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ajaxStardust

Computational Musicology. AI Research, RLVR, Laravel, Python, CentOS / NGINX, HTTP Server Administrator, Advanced Music Theory / Guitar Instructor at finga.studio

Location Pleasant Gap, Pennsylvania Joined Joined on  Personal website https://finga.studio/about github website twitter website

Education

PSU - Curriculum and Instruction

Pronouns

yes

Work

Web Developer / Reinforcement Learning / RLVR Research

The Missing Axiom for Stateless Agents

The Missing Axiom for Stateless Agents

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4 min read

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CSC: What it and Where is

CSC: What it and Where is

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13 min read
Agentic Stewardship: Formal Spec Governance

Agentic Stewardship: Formal Spec Governance

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6 min read
CSC: An Interface for the Agentic Epoch

CSC: An Interface for the Agentic Epoch

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11 min read
QUICKSTART.md (how to run)

QUICKSTART.md (how to run)

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4 min read
Formal Root Invariant Layer: CONTRACT.md

Formal Root Invariant Layer: CONTRACT.md

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11 min read
How to Cycle AI Agents for Free using CSC

How to Cycle AI Agents for Free using CSC

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3 min read
AI Agent CONTRACT‑Style‑Comments (CSC) at GitHub

AI Agent CONTRACT‑Style‑Comments (CSC) at GitHub

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3 min read
Contract-Style-Comments for the AI Agent

Contract-Style-Comments for the AI Agent

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9 min read
Before PHP Existed

Before PHP Existed

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1 min read
Ethics and AI Model Training

Ethics and AI Model Training

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2 min read
#Bootstrap - list-style-image - hidden

#Bootstrap - list-style-image - hidden

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1 min read
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