This is a submission for the 2026 WeCoded Challenge: Echoes of Experience
In the world of rare and historical artifacts, the difference between a masterpiece and a clever forgery often hides in the smallest details. It could be a specific serif on a typeface, or a tooling mark on piece of stone. This type of knowledge historically is known only by a select few. Locked away in the knowledge banks of high-end auction houses and private archives.
As I worked on a recent Archival Intelligence project for the Notion MCP Challenge, I realized that my journey in tech has been leading me toward a vital mission: Democratizing the Truth.
From Commodore PETs to Forensic AI
My journey started with early Commodore PETs and VIC-20s. Yeah, I'm that old. Back then, "diversity" in tech was barely a conversation. Further, the "archives" of our digital world were in their infancy.
History, however, is fragile. It is frequently written by those with the most resources. The records of marginalized communities, those whose stories aren't backed by high-end auction houses, are often the first to be lost to the sands of time or forged for the sake of a more 'profitable' narrative. I build to ensure those stories have a forensic advocate.
Building the "Digital Magnifying Glass"
When I built the MCP Forensic Analyzer and looked at rare books, I wasn't just thinking about $150,000 first editions. I was thinking about governance.
Much has changed and advanced in the world of tech since the Commodore PET days. We now find ourselves in a world in which AI can be a powerful ally. It can also hallucinate and manipulate digital data in seconds. We need systems that act as a "Ground Truth" for AI.
By using the Model Context Protocol to link Notion databases into a forensic audit trail, I'm trying to solve a problem that is older than computers... How do we prove what is real?
Tech as an Equalizer
The #WeCoded mission resonates with me because inclusion isn't just about who is in the room.
It's about whose history we choose to protect.
How can we use tech to accomplish this?
- By automating the "Chain of Custody": We can take the power of authentication out of the hands of the auction houses and private archivists and make the knowledge accessible via an open protocol.
- AI integration: By making these tools available through simple chat interfaces, any small library, local museum, or interested individual can verify records and artifacts with the same rigor as top-tier institutions.
The Echoes of Our Experience
The code we write today becomes the archive of tomorrow.
My "Echo of Experience" is this:
Don't just build tools to make things faster; build tools to make the world more verifiable.
Whether it's a rare book, historical record, or antique stone artifact, the truth deserves a forensic advocate. I'm proud to be working on that advocacy. One line of code at a time.
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