asgard-ai-platform

@asgard-ai-platform source repo

281 skills
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5 hours ago last updated

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Algo Risk Credit · asgard-ai-platform bundle
Build credit scoring models to predict default probability from borrower characteristics. Use this skill when the user needs to assess creditworthiness, build a credit scorecard, or evaluate lending risk — even if they say 'predict default risk', 'credit scoring', or 'loan approval model'.

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Spec Workflow 2 · asgard-ai-platform
Use when medium-to-large work needs requirements, design, task planning, readiness checks, and implementation governance before coding. Language-neutral.

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Feature Workflow 2 · asgard-ai-platform bundle
Feature Workflow

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Cs Sop · asgard-ai-platform bundle
Design customer service operations including tiered support (L1/L2/L3), response templates, SLA definitions, escalation procedures, and complaint handling. Use this skill when the user needs to set up a CS team, create service standards, design escalation flows, or improve response quality — even if they say 'our CS is a mess', 'how should we handle complaints', 'set up support tiers', or 'create CS SOPs'.

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Biz Bsc · asgard-ai-platform bundle
Apply the Balanced Scorecard (BSC) framework to translate strategy into measurable objectives across Financial, Customer, Internal Process, and Learning & Growth perspectives. Use this skill when the user needs to set strategic KPIs, create a strategy map, align organizational goals, or connect daily operations to strategic vision — even if they say 'how do we measure strategy execution' or 'our KPIs feel disconnected'.

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Biz Dcf · asgard-ai-platform bundle
Build Discounted Cash Flow (DCF) valuation models to estimate intrinsic value. Use this skill when the user needs to value a company, evaluate an investment, estimate fair share price, or build financial projections — even if they say 'what is this company worth', 'should we acquire them', or 'build me a valuation model'.

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Biz Erm · asgard-ai-platform bundle
Enterprise risk management (ERM) framework layer — integrates COSO ERM 2017 (five components, 20 principles), ISO 31000, three-lines model, risk appetite, risk heatmap, and key risk indicators (KRI) into a complete governance playbook covering structure through culture. Use for ERM implementation, risk-system build, risk mapping, risk-appetite statement drafting, three-lines setup, CRO role design, or Taiwan FSC corporate-governance evaluation response. Triggers: 『ERM 導入』『風險管理框架』『COSO』『風險地圖』『風險胃納』『KRI』『CRO 職責』『三道防線』『風險委員會』『ISO 31000』『風險熱圖』『風險治理』. For 師大／政大／陽交 EMBA risk-management/governance/audit cases. Complements Asgard `algo-risk-*` (Altman Z, Benford, credit, VaR) with the framework/governance layer. 獨董挑選/董事會組成/IPO 治理: use `biz-corporate-governance`.

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Biz Stp · asgard-ai-platform bundle
Apply STP (Segmentation, Targeting, Positioning) framework for market strategy. Use this skill when the user needs to define target customer segments, select which segments to pursue, or craft a positioning statement — even if they say 'who is our customer', 'which market should we focus on', or 'how should we position ourselves'.

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Biz Toc · asgard-ai-platform bundle
Apply Theory of Constraints (TOC) to identify and manage system bottlenecks. Use this skill when the user needs to find what limits throughput, optimize a constrained process, apply the Five Focusing Steps, or implement Drum-Buffer-Rope scheduling — even if they say 'our output is stuck', 'what's the bottleneck', or 'why can't we produce more'.

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UX Jtbd · asgard-ai-platform bundle
Apply Jobs to Be Done (JTBD) framework to understand customer motivation through functional, emotional, and social jobs. Use this skill when the user needs to understand why customers hire or fire a product, discover unmet needs, write job stories, or reframe product strategy around customer outcomes — even if they say 'why do customers buy this', 'what need does this serve', or 'customers aren't using our product as intended'.

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Grad Ant · asgard-ai-platform bundle
Apply Actor-Network Theory (Latour, Callon) to trace how human and non-human actors (actants) form networks through translation processes. Use this skill when the user needs to map sociotechnical assemblages, analyze how innovations stabilize or fail through network-building, trace the four moments of translation (problematization, interessement, enrollment, mobilization), or when they ask 'how did this technology become accepted', 'who and what holds this network together', or 'why did this innovation fail to gain traction'.

