Product & engineering field notes
Stories and debriefs from strategy rooms, design sprints, and launches where customer value stayed the north star. Includes trade-off maps, runway forecasting, and leadership tactics you can reuse.
I'm Amiya Pattanaik—Product Engineering Director, open-source contributor, and curious builder.
DQdigitals is my personal lab for Software Development, AI/ML, Cloud Computing, Quality Engineering, and DevOps—where product craftsmanship and UX storytelling collide. Expect the kind of software delivery field notes usually traded after midnight releases, captured as walkthroughs, playbooks, and hands-on experiments—from AI/ML and cloud patterns that reshape how teams deliver to WebdriverIO, Playwright, and Restlyn automation that keeps releases sharp.
From the studio
Quality engineering playbooks
Battle-tested testing patterns and reusable frameworks from the WebdriverIO, Playwright, and Selenium ecosystems I help steward. Expect UI regression toolkits, API reliability guardrails, and mobile flows packaged as plug-and-play playbooks.
AI, cloud & automation experiments
Hands-on journeys through AI/ML workflows, cloud platform patterns, and automation stacks that scale. Track prototypes from prompt engineering and data pipelines to cross-team guardrails powered by Restlyn API test generators and cloud-native orchestration.
Latest Blogs
Fresh reads from the lab. Catch the newest drops before they fade into the archive.
Building a Human-in-the-Loop Moderation Loop with Node.js
This tutorial expands on the playbook from “Designing Reliable AI Hand-offs” with a runnable Node.js project. You will stand up a lightwe...
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Designing Reliable AI Hand-offs
AI systems rarely operate alone. Customer-support copilots, content moderation queues, or medical triage assistants all rely on coordinat...
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Building a Continuous Delivery Scorecard
Keeping a release pipeline healthy takes more than watching the latest deployment dashboard. Leaders need a dependable way to read the sy...
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