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Field notes from production AI.

Written by the engineers and researchers who ship the work — practical guides, honest postmortems, and architectural deep-dives from real customer engagements.

FeaturedAI

Practical lessons from shipping retrieval-augmented generation

What actually matters when you take RAG from a prototype to something you can put in front of users — chunking, evaluation, and the failure modes that only show up in production.

Sandeep Koppula Apr 22, 2026 8 min read
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insight / building-production-rag

AI

The archive

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Filter by topic — or scan the latest, the team is shipping new pieces every couple of weeks.

Cloud

A DevSecOps checklist for AI-powered applications

Model artifacts, prompts, and eval data widen the attack surface of a modern app. A pragmatic set of controls — secrets, supply chain, and guardrails — you can adopt without slowing the team down.

Arjun Verma Mar 18, 2026 7 min read
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Automation

From RPA to agents: a migration guide for ops teams

Most rule-based automation is a good candidate for an agentic upgrade. How to identify the right workflows, scope the move, and keep a human in the loop where it counts.

Priya Sharma Feb 10, 2026 6 min read
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