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      <news:title>Maximize DeepSeek V4-Flash Output Quality Using High Reasoning Effort Flags</news:title>
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      <news:title>Оптимізація якості генерації DeepSeek V4-Flash через прапорець High Reasoning Effort</news:title>
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      <news:title>Anthropic Post-Mortem Highlights Network Misconfigurations in AI Agent Evaluations</news:title>
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      <news:title>Звіт Anthropic підкреслює ризики помилок мережевої конфігурації під час тестування AI-агентів</news:title>
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      <news:title>Open-Source AI Agent Benchmark: Hermes Overtakes OpenClaw in Token Volume</news:title>
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      <news:title>Порівняння AI-агентів: Hermes Agent випереджає OpenClaw за обсягом токенів</news:title>
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      <news:title>DeepSeek V4-Flash API Public Beta Launches with Native Codex Integration</news:title>
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      <news:title>Публічна бета-версія API DeepSeek V4-Flash отримала інтеграцію з Codex</news:title>
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      <news:title>Practical Workflows for Running Local Models with Ollama</news:title>
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      <news:title>Практичні сценарії використання локальних моделей через Ollama</news:title>
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