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Sonodex Development Planning, Technical Architecture, and Implementation Specifications (v1.0) 1. Project Overview Sonodex is a native MIDI and audio sample management system designed specifically for music producers. Its core mission is to efficiently index, retrieve, and manage hundreds of thousands of media assets distributed across local disks. It aims to provide sub-second search responses and ensure a strict, high degree of consistency between the data state and the physical files.

A brief introduction to four applications I developed for Apple platforms.

Index of notes for STA305.

Index of notes for STA414.

Index of notes for STA447.

Index of notes for STA457.

Some chunks of phrases and words that testing how Texmorph handles the problems

Contract Enforcement Rules in Collaboration v1.2 Scope Statement This rule set is intended only for weak-tie online collaboration, cross-background teams, and software–hardware or otherwise high-uncertainty projects, where the goal is to establish an engineering contract that supports parallel work and a stop-loss mechanism. Its purpose is to reduce communication overhead, shift risk management earlier, and keep execution traceable and verifiable. Non-Applicable Scenarios This rule set does not apply to casual social interaction, non-project communication, personal relationships, or any context unrelated to engineering delivery. I will not invoke or enforce it in those scenarios, nor use it as a basis to judge or evaluate others.

If academic disciplines can induce Stockholm Syndrome, I think I’ve caught it. Or rather, I’ve been completely and utterly brainwashed by my major. The version of me who barely passed middle school math, failed the A-Level P4 exam on the first try, and was terrified just looking at math, probably never saw this coming. Over two years ago, after failing countless multivariable calculus exams, I seriously considered going to a college in Canada to study music, and then transferring to Berklee College in Boston via their bridge program. I consulted friends and teachers, and prepared myself for an honest conversation with my family. Ultimately, my dad shut it down with some harsh words. I figured, since I was stubbornly refusing to accept defeat until hitting rock bottom, I might as well go all out and fail a few more courses to make myself—and him—completely despair. Who told me not to make the most important choice of my life? And that brings us to today.

This is the essay of my personal research regarding the structural linear dependencies between different parts of handwritten digits. We will be exploring them via PCA, CCA and Linear Regression together.