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Code Story

stacklist.com/codestory

Code Story is a podcast featuring founders, tech leaders, CTO's, CEO's, and software architects, reflecting on their human story in creating world changing, disruptive digital products.

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Beyond Bots: Ilia Zintchenko on Transaction Classification AI (Ntropy)

Code Story podcast features a special episode with Ilia Zintchenko, CTO and Co-founder of Ntropy, discussing their LLM stack, reliability optimization, and the use of small and large language models for financial data standardization. The conversation covers system costs, data sources, predictive vs generative learning, and the real impact of AI on financial services.

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Summary

Code Story podcast features a special episode with Ilia Zintchenko, CTO and Co-founder of Ntropy, discussing their LLM stack, reliability optimization, and the use of small and large language models for financial data standardization. The conversation covers system costs, data sources, predictive vs generative learning, and the real impact of AI on financial services.

Tags

llm · financial-data · ai · startup · podcast · fintech · data-enrichment

Key entities

Ilia Zintchenko (person, 0.99) · Ntropy (organization, 0.99) · Code Story Podcast - Beyond Bots (event, 0.95) · LLM (technology, 0.95) · financial data standardization (concept, 0.9) · predictive vs generative learning (concept, 0.85) · Nare (person, 0.7)

Classification

transcript · language en · status final

Provenance

claude-opus-4-6 via @stacklist/mcp-server@2.0.0, confidence 0.85, 24 Jul 2026