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Grad Cas · asgard-ai-platform bundle
Apply Complex Adaptive Systems theory to analyze phenomena exhibiting emergence, self-organization, co-evolution, and edge-of-chaos dynamics. Use this skill when the user needs to understand why a system behaves unpredictably despite known components, model agent-based interactions that produce emergent outcomes, analyze fitness landscapes, or when they ask 'why does this system behave in ways no one designed', 'how do local interactions create global patterns', or 'why do small changes sometimes cause massive system shifts'.

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Grad Cct · asgard-ai-platform bundle
Apply Consumer Culture Theory to analyze consumption as a cultural practice shaped by identity, marketplace cultures, and ideology. Use this skill when the user needs to interpret consumer behavior through cultural lenses, analyze brand communities or subcultures of consumption, decode marketplace ideologies, or when they ask 'why do consumers behave this way culturally', 'what does this consumption mean', or 'how does identity shape buying'.

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Grad Did · asgard-ai-platform bundle
Apply Difference-in-Differences (DID) to estimate causal treatment effects by comparing changes in outcomes between treatment and control groups. Use this skill when the user evaluates policy interventions, natural experiments, or regulatory changes, needs to test parallel trends, or when they ask 'did this policy work', 'how do I identify causal effects without randomization', or 'what is the treatment effect'.

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Grad Elm · asgard-ai-platform bundle
Apply the Elaboration Likelihood Model to design persuasion strategies by matching message type to audience elaboration level. Use this skill when the user needs to craft persuasive communications, choose between argument-based and cue-based messaging, predict attitude durability after a campaign, or when they ask 'why did the message fail to persuade', 'how to change resistant attitudes', or 'should we use data or endorsements'.

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Grad Hlm · asgard-ai-platform bundle
Apply Hierarchical Linear Modeling (HLM) to analyze nested data structures with random intercepts and slopes, accounting for intra-class correlation and cross-level interactions. Use this skill when the user has students nested in schools, employees in firms, or repeated measures in individuals, needs to partition variance across levels, or when they ask 'how do I handle nested data', 'what is ICC', or 'do group-level factors moderate individual-level relationships'.

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Grad Oli · asgard-ai-platform bundle
Apply Dunning's OLI Paradigm (Eclectic Theory) to evaluate foreign direct investment decisions based on Ownership, Location, and Internalization advantages. Use this skill when the user needs to decide whether to invest abroad, choose between FDI modes (wholly-owned subsidiary, joint venture, licensing), or explain why a firm internationalizes through FDI rather than export or licensing.

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Grad Sdt · asgard-ai-platform bundle
Apply Self-Determination Theory to analyze motivation quality along the autonomy continuum and design interventions that satisfy basic psychological needs. Use this skill when the user needs to diagnose why intrinsic motivation is declining, evaluate incentive structures for motivational crowding, design need-supportive environments, or when they ask 'why did rewards backfire', 'how to foster intrinsic motivation', or 'what needs drive engagement'.

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Grad Sem · asgard-ai-platform bundle
Apply Structural Equation Modeling (SEM) to test hypothesized causal structures by combining measurement models (CFA) and structural models (path analysis). Use this skill when the user needs to validate latent constructs, test mediation or moderation paths, assess model fit with CFI/TLI/RMSEA/SRMR, or when they ask 'do these variables form a causal chain', 'how do I test my theoretical model', or 'is my measurement model valid'.

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Grad Tpb · asgard-ai-platform bundle
Apply the Theory of Planned Behavior to predict behavioral intentions from attitudes, subjective norms, and perceived behavioral control, and identify intervention leverage points. Use this skill when the user needs to predict adoption of a new behavior, diagnose why an intended behavior does not occur, design behavior change campaigns, or when they ask 'why do people not follow through', 'what predicts behavior change', or 'how to increase adoption rates'.

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Law Irac · asgard-ai-platform bundle
Apply IRAC (Issue, Rule, Application, Conclusion) method for structured legal analysis. Use this skill when the user needs to analyze a legal question systematically, write a legal memo, evaluate whether a law applies to a situation, or structure a legal argument — even if they say 'does this law apply', 'analyze this legal issue', or 'write a legal analysis'.

