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Kim Namhyun

SW engineer at Device Solution, Samsung Electronics.

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Samsung Electronics

Local LLM Agent Benchmark: Comparing 6 Models in Real-World Scenarios
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Local LLM Agent Benchmark: Comparing 6 Models in Real-World Scenarios

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5 min read

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Designing a Tool Architecture for AI Agents — Base Tools, Toolkits, and Dynamic Routing
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Designing a Tool Architecture for AI Agents — Base Tools, Toolkits, and Dynamic Routing

#agents #ai #architecture #llm
1
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3 min read
Xoul, AI Agent : Optimizing Web Search — From 20s to 8s
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Xoul, AI Agent : Optimizing Web Search — From 20s to 8s

#agents #ai #llm #performance
2
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4 min read
Solving Key Collisions in LLM Memory — Embedding Model Swap and Hybrid Normalization
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Solving Key Collisions in LLM Memory — Embedding Model Swap and Hybrid Normalization

#llm #machinelearning #rag #systemdesign
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5 min read
Improving Host↔VM File Transfer in a Local AI Agent — Smart Search + Deduplication
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Improving Host↔VM File Transfer in a Local AI Agent — Smart Search + Deduplication

#agents #ai #linux #security
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4 min read
Designing a 3-Tier Memory System for a Local AI Agent — STM / MTM / LTM
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Designing a 3-Tier Memory System for a Local AI Agent — STM / MTM / LTM

#agents #ai #llm #systemdesign
2
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3 min read
Debugging a Local LLM Agent's Memory System 🧠
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Debugging a Local LLM Agent's Memory System 🧠

#agents #ai #llm #testing
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5 min read
Building My Own Openclaw With Local LLM Model: The Xoul Development Story
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Building My Own Openclaw With Local LLM Model: The Xoul Development Story

#ai #python #project #automation
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14 min read
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