← Q1 2026
Q1 2026
The Harness
How to work with agents day to day — memory, coordination, habitats.
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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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The Data Flywheel Pattern
Build applications by dropping in data and letting AI handle parsing, structuring, and synthesis. Three case studies.
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Claude Code, not Code
The real power of Claude Code isn't writing software—it's orchestrating skills for research, newsletters, browser automation, and turning one-off requests into repeatable workflows.