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Tokens, Reps, and Roadmaps: Can Open Source Build a Better Gym?

FitApp started as a weekend AI experiment. Now it's AGPL-3.0 on GitHub. The question I'm sitting with: what if other people could bring their own tokens — and their own ideas — to the roadmap?

Posted on 4/12/2026

The New Bottleneck: You

I built an AI-integrated fitness tracker that turns workouts into conversations. Here is what was surprisingly easy, where things broke down, and the real skill shift happening right now.

Posted on 3/24/2026

From Painters to Sculptors: How AI Is Changing the Way We Write Code

For most of my career, writing code felt like painting—deliberate, additive, mine. That mental model is breaking. Here's how AI is shifting engineers from creators to editors of possibility, and what that means for trust, validation, and the future of software.

Posted on 3/19/2026

Virtual Org Charts: The Next Evolution of the LLM Suite

Explore how reimagining organizational structure around cognitive roles and Model Context Protocol (MCP) servers can boost agility and free your people to move up the value chain.

Posted on 6/28/2025

The New Era of Internal Generative AI Assistants

How mid-sized businesses are leveraging internal LLM suites to unlock proprietary data, drive competitive advantage, and transform decision-making at scale.

Posted on 6/24/2025

The Ideal Stack for AI-Assisted Development

A comprehensive guide to building a development stack optimized for AI-assisted development, featuring FaaS architecture, event-driven design, and robust deployment strategies for safe and efficient AI-generated code changes.

Posted on 6/5/2025

Function-as-a-Service (FaaS): Tiny Functions, Giant Leaps

Learn about how Functions-as-a-Service can accelerate your develpoment team.

Posted on 5/30/2025

The Strangler Fig: Sample Study

An introduction to strangler fig pattern with a fictional E-Comm company.

Posted on 4/15/2025

The Strangler Fig Pattern

Learn about the Strangler Fig Pattern, a powerful technique for gradually replacing legacy systems with modern architecture.

Posted on 3/22/2025

Nick Stoddart Consulting

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