Why I Built Contract Graph Dev Kit
How a Customer Care AI experiment led me to build Contract Graph Dev Kit, a framework for maintaining project understanding across coding sessions.
Independent AI research
Exploring practical uses of AI for work and learning.
From Sarada
Latest articles
An Authored Recursive Contract Graph as the Control Plane for Coding Agents
The control plane for coding agents on a living repository is an authored recursive contract graph.
Quick notes
Latest observations
Argon for mobile UI work
One prompt added light mode and appearance settings to my existing mobile app in about ten minutes.
Astra 6 Light compared with Medium
My impression is that Light handles complex problems better than Medium, which can feel less intelligent.
Grok 4.6 and 4.7 for web applications
For our web application use, Grok 4.6 has performed better than Grok 4.7.
Research
Two areas of focus, shared for anyone to explore.
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Agentic development
Exploring how coding agents can build and maintain software with shared intent and clear responsibilities.
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Learning
Free learning resources exploring how AI can support more personal, practical learning without making it less human.
Explore for free: bitbibit.io (opens in a new tab) — byte-sized lessons.