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Engineering notes and project learnings
Insights from building products, optimizing performance, and integrating AI.

$ ls -lt ./posts/

Emergent Agency: Why AI Seems to "Decide"

Why large language models sometimes look like they have a will. Emergence, levels of description, and why "looks like agency" ≠ "has inner will". Connecting philosophy, neuroscience, and AI safety research.

#ai#philosophy#emergence
-> read more

How Agentic Coding Helped Me Build a Weekend Project for Mountaineers

Sometimes the best project ideas come from stepping away from something you loved. How quitting serious mountaineering led to building RePeaks — a gear marketplace with AI-powered inventory and valuation features — in a single weekend.

#side-project#agentic-coding#mvp
-> read more

Agentic Coding vs Vibe Coding: how I actually use AI in my workflow

I compare two modes of working with AI tools: "agentic coding", where AI acts like a structured co-worker with plans and checklists, and "vibe coding", where I explore ideas more freely. In the post I show how I combine both modes when building MVPs and refactoring existing codebases.

#ai#workflow#productivity
-> read more

Cursor & Claude Code: 3x Developer Velocity

How AI assistants change the development workflow. Real examples of using Cursor for prototyping and Claude Code for refactoring.

#ai#tools#productivity
-> read more

Building MENACE: A 1960s AI That Still Teaches Us

Implementing Donald Michie's matchbox learning algorithm in TypeScript. How reinforcement learning works without neural networks.

#ai#algorithms#javascript
-> read more

$ cat topics.txt

- Performance Optimization
- Architecture Patterns
- AI Integration (LLM, CV, RAG)
- Developer Tools & Workflows
- Real-world Case Studies
- Algorithm Implementations
More posts coming soon
Want to stay updated or suggest topics?