Article
Understanding the Ownership System in Rust
A detailed explanation of Rust's ownership model and how it differs from TypeScript's approach to memory management.
// AI.CODING.WITH.JUDGMENT
troels.im
Notes from building Compound Coders, shipping products using AI, and turning agent output into verified software. The work lives where prompts meet repo memory, recovery habits, and production evidence.
Chat with Troels AI
Prompting, repo memory, product judgment
// OPERATING.SYSTEM
Modern AI work needs a repo-shaped system.
The training connects five levers: mindset, accurate prompting, context engineering, evaluation and recovery, and agent-oriented repository organization.
- 01Raise the turn success before chasing speed
- Frame tasks with role, context, constraints, output shape, examples, and acceptance criteria.
- 02Build repo memory
- Move product, workflow, engineering, and shipping memory out of chat so agents stop starting from zero.
- 03Ship through verified loops
- Prototype when the shape is unclear, turn evidence into product direction, then build small checked issues.
// LATEST.NOTES
Fresh experiments, essays, and videos.
Short, practical pieces from the edge of AI-assisted software work.
Article
The Power of Pattern Matching in Rust
Discover how Rust's pattern matching makes handling different data states more robust compared to TypeScript's switch statements.
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Introducing Option<T>, Rust's Solution for Null/Undefined in TypeScript
Explore how Rust's Option<T> enum provides a safer alternative to handling null and undefined values compared to TypeScript's approach.
Article
Comparing Rust Enums and TypeScript Unions
A detailed comparison between Rust's powerful enum types and TypeScript's union types, with practical examples.
Article
Understanding Immutability in Rust
A deep dive into Rust's default immutability and how it differs from TypeScript's approach to variable mutability.
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Exploring Rust's Advanced Destructuring with Pattern Matching
Learn how to transition from TypeScript to Rust by mastering pattern matching and destructuring techniques.
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Meet LogoM8: The AI-Powered Brand Identity Generator for Modern Entrepreneurs
Introducing LogoM8, an affordable AI-powered platform that helps entrepreneurs create unique brand identities at just $0.05 per proposal.
Article
Change the World or Change Yourself?
Explore how personal transformation can have a more profound impact than trying to change the world around you.
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Introducing Kluster.ai: Decentralizing AI Compute for Large Language Models
How Kluster.ai is building a decentralized network for AI compute, connecting hardware providers with consumers through an OpenAI-compatible API.
Article
Transforming My Financial Reality by Reframing My Money Beliefs
Discover how changing your beliefs about money can transform your financial reality and attract abundance.
// VIDEOS
Watch the experiments.
Video
The singularity is here! Now what?
The singularity is here? Or is it? How do we tell? And what should do if it is true?
Video
Simple Steps for Crystal-Clear Requirements!
Ever struggled with unclear project requirements? This video shows you how a simple, structured prompt can help you gather all the details you need for successful projects! Watch as we demonstrate a powerful technique for collecting project requirements using an AI assistant. If you want to try this out for you self, go to awesomecodeprompts (it's free, but you need an OpenAI or kluster.ai account): [link coming, but need to a verified account first] This approach works for any project - from software development to marketing campaigns. Say goodbye to confusion and rework. Try this requirements-gathering method today! In the next video we will use these requirements to build a calculator, so remember to subscribe!
Video
Integrating Aichat with Kluster.ai: A Game Changer for Your Terminal
In this tutorial, I'll walk you through setting up AIChat with kluster.ai and DeepSeek R1, allowing you to access powerful AI capabilities directly from your terminal. This integration streamlines your workflow by bringing DeepSeek's capabilities to your command line interface.
Video
How to Setup DeepSeek R1 on TypingMind
Looking to get started with DeepSeek R1, the powerful EU-hosted AI model? In this quick tutorial, I'll show you how to set up and connect DeepSeek R1 with TypingMind's user-friendly interface in just minutes. The video below walks you through creating your API key, configuring the connection, and testing your setup for seamless AI interactions. DeepSeek R1 is provided through kluster.ai, a platform founded in 2024 that democratizes access to AI compute power through a decentralized network of GPU providers. This EU-hosted solution offers excellent performance with lower latency and regulatory compliance. Before you begin, you'll need: - A kluster.ai account: https://dub.sh/klusterai - TypingMind access: https://dub.sh/WGMPH3X Note: While I mention US hosting in the video, the service is actually hosted in the EU.
