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Insights

Field notes on enterprise AI, project governance, and digital execution

Essays and practical frameworks for professionals who need to move from AI curiosity to real implementation, governance, and measurable outcomes.

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Use prompts to reveal hidden assumptions first
AI PM Talks

Don’t Start with Specs: Use Prompts to Reveal Hidden Assumptions First

Stakeholders often come to PMs with a solution already in mind. At first glance, the requirement looks clear. But there are usually hidden assumptions behind those solutions. This article tells you how PMs can use 3 prompt templates to reveal hidden assumptions before writing specs. Because PMs do not only make requirements clear. A more important part of the PM’s job is to make sure the team is not spending effort on the wrong problem.

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Use AI to see the requirements behind the requirements
AI PM Talks

Do Not Treat AI as Just a Document Generator: PMs Should Use It to See the Requirements Behind the Requirements

For many project managers, the first instinct when using AI is to ask it to summarize documents, rewrite content, generate PRDs, create user stories, or produce presentation materials.

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An AI-generated female robot image
GenAI Talks

The Next Phase of Generative AI: From Content Generation to Content Trust

The future of Generative AI is not only about generation. It is provenance.

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Courses

Structured learning paths for AI project leaders and enterprise teams

Courses designed for professionals who need more than tutorials: frameworks, templates, walkthroughs, and implementation logic for planning and delivering AI-enabled projects.

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GenAI Development

Mastering ChatGPT and OpenAI APIs with C#

Build Generative AI-powered Blazor Web Apps—using both HttpClient and OpenAI's official .NET Library

  • C#
  • Programming
  • ChatGPT
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C# Programming

C# Multithreading Basics

How to boost program performance with multithreading and concurrency techniques

  • C#
  • Programming
  • TPL
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