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Independent AI & software researchBaltimore, Maryland

Curiosity,
made tangible.

Exploring local intelligence, practical software, and the questions worth following.

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Research index / Selected independent workBy Stephan Arrington
01Parallel Latent ReasonerExperimental AI

An experimental MLX prototype exploring recurrent latent deliberation with pretrained Gemma models on Apple Silicon. The repository records the evidence and limits.

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02System 1Local decisions

Teaches bounded decisions from examples, checks a candidate before adoption, and runs the saved skill locally. It is not an LLM.

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03LatticeShadowWork memory

A macOS work-memory prototype with explicit capture choices and scoped assistant access. Its documentation distinguishes tested behavior from open validation work.

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04τ-GateDependency research

An experimental Rust tool for analyzing dependency graphs. It explores a security problem; it does not guarantee that a dependency or system is safe.

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25 years in technology.
Still asking questions.

I'm Stephan Arrington. My recent work centers on local LLMs, experimental AI, and practical software. OrioleTech is where that curiosity meets focused research and engineering.

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