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Julia Denysova

Senior Backend Engineer (Java) with 10 years experience | AI‑driven developer | AWS Certified

Location Bulgaria Joined Joined on 
Spring AI Retries and Embeddings: Failed Answers and Full Re-indexes — LLM Cost Control 4/4
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Spring AI Retries and Embeddings: Failed Answers and Full Re-indexes — LLM Cost Control 4/4

#java #ai #springboot #llm
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9 min read

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Spring AI RAG and Tool Calling: Paying for Context You Don't Use — LLM Cost Control 3/4
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Spring AI RAG and Tool Calling: Paying for Context You Don't Use — LLM Cost Control 3/4

#java #springboot #ai #llm
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7 min read
Spring AI Prompt Caching and Chat Memory: Where the Tokens Go — LLM Cost Control 2/4
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Spring AI Prompt Caching and Chat Memory: Where the Tokens Go — LLM Cost Control 2/4

#java #springboot #ai #llm
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10 min read
Spring AI Token Usage: Measure Cost Before You Pick a Model — LLM Cost Control 1/4
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Spring AI Token Usage: Measure Cost Before You Pick a Model — LLM Cost Control 1/4

#java #springboot #ai #llm
3
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7 min read
How to Reduce LLM Costs in Spring AI 2.0: 10 Practical Controls
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How to Reduce LLM Costs in Spring AI 2.0: 10 Practical Controls

#java #springboot #ai #llm
Comments
3 min read
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