AIAlchemist
Production AI systems, agent architectures, and programs on a mathematical substrate. Turning frontier models into tools that work.
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What is AI Alchemy?
The system-story overview: models, tools, memory, skills, and workflows compounding into leverage.
Volumes
Three paths into the work
Philosophy
Honest documentation of what works
Alchemy was the predecessor to chemistry — people experimenting with combinations of materials, trying to understand transformation at a fundamental level. The ones who succeeded were the ones who documented their experiments honestly.
The tools that are actually useful, the patterns that actually scale, the workflows that actually save time. No hype. No vaporware.
The substrate is mathematics. The medium is code. The goal is tools that work.
298
Tools cataloged
9
Categories
3
Practical guides
5
Core concepts
Work with James
Have a system worth building?
Bring the real problem, the constraints, and the outcome. I'll help determine whether AI belongs in the system—and what it takes to ship it well.