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Stat Eda · asgard-ai-platform bundle
Conduct Exploratory Data Analysis (EDA) using descriptive statistics, visualizations, and data quality checks. Use this skill when the user has a dataset and needs to understand its structure, find patterns, detect anomalies, or prepare data for further analysis — even if they say 'what does this data look like', 'find interesting patterns', 'clean this data', or 'summarize this dataset'.

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Biz 4p 7p · asgard-ai-platform bundle
Apply the Marketing Mix (4P/7P) framework to design tactical marketing decisions across Product, Price, Place, Promotion — plus People, Process, Physical Evidence for services. Use this skill when the user needs to plan a product launch, design a go-to-market strategy, or audit their marketing mix — even if they say 'how should we price this', 'where should we sell', or 'what's our go-to-market plan'.

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Grad Capm · asgard-ai-platform bundle
Apply the Capital Asset Pricing Model (CAPM) to estimate expected returns and assess risk-return tradeoffs. Use this skill when the user needs to calculate expected return on an asset, interpret beta as systematic risk exposure, evaluate whether an investment compensates for risk, or when they ask 'what return should I expect', 'what is the risk premium', or 'how does beta affect pricing'.

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Grad Flow · asgard-ai-platform bundle
Apply flow theory to diagnose optimal experience conditions and design environments that balance challenge and skill for sustained engagement. Use this skill when the user needs to explain why users disengage from tasks, optimize task difficulty for peak performance, design learning progressions or gamification systems, or when they ask 'why do people lose focus', 'how to design for engagement', or 'what conditions produce peak performance'.

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Law Labor · asgard-ai-platform bundle
Analyze Taiwan labor law fundamentals under the Labor Standards Act including working hours, overtime, leave, and termination rules. Use this skill when the user needs to understand employment obligations, calculate overtime pay, evaluate whether a termination is lawful, or design compliant HR policies — even if they say 'how much overtime pay do I owe', 'can I fire this employee', 'what leave are employees entitled to', or 'are we complying with labor law'.

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Biz Ansoff · asgard-ai-platform bundle
Apply Ansoff Matrix to evaluate growth strategy options across market and product dimensions. Use this skill when the user needs to decide how to grow — through existing vs new markets and existing vs new products. Also use when the user asks 'how should we grow', 'should we launch a new product or expand to new markets', or 'what's our growth strategy'.

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Biz Dupont · asgard-ai-platform bundle
Apply DuPont Analysis to decompose Return on Equity (ROE) into profitability, efficiency, and leverage components. Use this skill when the user needs to diagnose why ROE is high or low, compare financial performance drivers across companies, or identify which operational lever to pull — even if they say 'why is our ROE declining' or 'how do we improve returns'.

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Biz Pestel · asgard-ai-platform bundle
Apply PESTEL framework to scan the macro-environment across Political, Economic, Social, Technological, Environmental, and Legal dimensions. Use this skill when the user needs to assess external macro factors affecting a business, industry, or market — especially before entering a new country, launching a product, or evaluating regulatory risk. Also use when the user mentions 'macro analysis', 'external environment', or 'what trends should we watch'.

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Grad Tpack · asgard-ai-platform bundle
Apply the TPACK framework to evaluate and design technology-integrated instruction at the intersection of technological, pedagogical, and content knowledge. Use this skill when the user needs to assess teacher readiness for technology integration, design professional development for ed-tech, or evaluate whether technology use is pedagogically grounded — even if they say 'how to integrate technology in teaching', 'ed-tech evaluation', or 'teacher technology competency'.

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Hum Ethics · asgard-ai-platform bundle
Apply ethical frameworks — deontology, utilitarianism, virtue ethics, and justice theory — to analyze moral dilemmas and make principled decisions. Use this skill when the user presents a concrete moral dilemma, a decision with ethical implications, or needs a structured multi-framework ethical analysis, even if they say 'is this the right thing to do', 'what are the ethical implications of this decision', or 'evaluate this dilemma through different ethical lenses'.

