oniru.ai8 min read
Build an LLM step that returns structured JSON you can trust.
A model in the middle of a workflow returns whatever it decided to write. Build the step so the node after it always receives the shape it was expecting.
Notes from systems in production.
Practical writing on automation delivery, APIs and the operational details that make systems reliable.
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Articles
oniru.ai7 min read
Build a document extraction pipeline with a confidence gate.
A pipeline that extracts fields at ninety percent accuracy and writes all of them has not saved anybody time. It has created a data problem for later.
oniru.ai8 min read
Build a two-way sync that does not loop.
One-way sync is solved. Two-way sync is a different problem, and the first failure appears within minutes: two systems updating each other forever.
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