Keith Winston

@tekewin

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Linux, AI/ML, Full stack Rails, Mountaineer

Joined December 2023

About

Data science, machine learning, applied AI researcher, and mountaineer. Retired from the City of Garden Grove, CA.

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Keith Winston's blogs

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Asynchronous Agentic Programming with Jules

While I no longer program as a full time job, I do work on personal projects and applications. I had been using the canvas features in ChatGPT and Gemini, which are great for organizing a single application, but there was still a manual copy/paste st...

Nov 13, 20253 min read

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Jagged Frontiers converge: OpenAI and Yucaipa Ridge

Professor Ethan Mollick coined the phrase “Jagged Frontier” in 2023 to describe the lines between what an LLM can do and what it can’t. To quote his report: “There is no instruction manual. On some tasks AI is immensely powerful, and on others it fai...

Jun 14, 20253 min read

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OverThink: Improved LLM Reasoning with Self-Para-Consistency

I discovered this idea on the Cognitive Revolution podcast. I created a web app based on this Association for Computational Linguistics research paper by Wenqing Chen, et al., 2024. The core idea was to generate paraphrases of the original prompt, th...

Jun 8, 20258 min read

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Manus nobis Man

Manus is a China-based AI agent system designed to tackle more complex projects than typical chatbots. Each instance runs in its own Ubuntu virtual machine. After giving it a prompt, it first creates a checklist of tasks to accomplish the goal. Then,...

Apr 7, 20256 min read

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Interactive Hiking Maps with Datasette and Google Cloud

I created an interactive map of my hikes using the powerful Datasette tool by Simon Willison. The result was an intuitive, easy-to-use map that links each hike to a full report on my blog. Many interesting technologies are at play. The underlying dat...

Jan 14, 20255 min read

Keith Winston

About

Available for

Keith Winston's blogs

Recently published

Asynchronous Agentic Programming with Jules

Jagged Frontiers converge: OpenAI and Yucaipa Ridge

OverThink: Improved LLM Reasoning with Self-Para-Consistency

Manus nobis Man

Interactive Hiking Maps with Datasette and Google Cloud

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Keith Winston

About

Available for

Keith Winston's blogs

Recently published

Asynchronous Agentic Programming with Jules

Jagged Frontiers converge: OpenAI and Yucaipa Ridge

OverThink: Improved LLM Reasoning with Self-Para-Consistency

Manus nobis Man

Interactive Hiking Maps with Datasette and Google Cloud