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Med Health · asgard-ai-platform bundle
Use when writing a medical or health news story — clinical research breakthroughs, public health alerts, drug approvals, epidemiology, health policy, patient stories, risk communication — from research papers, press releases, health authority statements, or interviews. Specializes the med-news-reporter workflow for health-beat discipline: relative risk framing, absolute baseline inclusion, evidence-hierarchy verification, deidentification protocol, and WHO suicide-reporting compliance. Triggers on phrases like '寫一篇醫學新研究', 'draft a health news piece', '整理流行病新聞', '幫我把這份臨床試驗結果寫成新聞', '健康新聞報導', 'write up this drug approval', 'health story from this study'. Do NOT use for medical advice (→ consult healthcare provider), pharmaceutical marketing (→ mkt-pharma), hospital PR/press release in house voice (→ pr-press-release).

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Algo Ad Ctr · asgard-ai-platform bundle
Build CTR prediction models for estimating ad click-through rates from features. Use this skill when the user needs to predict click probability, build an ad ranking model, or evaluate ad creative performance — even if they say 'predict click rate', 'ad relevance scoring', or 'which ad will get more clicks'.

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Algo Ad Gsp · asgard-ai-platform bundle
Implement Generalized Second Price auction for ad slot allocation and pricing. Use this skill when the user needs to understand search ad auctions, compute ad positions and costs-per-click, or analyze bidding dynamics — even if they say 'how does Google Ads auction work', 'ad rank calculation', or 'second price auction for ads'.

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Algo Ad Vcg · asgard-ai-platform bundle
Implement VCG mechanism for incentive-compatible ad slot allocation with truthful bidding. Use this skill when the user needs to design a truthful auction mechanism, compute externality-based payments, or understand why platforms may prefer GSP over VCG — even if they say 'truthful auction design', 'VCG payments', or 'incentive-compatible mechanism'.

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Algo Rec Cf · asgard-ai-platform bundle
Implement collaborative filtering for recommendations based on user behavior patterns. Use this skill when the user needs to build a recommendation engine from user-item interaction data, find similar users or items, or predict ratings — even if they say 'users who bought this also bought', 'similar users', or 'recommend based on behavior'.

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Algo Rec Mf · asgard-ai-platform bundle
Implement matrix factorization to decompose user-item interaction matrices into latent factor representations. Use this skill when the user needs scalable collaborative filtering, latent feature discovery, or dimensionality reduction for recommendation — even if they say 'SVD recommendations', 'latent factors', or 'factorize the rating matrix'.

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Algo Sc Eoq · asgard-ai-platform bundle
Calculate Economic Order Quantity to minimize total inventory cost (ordering + holding). Use this skill when the user needs to determine optimal order size, balance ordering frequency against storage costs, or set reorder points — even if they say 'how much to order', 'optimal batch size', or 'inventory cost minimization'.

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Biz Cac Ltv · asgard-ai-platform bundle
Calculate and analyze Customer Acquisition Cost (CAC) and Customer Lifetime Value (LTV) to evaluate unit economics and marketing efficiency. Use this skill when the user needs to assess whether their customer acquisition is profitable, optimize marketing spend allocation, or evaluate business model viability — even if they say 'are we spending too much on ads', 'what's each customer worth', or 'is our growth sustainable'.

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Fin M And A · asgard-ai-platform bundle
M&A integration playbook covering eight modules: strategic rationale, target screening, due diligence (financial/legal/commercial), valuation with valuation bridge, synergy analysis, deal structuring (stock vs. asset, cash vs. equity, earn-out), SPA key clauses, and post-merger integration (PMI). Use for deal evaluation, valuation disputes, structure design, earn-out design, synergy breakdown, integration risk, or hostile takeover defense. Triggers: 『併購』『收購』『M&A』『盡職調查』『DD』『估值橋』『綜效』『earn-out』『換股比例』『PMI』『買殼』『借殼上市』『敵意併購』『交易結構』. For Taiwan EMBA 財管組 case studies and term reports (台大／政大／陽交). Complements Asgard `biz-dcf` and `fin-modeling` (valuation tools) plus `biz-corporate-governance` (governance layer) by providing the transaction-layer framework.

