#UX

Articles about UX — exploring patterns, best practices, and real-world implementations in production systems.

2 posts tagged with ux. ← All posts

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Pratik Dhanave · ·7 min read

Integrating AI into Real Workflows

A technically excellent AI system that nobody uses has delivered zero value. The last mile of an AI deployment is not the model — it's fitting the system into how real people actually do their jobs, designing an interface that handles uncertainty honestly, and managing the human change of introducing AI into someone's work. This is where deployments succeed or quietly fail, and where the forward deployed engineer's non-technical skills matter most.

A technically excellent AI system that nobody uses has delivered zero value. The last mile of an AI deployment is not the model — it's fitting the system into how real people actually do their jobs, designing an interface that handles uncertainty honestly, and managing the human change of introducing AI into someone's work. Human-in-the-loop, calibrated reliance, autonomy levels, and change management.

#Forward Deployed Engineer#AI Engineering#UX#Human-in-the-Loop#LLMs
Pratik Dhanave · ·6 min read

Turn-Taking, Interruption, and Barge-In

The difference between a voice agent that feels like a conversation and one that feels like a walkie-talkie is turn-taking: knowing when to listen, when to speak, and — hardest of all — gracefully handling being interrupted. Humans do this effortlessly and unconsciously; making a machine do it is one of the subtlest problems in voice AI. This post is about the conversational dynamics that make an agent feel alive.

The difference between a voice agent that feels like a conversation and one that feels like a walkie-talkie is turn-taking: knowing when to listen, when to speak, and — hardest of all — gracefully handling being interrupted. Humans do this effortlessly and unconsciously; making a machine do it is one of the subtlest problems in voice AI. The dynamics that make an agent feel alive.

#Voice AI#Conversational AI#UX#AI Engineering#Speech

All posts on this site are written by Pratik Dhanave, an Agentic AI Architect with 7+ years building production distributed systems, multi-agent AI platforms, and cloud-native infrastructure. About the author → Each article includes working code, architecture diagrams, and references to the specific frameworks and standards discussed. Browse all posts or explore related topics using the tag cloud above.