CS2680 Student Blog
Modern AI Systems · Fall 2026

Student blog posts on optimizing LLM agent systems.

Topics

Assignment 1 · Mads-Lens Web interfaces for your agents Building a live web UI driven by Claude Code to visualize real-time tool trajectories, subagent branching, and session costs from the user’s perspective. 0 posts Assignment 3 · Mads-Opt High-efficiency agent orchestration Engineering context compression, tool concurrency, and dynamic model routing around a black-box LLM API to slash latency and cost while preserving benchmark task accuracy. 0 posts Assignment 5 · Mads-Stack Optimizing the full agent stack Profiling and optimizing the complete agent stack, from control flow and serving infrastructure down to open-weight inference,to maximize end-to-end compute and token efficiency. 0 posts

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