The Product Layer
By Colby Reichenbach
How I structured the route map, fan and org views, and page responsibilities so the same system can serve different kinds of readers without splitting into separate products.

Rounding the Bases...
AiBS Product Dossier
The permanent record for the project itself: what AiBS is, how ABS works, how I built the product, how the models and AI behave, and the standards I use to keep the system honest.
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By Colby Reichenbach
How I structured the route map, fan and org views, and page responsibilities so the same system can serve different kinds of readers without splitting into separate products.
By Colby Reichenbach
How I structured the baseball logic underneath AiBS, what each modeling layer is responsible for, and why different outputs carry different levels of confidence.
By Colby Reichenbach
How I designed the AI surfaces in AiBS, how context flows into each one, and how prompt behavior, usage, and generation details are tracked over time.
By Colby Reichenbach
How I ingest baseball data, how I separate warehouse and serving responsibilities, and why the application reads from structured serving state rather than raw feed output.
By Colby Reichenbach
How I validate AiBS across models, data freshness, and the AI layer so the product stays honest about what is strong, what is provisional, and what should stay qualified.
By Colby Reichenbach
What I built, why I built it around ABS, who it is for, and what I want the product to become.