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Notes on AI documentation from the team building it.

Playbooks for engineering leaders, deep dives into code intelligence, and lessons from running the Onzira Labs platform in production.

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enterprise

The Hidden Cost of Bad Documentation in Enterprise Software

Every CTO knows documentation matters. Few can quantify what it actually costs when it's bad. The number is larger than most engineering budgets.

5 Sep 2026 · 6 min read
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cost

How We Cut Docs Generation Costs by 80% Using Local Embeddings

Cloud embedding APIs were burning our budget. Here's the engineering breakdown of how we cut costs 80% by going local—without sacrificing retrieval quality.

5 Sep 2026 · 6 min read
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cost

Cost Analysis: Running an AI Documentation Platform in Production

What does it actually cost to run an AI documentation platform in production? Here is the line-by-line breakdown most vendors will not show you.

5 Sep 2026 · 6 min read
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Documentation that writes and updates itself.