Projects
Software, tools, websites, and systems I am building around ownership, structure, practical use, and real problems.
What I Am Building
Bonumark Stream
A microblog and short-form publishing system for people who want their thoughts, updates, photos, and notes on a site they control instead of trapped inside social networks.
Carceris
A corrections-focused tool shaped by real jail experience and practical facility needs. It is being built for clear records, usable workflows, accountability, and pressure-tested use.
Project Notes
Builder Receipt: Rebuilding Cypher’s Core
Cypher kept giving me the wrong schedule even when the right information was already stored. After enough failures, the problem was no longer whether it needed another patch.…
Builder Receipt: Better Context and Control
An AI assistant does not become trustworthy because it knows more facts. It becomes trustworthy when it knows which facts matter, where they came from, when to use…
Why ChatGPT Keeps Getting Better for Me
Every new ChatGPT release seems to create two completely different experiences. Some people see a system getting worse, while I keep seeing more of my ideas become real,…
Builder Receipt: Making Cypher More Reliable
A private assistant does not earn trust by sounding smart. It earns trust by using the right context, performing the right action, and proving what actually happened. This…
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Cypher Is Starting to Keep Up
Cypher is not a finished product I am pretending is ready. It is a private system I am building through real failures, real corrections, and the hard work…
Why I Built Cypher, My Private AI Assistant
At some point, AI stopped being a place I went for random answers. It became part of how I work through real life. I use it to shape…