What I’m Building!

Real projects that help me learn by building, testing, and improving ideas.


Frame Theory

Frame Theory is a structured thinking tool designed to help users (with interest in Photography) make better decisions by applying proven reasoning frameworks. It’s not a chatbot for quick answers—it’s a system for disciplined thinking where structure guides judgment.

What It Improves

  • Decision quality
  • Strategic clarity
  • Argument strength
  • Long-term thinking

What I’m Learning

Product thinking, disciplined reasoning design, iteration

through feedback, and how structured frameworks can improve decision-making over time.



Current Version : v1.01 — Functional Prototype

A working version that demonstrates core functionality while I continue refining features and expanding how users apply structured reasoning.





Mantra Map

Mantra Map is a progression-planning tool for

character-build games. It analyzes a player’s build link and highlights attribute balance, ability alignment, and progression gaps to support better long-term decisions.

What It Helps With

  • Build clarity and balance
  • Strategic progression planning
  • Understanding trade-offs across attributes and abilities
  • Avoiding inefficient early decisions

What I’m Learning

System design, data interpretation, translating complex game mechanics into clear insights, and building tools that help users think ahead rather than react.



Current Version : v0.9 — Functional Build Analyzer


working version accepts a build URL and generates a structured breakdown of attributes, abilities, talents, and mantras, with guidance to inform progression choices.




These projects are works in progress and reflect how I learn best — by building, testing, and improving ideas over time.

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