomolecular Solvation and Planetary Dynamics @ Honor
Long-Horizon Agent Reliability: Stateful Scaffolding and Runtime Verification @ University of Michigan - Ann Arbor
Evidence Before Action — AI Tutor Demo @ Honor
AI Agent Oversight: Scoping, Output Interrogation, and Decision Control @ Honor
AI Agent Oversight: Task Delegation, Output Auditing, and Accountability @ Honor
Supervising AI Agents: Decision Rights, Verification, and Accountability @ Honor
Engineering Deterministic Runtimes and Verification for Autonomous Agents @ University of Michigan - Ann Arbor
Making Recommendations Leaders Can Act On @ Honor
Making Recommendations Leaders Can Act On @ Honor (Iman YeckehZaare)
Runtime Verification and Failure Mitigation in Autonomous Agent Workflows @ University of Michigan - Ann Arbor
Adaptive Agent Runtimes: Architecture, Synthesis, and State Control @ University of Michigan - Ann Arbor
Autonomous Agent Control Planes: State Scaffolding and Resilient Execution @ University of Michigan - Ann Arbor
From Photons to Glucose: Bioenergetics of Light Energy Conversion @ University of Michigan - Ann Arbor
Biological Energy Transformation: From Sunlight to Chemical Storage @ University of Michigan - Ann Arbor
Beyond Status Updates: A Framework for High-Trust One-on-Ones @ University of Michigan - Ann Arbor
Dynamic Agent Scaffolding: Synthesis, Diagnostic Repair, and Evolutionary Optimization @ University of Michigan - Ann Arbor
Learn After
Ch.1 Harness Foundations and Architecture - Dynamic Agent Scaffolding: Synthesis, Diagnostic Repair, and Evolutionary Optimization @ University of Michigan - Ann Arbor
2-2608.25593v1.pdf
Ch.2 Multi-Stage Harness Optimization - Dynamic Agent Scaffolding: Synthesis, Diagnostic Repair, and Evolutionary Optimization @ University of Michigan - Ann Arbor