From Prompts to Systems: The Levels of AI Use
A practical map from one-shot prompting through tool use, agent loops, orchestration, and durable AI systems
Independent developer field notes Code,
Code,
without
the cult.
Sharp, practical notes on building for the web — minus the gatekeeping, cargo cults, and breathless framework hype.
FIELD NOTES EST. 2024
Stay sharp. Ship thoughtfully.
No gatekeeping.
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№ 07
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Filed away Archive
Honest lessons from the workbench: code, architecture, testing, tooling, and the occasional hill worth dying on.
The Model Is Not the Whole System
How an agent harness and its skills can sharpen an AI—or quietly make it worse
AI Is a Power Tool, Not a Team Member
A practical workflow for using coding agents without outsourcing judgment
Random - Future-Proof Development
Think Global, Think Future-Proof - Building Components That Last
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