9 min read
Silo as a Distributed System: Finite Redundancy, No Clear Exit
A software engineer's reading of Silo as a finite distributed system that can consume its redundancy but cannot replace it.
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Practical notes on backend systems, AI agents, architecture, and the decisions that make production software hold up.
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5 min read
ER Modeling: Entities, Relationships, Roles, and Time
A practical introduction to entities, relationships, roles, temporal data, and accurate database models.
14 min read
Digital Eye Strain Starts With Reading Itself
Reading suppresses complete blinking on screens and paper. Screens then add luminance, viewing-distance, image-quality, and flicker variables.
6 min read
When to Use Claude Skills and Agentic Loops
A practical way to decide when a Claude Skill should provide a workflow, domain context, or a bounded agentic loop.
5 min read
Why AI Agents Need a Draft Layer
Agents can create business data faster than people can review it. A draft layer turns that speed into a safe, useful product.