RJ Edwards
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HomeProjectsAI AssistantBlogAbout
Let's Connect↗

Blog

Thoughts on AI, product, and building.

Exploring ideas at the intersection of artificial intelligence, product development, and leadership.

AI ENGINEERING

Designing AI assistants that act, not just respond

How to move from conversational interfaces to systems that help users complete real tasks.

May 2, 2025 β€’ 6 min read

PRODUCT

Start with the workflow, not the model

Why the best AI products begin with user intent, friction points, and measurable outcomes.

Apr 18, 2025 β€’ 5 min read

LEADERSHIP

Leading teams through ambiguity without losing momentum

Practical habits for alignment, communication, and shared ownership in fast-moving groups.

Apr 4, 2025 β€’ 7 min read

BUILD IN PUBLIC

What I learned from shipping projects in public

Reflections on feedback loops, iteration speed, and building in the open as a student builder.

Mar 21, 2025 β€’ 4 min read

AI ENGINEERING

Prompt engineering as product infrastructure

Treating prompts, evals, and guardrails as core product systemsβ€”not one-off experiments.

Mar 8, 2025 β€’ 8 min read

PRODUCT

Turning technical demos into products people use

Lessons from converting prototypes into polished experiences with real user value.

Feb 22, 2025 β€’ 6 min read

About the Blog

Notes on AI product engineering, leadership, and shipping software that solves real problems.

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Recent Newsletter

Occasional updates on AI, product work, and what I'm building next.

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