A PERSONAL COLLECTION
Hi, I'm Ashton.
AI Engineer: agent systems and LLM pipeline reliability
A PERSONAL COLLECTION
AI Engineer: agent systems and LLM pipeline reliability
ABOUT / PROJECT INDEX
I build software and agent workflows. This desktop collects projects, research, writing, and earlier website concepts.
Checks Codex permission profiles using disposable canary probes and controls. An Engine run produced Keepout for a competition. macOS only, observations rather than certification.
I created Engine with AI assistance to scan and classify opportunities and coordinate bounded worker and human steps. Engine is private.
A Codex plugin that keeps decisions, requirements, evidence, and checkpoints in local .roadmap/ records so work can resume across sessions. Roadmap is private.
A linked workspace I built for researching market activity, ownership, and participants without jumping between separate tools. This demonstration uses fictional data.
A wallet research and paper copy-trading workflow exploring what a later buyer might receive. The walkthrough uses synthetic data and executes no trades.
A jewelry design intake and image-generation project. Prototype, not launched.
The essays offer perspectives on AI and business. The archive contains earlier website design concepts, presented as concepts rather than live client services.
Archived website concept — presented as design work.
Connecting
Jewel.ai
Transferring data from remote host
The site could not be displayed.
JEWELRY DESIGN
A jewelry design intake and image-generation project.
Prototype, not launched.
ASHTON MACDONALD
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 RESEARCH
I created Engine with AI assistance to scan and classify opportunities and coordinate bounded worker and human steps.
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 could not be opened.
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Earlier website concepts. These demos show design work; they are not live client services.
I design and build agent systems, research tools, and custom software.
Software that uses AI for research and recurring work.
Controls, visible progress, and room for human judgement.
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.
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