Research & Search

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Search and review literature and prior work

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科研伙伴助手。当用户想要讨论论文、学习知识点、头脑风暴研究想法、搜索学术文献、探讨数学建模、或进行学术交流时使用此 skill。触发短语包括："讨论论文"、"研究想法"、"头脑风暴"、"搜文献"、"帮我理解"、"一起研究"、"科研问题"等。

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Product research: market, competitors, personas, validation, pricing. Triggers: market research, competitor analysis.

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Institutional research and analyst ratings — buy/hold/sell distribution, consensus price target, EPS/revenue forecasts, and rating change history. ESG and credit ratings are not available via Longbridge. Triggers: "研报评级", "机构评级", "买入评级", "目标价", "机构观点", "分析师推荐", "券商评级", "机构研究", "研報評級", "機構評級", "買入評級", "目標價", "機構觀點", "分析師推薦", "券商評級", "analyst rating", "institution rating", "buy rating", "price target", "broker recommendation", "analyst opinion", "research rating", "sell-side rating", "consensus target", "EPS forecast", "analyst consensus".

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Source reputation tiers, cross-referencing methodology, bias detection, and citation format requirements

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Deep research using Perplexity AI. Comprehensive reports with citations and analysis.

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Dispatches SOTA research before proposing any new feature, architecture, or technology choice. Use when facing design decisions, not when implementing existing specs.

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Show statistics about the product research evidence library

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Research methodology in psychology. Covers experimental design (independent/dependent variables, random assignment, control conditions, between/within-subjects designs), research ethics (informed consent, deception, debriefing, IRB review, APA ethical principles), statistical methods in psychology (null hypothesis significance testing, p-values, effect sizes, confidence intervals, power analysis), and the replication crisis (publication bias, p-hacking, questionable research practices, preregistration, open science). Use when designing psychological research, evaluating study quality, interpreting statistical findings, or discussing methodological rigor in psychology.

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Avoid common methodological mistakes in clinical research with MIMIC-IV and eICU databases. Covers immortal time bias, information leakage, selection bias, and other critical pitfalls.

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Use when transforming analysis/data into persuasive narratives—presenting to executives, explaining technical concepts to non-technical audiences, creating customer-facing communications, writing investor updates, announcing changes, turning research into insights, or when user mentions "write this for", "explain to", "present findings", "make this compelling", "audience is". Invoke when information needs to become a story tailored to specific stakeholders.

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Create GitHub Issue knowledge entries. TRIGGERS - share knowledge, document solution, create how-to, add to knowledge base.

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Document complex domain knowledge as self-contained packages with multiple reading paths

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Orchestrate comprehensive 7-phase RBMAS research for multi-dimensional queries (4+ dimensions). Coordinates multiple specialist agents through SCOPE → PLAN → RETRIEVE → TRIANGULATE → DRAFT → CRITIQUE → PACKAGE methodology. Use for thorough internet research requiring multiple sources, iterative refinement, and quality gates. Triggers - research, investigate, analyze with 4+ distinct dimensions or comprehensive depth requirements.

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Research events from Instagram, web aggregators, and Facebook event URLs. Use when scraping event sources, downloading flyer images, or extracting event details.

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Create original surveys, benchmarks, and aggregated data nobody else has. Automate data collection for content moats. Triggers on: "create original data", "proprietary data", "survey design", "benchmark study", "original research", "data-driven content", "create a survey", "industry benchmark", "aggregated data", "unique data", "first-party data", "data moat", "generate research data", "create a study", "original statistics", "data nobody else has", "competitive data advantage".

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Aggregate prospect intelligence from multiple sources including news, social media, company websites, and financial data.

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How to do research for benchmarking, financial and economic modeling, and other business analysis tasks.

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When searching for authoritative sources for skills or validating existing source links.

