Welcome

A PERSONAL COLLECTION

Hi, I'm Ashton.

AI Engineer: agent systems and LLM pipeline reliability

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About & README Direct link
C:\ASHTON\README.TXT PORTFOLIO / 01

ABOUT / PROJECT INDEX

Hi, I'm Ashton.

I build software and agent workflows. This desktop collects projects, research, writing, and earlier website concepts.

Projects

01 / CLI

Keepout

Checks Codex permission profiles using disposable canary probes and controls. An Engine run produced Keepout for a competition. macOS only, observations rather than certification.

02 / SYSTEM

Opportunity Engine

I created Engine with AI assistance to scan and classify opportunities and coordinate bounded worker and human steps. Engine is private.

03 / CODEX PLUGIN

Roadmap

A Codex plugin that keeps decisions, requirements, evidence, and checkpoints in local .roadmap/ records so work can resume across sessions. Roadmap is private.

04 / RESEARCH DESK

CASE

A linked workspace I built for researching market activity, ownership, and participants without jumping between separate tools. This demonstration uses fictional data.

05 / WALLET RESEARCH

Relay

A wallet research and paper copy-trading workflow exploring what a later buyer might receive. The walkthrough uses synthetic data and executes no trades.

06 / JEWELRY DESIGN

Jewel AI

A jewelry design intake and image-generation project. Prototype, not launched.

More to explore

The essays offer perspectives on AI and business. The archive contains earlier website design concepts, presented as concepts rather than live client services.

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Jewel AI

JEWELRY DESIGN

Jewel AI

A jewelry design intake and image-generation project.

Prototype, not launched.

Direct link to this case

Keepout

ASHTON MACDONALD

AI Engineer: agent systems and LLM pipeline reliability

Keepout

Keepout checks Codex permission profiles using disposable canary probes and control checks. It reports invalid or unmeasured runs separately from observed outcomes.

For a competition, a run of Engine, a system I created with AI assistance, produced Keepout.

macOS only, observations rather than certification.

Opportunity Engine

OPPORTUNITY RESEARCH

Opportunity Engine

I created Engine with AI assistance to scan and classify opportunities and coordinate bounded worker and human steps.

One output: Keepout

For a competition, an Engine run produced Keepout, a tool that checks Codex permission profiles using disposable canary probes and controls.

Engine is private.

Poker Arena Direct link
Opening Poker Arena…
Projects
C:\ASHTON\PROJECTS

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6 objectsPORTFOLIO DISK
Essays
C:\ASHTON\ESSAYS

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2 essaysLOCAL DISK
Archive
C:\ASHTON\ARCHIVE

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Earlier website concepts. These demos show design work; they are not live client services.

3 objectsARCHIVE VOLUME
Services — Ashton MacDonald
Working with AshtonSystems / Software

Software for
research and recurring work.

I design and build agent systems, research tools, and custom software.

Agent systems

Software that uses AI for research and recurring work.

Controls, visible progress, and room for human judgement.

Custom software

Research workspaces, internal tools, and interactive software built around a specific problem.

Interfaces, data handling, simulation, and the logic that connects them.

Websites & interfacesI also design and build websites.

Have something in mind?