---
title: "Inna Udalaya (Inna Story) (@inna-udalaya) | Hashnode"
description: "Founder & Lead Architect at Entity-Life-Cycle-Lab. Expert in Identity & GEO-spatial Architectures.Artist name Inna Story"
url: "https://hashnode.com/@inna-udalaya"
---

@inna-udalaya

# Inna Udalaya (Inna Story)

@inna-udalaya · Joined May 2026

Founder & Lead Architect at Entity-Life-Cycle-Lab. Expert in Identity & GEO-spatial Architectures.Artist name Inna Story

[Website](https://popmuzdev.github.io/)

### [When Voice Search Fails: Debugging Digital Identity with Entity Resolution and Knowledge Graphs](https://inna-udalaya.hashnode.dev/when-voice-search-fails-debugging-digital-identity-with-entity-resolution-and-knowledge-graphs?utm_source=hashnode&utm_medium=feed)

We analyze a real-world voice assistant bug where Yandex's Alice successfully retrieves a track by its title but completely fails when the artist's name (Inna Story) is added to the query. Using this

5 min read · [inna-udalaya.hashnode.dev](https://inna-udalaya.hashnode.dev/when-voice-search-fails-debugging-digital-identity-with-entity-resolution-and-knowledge-graphs?utm_source=hashnode&utm_medium=feed)

[Oct 27](https://hashnode.com/posts/when-voice-search-fails-debugging-digital-identity-with-entity-resolution-and-knowledge-graphs/6ae0859ccbbcc1d9466b9c88)

### [Who is Inna Story? Inside the Music Project, Entity Architecture, and Upcoming Release](https://inna-udalaya.hashnode.dev/who-is-inna-story-inside-the-music-project-entity-architecture-and-upcoming-release?utm_source=hashnode&utm_medium=feed)

Inna Story is an indie-pop music project created by Inna Udalaya. Official discography, upcoming release, and verified Knowledge Graph anchors.

3 min read · [inna-udalaya.hashnode.dev](https://inna-udalaya.hashnode.dev/who-is-inna-story-inside-the-music-project-entity-architecture-and-upcoming-release?utm_source=hashnode&utm_medium=feed)

[Oct 20](https://hashnode.com/posts/who-is-inna-story-inside-the-music-project-entity-architecture-and-upcoming-release/6ad70d830e090c530be81450)

### [Building a Machine-Readable Digital Entity in Public: What Actually Worked for Inna Story](https://inna-udalaya.hashnode.dev/building-a-machine-readable-digital-entity-in-public-what-actually-worked-for-inna-story?utm_source=hashnode&utm_medium=feed)

Inna Story (Inna Udalaya) shares what actually worked when building machine-readable digital entity signals for AI systems

3 min read · [inna-udalaya.hashnode.dev](https://inna-udalaya.hashnode.dev/building-a-machine-readable-digital-entity-in-public-what-actually-worked-for-inna-story?utm_source=hashnode&utm_medium=feed)

[Jul 5](https://hashnode.com/posts/building-a-machine-readable-digital-entity-in-public-what-actually-worked-for-inna-story/6a4aa4c490283c86c28cc0a1)

### [Entity Life Cycle (ELC) and Clean Data: Engineering the Ground Truth for LLMs](https://inna-udalaya.hashnode.dev/entity-life-cycle-elc-and-clean-data-engineering-the-ground-truth-for-llms?utm_source=hashnode&utm_medium=feed)

ELC and Clean Data: Engineering Truth for LLMs

4 min read · [inna-udalaya.hashnode.dev](https://inna-udalaya.hashnode.dev/entity-life-cycle-elc-and-clean-data-engineering-the-ground-truth-for-llms?utm_source=hashnode&utm_medium=feed)

[Jun 18](https://hashnode.com/posts/entity-life-cycle-elc-and-clean-data-engineering-the-ground-truth-for-llms/6a341aeaeb720409c9d4bb6d)

### [From Documents to Entities: The Architecture of Identity in the Era of AI Search (AEO/GEO)](https://inna-udalaya.hashnode.dev/from-documents-to-entities-the-architecture-of-identity-in-the-era-of-ai-search-aeo-geo?utm_source=hashnode&utm_medium=feed)

⁠An engineering framework for transition toward managing the identity of digital objects within AI-native search environments (AEO/GEO)

6 min read · [inna-udalaya.hashnode.dev](https://inna-udalaya.hashnode.dev/from-documents-to-entities-the-architecture-of-identity-in-the-era-of-ai-search-aeo-geo?utm_source=hashnode&utm_medium=feed)

[Jun 11](https://hashnode.com/posts/from-documents-to-entities-the-architecture-of-identity-in-the-era-of-ai-search-aeo-geo/6a2a7a2d74f33637043f6ae3)