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Leveraging AI in Software Engineering

My work involves taking decades of software engineering experience and applying it to domains where I have to build knowledge quickly. I rely on AI Tools, like the ChatGPT Large Language Model, to get my work done. Here’s a detailed experiment in prompt writing to make sense of the collision of regulatory, power industry, and legal terms of art. #generativeai #regulatorycompliance #businessintelligence

Technology generativeairegulatorycompliance
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Leveraging LLMs for Data Analysis

The most reliable use case for large language models (llm) I’ve found is culling through dense contexts of data and writing to produce answers based on prompts created by domain experts who then use that as input to their own data and experience informed analysis. It can drastically reduce time while leaving the human firmly in the loop.

Technology LLMdata analysis
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Inspiration from a Conference Walk

Came up with a topic to propose for a journal article in my 30 min. walk to a conference. I need to get outside more.

Leadership creativityjournals
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Enhancing RAG LLM with EyeLevel.ai

Great conversation today with Neil Katz about how EyeLevel.ai’s tools improve the validity and relevance of responses from a Retrieval-augmented generation (RAG) LLM solution. Nothing more true than bad data produces bad results and that context improves relevancy. Nothing more familiar than structured metadata to help a machine create meaning.

Technology RAGAI
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Embracing Self-Acceptance in Conversations

It’s not that I’ve become more outgoing per se, it’s that my evolving acceptance of myself has enabled me to better disappear into conversation with others.

Culture self-acceptancecommunication
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Building Ken-Bot with Langchain

Just built ken-bot. A vector database in pinecone chunked from my public writings using langchain as the toolset. This makes the context for my openai request my own words. Now I can ask Ken-bot what I think about things.

Technology AILangchain
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Navigating Daily Cruelty

I have come to believe that people, for the most part, are trying to get through their day. The cumulative effect is often cruelty. That we can work on. And, yes, there’s self-righteous ignorance and sociopathy. I’m privileged to not have to have to break bread with that.

Culture compassionempathy
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Reengaging with Software Fundamentals

Starting to reengage with software projects and finding myself tripling down on the fundamentals: drive to outcomes for stakeholders AND their customers , make progress visible, and build mastery so you are capable of making tradeoffs that don’t saddle a project with debt.

Product Management software developmentproject management
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Exploring Distributed Energy Resources

I want to learn more about the challenges and opportunities in the distributed energy resource sector. One experiment I’m considering, is target some successful outbound messaging we’ve done around our LLM crash course* to a segment like microgrid operators. This in parallel with the longer term effort to immerse ourselves in their communities of interest.

  • Stride’s LLM crash course is a 6 week proof of concept that can deliver a secure, hosted LLM application trained on internal materials to address a specific business use case like technical onboarding. Success being defined at this point as generating conversations…
Technology distributed energymicrogrid
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The Power of Problem Solving

Blame doesn’t help solve a problem. It might help one survive the fallout, if the problem wasn’t important in the first place. But if that’s true, better to have found a different or more valuable slice of the problem to tackle, then rallying from a place of hope and pragmatism.

Leadership leadershipproblem solving
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Embracing the Day as It Is

Some days, I just accept the day for what it is.

Culture mindfulnessacceptance
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Speed and Skill in Agility Debate

The Agility debates go on but, let me ask, which is faster, a 2001 Bugatti Veyron or a 2023 Rimac Nevera? Answer: depends who’s at the wheel. A professional can beat both in a Chevy Spark if the people operating those magnificent beasts don’t know how to drive.

Agile AgilityDriving Skills