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Grad Blooms · asgard-ai-platform bundle
Apply Bloom's revised taxonomy to classify learning objectives and design assessments across six cognitive levels. Use this skill when the user needs to write learning objectives at specific cognitive levels, align assessment with instructional goals, or evaluate curriculum for cognitive complexity distribution — even if they say 'how to write learning objectives', 'what level of thinking does this require', or 'higher-order thinking skills'.

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Med Culture · asgard-ai-platform bundle
Use when the user wants to write a culture-and-arts news piece — exhibition coverage, performance reviews, artist interviews, cultural policy analysis, art market reporting, or cultural heritage reporting — from supplied material. Activates culture-beat-specific workflow on top of the general news-reporter workflow: cultural appropriation audit, indigenous knowledge protection, source credibility (institutional PR vs. independent critic), aesthetic judgment marking, and translation/cross-cultural framing discipline. Also triggers on phrases like 'draft an exhibition review', 'write up this gallery opening', 'turn into an album review', '整理展覽新聞', '寫一篇評論', '幫我做藝術家訪談', 'cover this museum exhibition', '草擬一篇文化評論'. Defers general news craft to med-news-reporter; do NOT use for art-marketing copy (use mkt-*) or artist/gallery press releases (use pr-press-release).

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Algo Mfg Cpk · asgard-ai-platform bundle
Calculate Cpk process capability index to assess whether a process meets specification requirements. Use this skill when the user needs to evaluate process capability, compare processes, or determine if quality targets are achievable — even if they say 'can our process meet spec', 'process capability', or 'Cpk calculation'.

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Algo Mfg Doe · asgard-ai-platform bundle
Design and analyze factorial experiments to identify significant process factors and optimize settings. Use this skill when the user needs to systematically test factor effects, optimize a manufacturing process, or determine which variables matter most — even if they say 'which factors affect quality', 'optimize process settings', or 'design an experiment'.

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Algo Mfg Spc · asgard-ai-platform bundle
Implement Statistical Process Control charts to monitor production process stability. Use this skill when the user needs to detect process shifts, set control limits, or distinguish common cause from special cause variation — even if they say 'process monitoring', 'control chart', or 'is our process in control'.

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Algo Nlp Lda · asgard-ai-platform bundle
Implement LDA topic modeling to discover latent topics in document collections. Use this skill when the user needs to extract topics from a text corpus, categorize documents by theme, or explore thematic structure — even if they say 'what are the main topics', 'topic extraction', or 'document clustering by theme'.

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Algo Nlp Ner · asgard-ai-platform bundle
Implement Named Entity Recognition to identify and classify entities in text. Use this skill when the user needs to extract people, organizations, locations, dates, or custom entities from documents — even if they say 'extract names from text', 'find companies mentioned', or 'entity extraction'.

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Cs Analytics · asgard-ai-platform bundle
Measure and optimize customer service performance using CSAT, NPS, CES, First Contact Resolution, and text mining on support tickets. Use this skill when the user needs to evaluate CS team performance, identify top complaint drivers, optimize staffing, or build CS dashboards — even if they say 'is our CS team doing well', 'what are customers complaining about', 'how many agents do we need', or 'build a CS dashboard'.

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Fin Modeling · asgard-ai-platform bundle
Build three-statement financial models (Income Statement, Balance Sheet, Cash Flow) with revenue forecasting, assumption management, and scenario analysis. Use this skill when the user needs to project financials, build a fundraising model, create financial projections for a business plan, or evaluate M&A targets — even if they say 'build a financial model', 'project our revenue', 'how much money will we make next year', or 'model this acquisition'.

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Grad Diamond · asgard-ai-platform bundle
Apply Porter's Diamond Model to analyze national competitive advantage for a specific industry. Use this skill when the user needs to evaluate why certain nations dominate particular industries, assess a country's attractiveness for industry investment, or diagnose gaps in national competitiveness using the four determinants plus government and chance.

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Grad Framing · asgard-ai-platform bundle
Apply framing theory to analyze how selection, emphasis, and exclusion shape interpretation of issues. Use this skill when the user needs to deconstruct media or organizational frames, evaluate how different frames affect audience perception and decision-making, or design strategic communication frames — even if they say 'how is this issue being portrayed', 'why do people see this differently', or 'how should we frame this message'.

