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DaC

Independent AI Engineer & Complex Systems Architect. Building open-source tools, experimental systems, developer infrastructure, and products across AI, simulation, geospatial data, RF, and procedural

Education

Self-taught engineer and lifelong independent builder

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him

Work

Independent AI Engineer & Complex Systems Architect

XCP: From an Xbox Experiment to an Open Development Platform

XCP: From an Xbox Experiment to an Open Development Platform

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Comments 10
9 min read

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A Coding System That Refuses to Trust Its Own Output

Stressing upfront constraint contracts over tuning

A Coding System That Refuses to Trust Its Own Output

BERJAYA BERJAYA BERJAYA 31
Comments 27
7 min read
Inside XCP: How We Turned Xbox Memory and GPU Compute Into a Verifiable Worker

Inside XCP: How We Turned Xbox Memory and GPU Compute Into a Verifiable Worker

BERJAYA BERJAYA BERJAYA 18
Comments
8 min read
My Son Loves Squishies, So I Built Him One for the Browser

Hacktoberfest Weekend Challenge: Build for a Friend Submission 🤝

My Son Loves Squishies, So I Built Him One for the Browser

BERJAYA BERJAYA BERJAYA 27
Comments 3
2 min read
I Never Planned to Work in Cybersecurity

I Never Planned to Work in Cybersecurity

BERJAYA BERJAYA BERJAYA 9
Comments
3 min read
Change the World. Keep the Moment.

Sanity Challenge Path Two Submission

Change the World. Keep the Moment.

BERJAYA BERJAYA BERJAYA 13
Comments 1
6 min read
I Built a Virtual Machine Inside the Xbox Sandbox. Then I Let AI Agents Build on Top of It.

I Built a Virtual Machine Inside the Xbox Sandbox. Then I Let AI Agents Build on Top of It.

BERJAYA BERJAYA BERJAYA 11
Comments
6 min read
What Happens When an AI System Is Built to Challenge Its Own Decisions?

Kaggle Benchmarking Challenge Submission

What Happens When an AI System Is Built to Challenge Its Own Decisions?

BERJAYA BERJAYA BERJAYA 5
Comments 1
6 min read
A System That Lets AI Work Directly With a Real Xbox — Now Open Source

A System That Lets AI Work Directly With a Real Xbox — Now Open Source

BERJAYA BERJAYA BERJAYA 13
Comments 4
7 min read
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