The Xorora Blog

Field notes on shipping production AI.

Engineering practices, product thinking, and lessons from the systems we build. No hype, just what works.

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9 articles
Shipping production RAG: what actually breaks at scale
AI Engineering
Jun 1, 20268 min read

Shipping production RAG: what actually breaks at scale

Retrieval looks easy in a demo and hard in production. Here is the architecture we reach for, and the failure modes we design around.

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Guardrails first: securing AI workloads from day one
Cloud & Security
May 27, 20266 min read

Guardrails first: securing AI workloads from day one

Encryption, access control, and observability are not afterthoughts. A practical checklist for AI systems handling sensitive data.

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From prototype to product: the first ninety days
Product
May 20, 20267 min read

From prototype to product: the first ninety days

The gap between a working demo and a product your business runs on is mostly process. Here is how we close it.

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Why emerging-market fintech needs different tooling
Industry
May 13, 20265 min read

Why emerging-market fintech needs different tooling

Legacy RegTech was built for US and EU enterprises. We unpack what changes when you build for everyone else.

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Evaluating LLM output without fooling yourself
AI Engineering
May 6, 20269 min read

Evaluating LLM output without fooling yourself

Vibes are not a metric. A grounded approach to evals, regression suites, and guardrails for language-model features.

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Four portals, one backend: an architecture story
Case Notes
Apr 29, 20266 min read

Four portals, one backend: an architecture story

How we modeled role-based access across business, sales, developer, and testing portals on a single shared API.

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How we keep engineer turnover low
Company
Apr 22, 20264 min read

How we keep engineer turnover low

The people who learn your product should stay on it. A look at how we build teams that last.

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Designing dashboards people actually check
Product
Apr 15, 20265 min read

Designing dashboards people actually check

Most dashboards get opened once. We share the patterns that turn analytics into a daily habit for teams.

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Serverless event pipelines that stay cheap at scale
Cloud & Security
Apr 8, 20267 min read

Serverless event pipelines that stay cheap at scale

Durable, event-driven workflows without a queue to babysit. The stack we use to keep real-time delivery affordable.

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