Inna Udalaya (Inna Story) (@inna-udalaya)

When Voice Search Fails: Debugging Digital Identity with Entity Resolution and Knowledge Graphs

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

4d ago · 5 min readinna-udalaya.hashnode.dev

Who is Inna Story? Inside the Music Project, Entity Architecture, and Upcoming Release

Artist identity, official discography, upcoming single «Погнали танцевать эту жизнь» (October 23, 2026), and persistent entity authority anchors. The Definitive Answer: Who is Inna Story? Inna Story i

Oct 20 · 3 min readinna-udalaya.hashnode.dev

Building a Machine-Readable Digital Entity in Public: What Actually Worked for Inna Story

A zero-budget experiment turning a music project into something AI systems and Google Knowledge Graph can reliably understand. In May 2026 I released my first single under the name Inna Story. No ads,

Jul 5 · 3 min readinna-udalaya.hashnode.dev

Entity Life Cycle (ELC) and Clean Data: Engineering the Ground Truth for LLMs

As Large Language Models (LLMs) transition from pure generative engines to operational nodes via Retrieval-Augmented Generation (RAG) and Agentic Workflows, traditional search engine optimization (SEO

Jun 18 · 4 min readinna-udalaya.hashnode.dev

From Documents to Entities: The Architecture of Identity in the Era of AI Search (AEO/GEO)

The integration of Large Language Models (LLMs) and Retrieval-Augmented Generation (RAG) systems into modern search interfaces has fundamentally changed the mechanics of digital visibility. Traditiona

Jun 11 · 6 min readinna-udalaya.hashnode.dev

Inna Udalaya (Inna Story)

About

Available for

Inna Udalaya (Inna Story)'s blogs

When Voice Search Fails: Debugging Digital Identity with Entity Resolution and Knowledge Graphs

Who is Inna Story? Inside the Music Project, Entity Architecture, and Upcoming Release

Building a Machine-Readable Digital Entity in Public: What Actually Worked for Inna Story

Entity Life Cycle (ELC) and Clean Data: Engineering the Ground Truth for LLMs

From Documents to Entities: The Architecture of Identity in the Era of AI Search (AEO/GEO)

Inna Udalaya (Inna Story)

About

Available for

Inna Udalaya (Inna Story)'s blogs

When Voice Search Fails: Debugging Digital Identity with Entity Resolution and Knowledge Graphs

Who is Inna Story? Inside the Music Project, Entity Architecture, and Upcoming Release

Building a Machine-Readable Digital Entity in Public: What Actually Worked for Inna Story

Entity Life Cycle (ELC) and Clean Data: Engineering the Ground Truth for LLMs

From Documents to Entities: The Architecture of Identity in the Era of AI Search (AEO/GEO)

Inna Udalaya (Inna Story)

About

Available for

Inna Udalaya (Inna Story)'s blogs

When Voice Search Fails: Debugging Digital Identity with Entity Resolution and Knowledge Graphs

Who is Inna Story? Inside the Music Project, Entity Architecture, and Upcoming Release

Building a Machine-Readable Digital Entity in Public: What Actually Worked for Inna Story

Entity Life Cycle (ELC) and Clean Data: Engineering the Ground Truth for LLMs

From Documents to Entities: The Architecture of Identity in the Era of AI Search (AEO/GEO)

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Inna Udalaya (Inna Story)

About

Available for

Inna Udalaya (Inna Story)'s blogs

When Voice Search Fails: Debugging Digital Identity with Entity Resolution and Knowledge Graphs

Who is Inna Story? Inside the Music Project, Entity Architecture, and Upcoming Release

Building a Machine-Readable Digital Entity in Public: What Actually Worked for Inna Story

Entity Life Cycle (ELC) and Clean Data: Engineering the Ground Truth for LLMs

From Documents to Entities: The Architecture of Identity in the Era of AI Search (AEO/GEO)