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structured-analysis

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JianHuangLyu / 2026_NCHC_Summer_Intern_Project

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病理影像異常區域定位與結構化分析系統 結合 YOLO 異常區域定位、教師模型引導的技能／提示詞最佳化，以及學生多模態模型的結構化推論。系統先在病理影像中找出候選異常區域，再由使用者選擇真正要分析的 ROI，最後以固定 JSON Schema 產生逐區域、可追溯且可保存的形態學報告

yolo object-detection vlm pathology structured-analysis llm skillopt
  • Updated Aug 25, 2026
  • Python

chigwell / eduai-friction

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eduai-friction is a package promoting informed discussions around AI in education by analyzing "Four Frictions" and providing actionable steps.

educational-technology mitigation-strategies structured-analysis ethical-concerns ai-literacy ai-adoption ai-integration-in-education educational-challenges four-frictions-framework technical-barriers pedagogical-shifts policy-implications resistance-to-ai actionable-steps stakeholder-discussions
  • Updated Dec 21, 2025
  • Python

chigwell / refactor-llm-analyzer

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A new package designed to facilitate structured and reliable analysis of user input related to software refactoring in the context of LLM capabilities. It accepts a user's discussion or question about

pattern-matching software-refactoring knowledge-extraction theme-extraction structured-analysis insights-generation automated-decision-making llm-capabilities user-input-processing pattern-validation text-based-input structured-summaries reliable-analysis concern-extraction strategy-extraction automatic-categorization free-form-discussion-analysis consistent-interpretation
  • Updated Dec 21, 2025
  • Python

chigwell / fp-associativity-analyzer

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A new package that takes a user's text input about floating-point arithmetic or SIMD programming challenges and returns a structured analysis of potential associativity issues. It uses an LLM to gener

pattern-matching high-performance-computing research-tool simd-programming automated-analysis floating-point-arithmetic developer-tool structured-analysis llm-insights consistent-formatting reliable-output associativity-issues text-input-analysis non-associativity unexpected-results
  • Updated Dec 21, 2025
  • Python

chigwell / stackexchange-question-analyzer

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The package aims to provide a structured analysis of user-generated content on platforms like Stack Exchange by determining the monthly volume of questions asked. This is useful for understanding comm

data-analysis stack-exchange user-generated-content time-range health-assessment structured-analysis researcher-tools question-analysis user-behavior-insights monthly-volume community-engagement-trends peak-activity-periods technical-communities platform-identifier precise-question-count community-manager-tools platform-administrator-tools content-creation-patterns
  • Updated Dec 21, 2025
  • Python

chigwell / taleb-analysis

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A new package would provide a text input describing a system, event, or scenario, and return a structured analysis based on Nassim Taleb's concepts of Black Swan events and antifragility. It would ide

decision-making risk-assessment volatility resilience risk-management text-input strategic-planning system-analysis event-analysis scenario-analysis structured-analysis nassim-taleb antifragility black-swan-events workflow-integration fragile-system robust-system antifragile-system hidden-risks strategic-resilience
  • Updated Dec 21, 2025
  • Python

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