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TechnologyMay 20, 20268 min read

AI in production: what actually works in 2026

AS

Al-Amin Ahmed Shanto

Chief Digital Officer

AI in production: what actually works in 2026

Beyond the hype cycle — the AI patterns Oriqon Technologies deploys for clients today, from RAG pipelines to intelligent automation.

Most AI demos never survive contact with production. The gap between an impressive prototype and a dependable system is where most projects quietly die — and where our work actually begins.

The patterns that ship are unglamorous but reliable: retrieval-augmented generation grounded in your own data, tight evaluation harnesses, guardrails, and human-in-the-loop where the cost of error is high. We measure accuracy and ROI before anything reaches real users.

Used well, AI removes drudgery and surfaces insight — it does not replace judgement. The teams winning with AI treat it as a capable, fallible teammate, not a magic box.

#AI/ML#Automation#Engineering

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