Ramp AI Agent Enterprise Finance Automation: One Agent + A Thousand Skills

Don't Build a Thousand Agents: How Ramp Automates Finance with One Agent

Ramp, America’s fastest-growing enterprise finance platform valued at $32B with 50,000+ customers and $100B+ in annual transaction volume, chose a ‘one Agent + a thousand skills’ architecture over building many agents. This is a deep dive into Ramp’s AI实战经验.

March 19, 2026 · 17 min · 3428 words · 梦兽编程
Literate Programming in the AI Agent Era

AI Agents Finally Make Literate Programming Worth Trying

Literate programming has been around for 40 years but never caught on — because maintaining parallel narratives of code and prose is exhausting. AI agents change that equation entirely.

March 9, 2026 · 5 min · 898 words · rex
Neural Network Reverse Engineering Puzzle: From Weight Matrix to Hash Function

Neural Network Reverse Engineering: When Machine Learning Becomes a Puzzle Game

Jane Street released a special ML puzzle: given the complete neural network weights, find an input that makes it output non-zero. This isn’t a typical black-box attack - it requires truly understanding what the network is computing. A college student spent days, going from linear programming to SAT solvers, and finally discovered the network was hiding an MD5 hash function.

February 28, 2026 · 9 min · 1772 words · Monster Beast Programming
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