Skill UI

A specialized skill for achieving asymptotic performance gains when classical algorithms are already near optimal. It leverages advanced mathematical techniques and probabilistic data structures (e.g., Bloom Filters, HyperLogLog, FFT, MinHash/LSH) to handle massive datasets (n ≥ 10⁶) by accepting bounded approximations or exploiting deep structural properties. Requires strict adherence to error parameter and complexity justification protocols.

Identifies error-prone APIs, dangerous configurations, and footgun designs that enable security mistakes. Evaluates whether interfaces are resistant to developer misuse and promotes secure-by-default principles. Helps review API designs, configuration schemas, and cryptographic library ergonomics to prevent vulnerabilities caused by human error or poor design choices.

Practical IT troubleshooting runbooks for startups and small teams without dedicated IT staff. Covers SSO lockouts, network issues, laptop performance, and macOS administration with copy-paste commands.