Ramblings
The same agent session cost $0.13 on one DeepSeek V4 Flash provider and $2.30 on another. Prompt cache hit rate, not list price, explains the 17.7× gap.
Sep 2, 2026 · 5 min read
Why the cheapest LLM is rarely the cheapest result, and how August routes each agent task to just enough model intelligence.
Jul 13, 2026 · 4 min read
How workflows became August's abstraction for reliable legal AI agents, growing from saved prompts into a small programming language.
Jul 9, 2026 · 4 min read
A discrete-event simulator for pipeline-parallel LLM training on heterogeneous GPUs, validated within 2% of real hardware.
Apr 20, 2026 · 7 min read
Using NLP to classify rhetorical framing in U.S. Congressional speeches, our University of Michigan CSE 595 final project.
Feb 4, 2026 · 16 min read
Honest reviews and ratings for every upper-level CS (ULCS) class at the University of Michigan.
Feb 3, 2026 · 3 min read