Architectures

The Agent Habitat

Will Schenk February 5, 2026

The Agent Habitat

An agent isn't just automation with LLM calls. It carries state, accumulates memory, and makes bounded decisions under uncertainty — and a git repo is where all of that lives.

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AI Engineering Code Summit 2025: Deep Dive Report

Will Schenk November 20, 2025

AI Engineering Code Summit 2025: Deep Dive Report

A comprehensive analysis of the state of AI engineering tools, frameworks, and best practices from the November 2025 Code Summit. Exploring cutting-edge developments in AI-assisted development, infrastructure, and production deployment strategies.

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How I classify models

Will Schenk January 21, 2025

How I classify models

Small models are smart yet limited in knowledge; foundation models possess both deep understanding and extensive knowledge but lack structured problem-solving approaches. Educated models like DeepResearch excel by combining learned reasoning processes with large memory capacities, enabling them to adapt effectively to complex tasks while handling vast information instantaneously.

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