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Subject's own words - tweets, blogs, forums, chat logs

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AIのハルシネーション（幻覚・誤情報生成）を防止するスキル。プロンプトレベル、パラメータレベル、検証レベルの3層防御により、信頼性の高いAI出力を実現。 Anchors: • Thinking, Fast and Slow (Daniel Kahneman) / 適用: System 1/2思考分離 / 目的: 直感的推測の抑制と論理的検証の強制 • Design by Contract (Bertrand Meyer) / 適用: 入出力契約設計 / 目的: 事前条件・事後条件・不変条件による出力保証 • The Pragmatic Programmer / 適用: 実践的改善と品質維持 / 目的: 段階的検証とフィードバックループ構築 Trigger: Use when preventing AI hallucinations, ensuring factual accuracy, requiring verifiable outputs, or implementing truth constraints. hallucination prevention, fact-checking, verification, accuracy, factual output, citation required, ground truth, temperature tuning

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Draft research manuscripts quickly with structured sections, evidence links, and confidence ceilings.

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Initialize arifOS session context. Use when the user types /000, asks to initialize the session, load canon/governance context, check current version, or summarize git status/branch/recent commits.

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Polish a single H3 unit file under `sections/` into survey-grade prose (de-template + contrast/eval/limitation), without changing citation keys. **Trigger**: subsection polisher, per-subsection polish, polish section file, 小节润色, 去模板, 结构化段落. **Use when**: `sections/S*.md` exists but reads rigid/template-y; you want to fix quality locally before `section-merger`. **Skip if**: subsection files are missing, evidence packs are incomplete, or `Approve C2` is not recorded. **Network**: none. **Guardrail**: do not invent facts/citations; do not add/remove citation keys; keep citations within the same H3; keep citations subsection-scoped.

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Upgrade project dependencies with breaking change research for major version updates. Use when the user asks to "update dependencies", "upgrade packages", "upgrade dependencies", "update deps", "upgrade deps", "update npm deps", "update Swift packages", "cargo update", "go get updates", "bundle update", or "pip upgrade".

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Build per-H3 writer context packs (NO PROSE): merge briefs + evidence packs + anchor facts + allowed citations into a single deterministic JSONL, so drafting is less hollow and less brittle. **Trigger**: writer context pack, context pack, drafting pack, paragraph plan pack, 写作上下文包. **Use when**: `outline/subsection_briefs.jsonl` + `outline/evidence_drafts.jsonl` + `outline/anchor_sheet.jsonl` exist and you want to make C5 drafting easier/more consistent. **Skip if**: upstream evidence is missing or scaffolded (fix `paper-notes` / `evidence-binder` / `evidence-draft` / `anchor-sheet` first). **Network**: none. **Guardrail**: NO PROSE; do not invent facts/citations; only use citation keys present in `citations/ref.bib`.

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Generate LESSONS.md retrospective files that capture institutional knowledge, especially failures. Use when closing out journalism projects, investigations, events, or publications. Includes templates for research projects, event post-mortems, editorial tools, and publications.

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Clinical variant interpretation using ClinVar, ACMG guidelines, and pathogenicity predictors. Prioritize variants for diagnostic and research applications.

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Design and interpret validated psychometric instruments for measuring wellbeing outcomes. Use when creating measurement frameworks, selecting assessment tools, designing surveys, or analyzing wellbeing data. Covers reliable scales with strong psychometric properties for research and evaluation.

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Research a bug, improvement, or feature request thoroughly, ask clarifying questions, then create a detailed GitHub issue with acceptance criteria.

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Automate LinkedIn tasks via Rube MCP (Composio): create posts, manage profile, company info, comments, and image uploads. Always search tools first for current schemas.

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Critique dimensions and scoring for research document reviews

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Navigate the mind from curiosity about behavior to clinical research.

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Summarize sprint status and surface risks. Use when the user says "check sprint status" or "show sprint status"

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Mine transcripts, .agents, bd, and git for skill diffs, bd updates, or rare wiki entries.

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Identify and visualize research gaps, coverage, and conflicts with explicit constraints and evidence.