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한국어(KO) Imbad0202의 'academic-research-skills'(ARS)는 Claude Code용 학술 연구 보조 툴킷으로, 인간-중심 워크플로를 강조한다. 인용 출처 트러스트체인과 세 층 인용 앵커, 주장 수준 감사(ARS_CLAIM_AUDIT), 무결성 게이트·캘리브레이션(FNR

Academic research toolkit for Claude Code emphasizes human-centric workflows

By PulseAugur Editorial · [1 sources] ·

Imbad0202 has released the 'academic-research-skills' (ARS) toolkit, designed as an academic research assistant for Claude Code. This toolkit emphasizes human-centered workflows and incorporates features like citation source trust chains, a three-tier citation anchor, claim-level auditing (ARS_CLAIM_AUDIT), and integrity gates with calibration (FNR/FPR metrics). Updates to versions v3.7 and v3.8 aim to enhance citation and evidence verification, as well as quality control in academic research. AI

IMPACT This toolkit aims to improve the quality and trustworthiness of academic research conducted using AI, potentially setting new standards for AI-assisted scholarly work.

RANK_REASON The item describes a toolkit for a specific platform (Claude Code), which falls under the 'tool' category.

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AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

Academic research toolkit for Claude Code emphasizes human-centric workflows

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  1. Mastodon — fosstodon.org TIER_1 한국어(KO) · [email protected] ·

    Imbad0202's 'academic-research-skills'(ARS) is an academic research toolkit for Claude Code, emphasizing human-centered workflows. It includes citation source trustchain and three-layer citation anchor, claim-level audit (ARS_CLAIM_AUDIT), and integrity gate/calibration (FNR

    Imbad0202의 'academic-research-skills'(ARS)는 Claude Code용 학술 연구 보조 툴킷으로, 인간-중심 워크플로를 강조한다. 인용 출처 트러스트체인과 세 층 인용 앵커, 주장 수준 감사(ARS_CLAIM_AUDIT), 무결성 게이트·캘리브레이션(FNR/FPR 기준) 등 v3.7·v3.8 업데이트로 인용·증거 검증과 품질 관리를 강화한다. https:// github.com/Imbad0202/academic- research-skills # ai # academi…

    LINKS github.com/…/academic-research-skills

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