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Grad Pls Sem · asgard-ai-platform bundle
Apply Partial Least Squares SEM (PLS-SEM) with reflective and formative measurement models to maximize explained variance in endogenous constructs. Use this skill when the user has small samples, formative indicators, or exploratory models, needs to assess AVE/CR/HTMT, or when they ask 'should I use PLS or CB-SEM', 'how do I handle formative constructs', or 'what is the path coefficient significance'.

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Grad Uppsala · asgard-ai-platform bundle
Apply the Uppsala Internationalization Model to analyze gradual foreign market entry based on psychic distance and experiential learning. Use this skill when the user needs to plan a staged internationalization sequence, understand why firms enter culturally similar markets first, or evaluate whether a firm's international expansion follows the establishment chain from export to subsidiary.

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Hum Rhetoric · asgard-ai-platform bundle
Apply classical rhetoric — Ethos, Pathos, Logos — to analyze persuasive communication and craft effective arguments. Use this skill when the user needs to make a speech more persuasive, analyze why a piece of communication is effective, write a compelling proposal, or evaluate rhetorical strategies — even if they say 'make this more convincing', 'why is this speech so powerful', or 'how do I persuade the board'.

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Hum Socratic · asgard-ai-platform bundle
Apply Socratic questioning — systematic inquiry via clarification, assumption-probing, evidence-testing, perspective-shifting, implication-tracing, and meta-questions — to coach learning or surface hidden assumptions in a person's reasoning. Use this skill when the user is explicitly facilitating learning, coaching a person through their own thinking, or needs a structured questioning sequence to probe a held belief, even if they say 'play devil's advocate on this claim' or 'how should I coach my team through this problem via questions'. Do NOT use for open-ended brainstorming, information gathering, or requirements-discovery question lists where no belief is being probed.

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Algo Forecast Exponential · asgard-ai-platform bundle
Apply exponential smoothing methods for time series forecasting with weighted moving averages. Use this skill when the user needs simple, robust forecasts, implement Holt-Winters for seasonal data, or build lightweight forecasting without complex models — even if they say 'simple forecast', 'moving average prediction', or 'smoothing method'.

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Algo Price Van Westendorp · asgard-ai-platform bundle
Conduct Van Westendorp Price Sensitivity Meter analysis to identify acceptable price ranges. Use this skill when the user needs to determine price boundaries for a new product, find the optimal and indifference price points, or survey-based pricing research — even if they say 'what should we charge', 'price sensitivity survey', or 'acceptable price range'.

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Biz Innovation Management · asgard-ai-platform bundle
Corporate innovation-governance toolkit integrating Stage-Gate process, 3 Horizons model, innovation portfolio management, open innovation, corporate venture capital (CVC), innovation KPIs, and intrapreneurship. Use for innovation-portfolio design, second-curve planning, innovation-project review gating, open-innovation evaluation, CVC setup, innovation-KPI design, or managing tension between core and new businesses. Triggers: 『第二曲線』『創新專案怎麼管』『新事業孵化』『收購投資新創』『Stage-Gate』『研發投資組合』『內部創業』『開放式創新』『CVC』『3 Horizons』『創新 KPI』. For Taiwan EMBA innovation-management/strategy/technology-management cases (台大／中山). Startup basics: use Asgard `ux-lean-startup`; innovation theory: use Asgard `grad-disruptive-innovation`, `grad-ambidexterity`; 家族二代接班治理: use `biz-corporate-governance` 或 `ops-talent-strategy`; ESG/淨零策略結合: use `biz-net-zero-transition`.

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Biz Management Accounting · asgard-ai-platform bundle
Management accounting toolkit for internal decision support: ABC costing, variance analysis, transfer pricing, and responsibility accounting. Use for product profitability disputes, budget variance diagnosis, inter-division pricing design, and business-unit manager performance evaluation. Triggers: 『這個產品真的賺錢嗎』『成本分攤』『事業部之間怎麼算錢』『本月成本超支』『評核廠長績效』『內部轉撥』『ABC 作業成本』『差異分析』『責任中心』『管理會計』. For Taiwan EMBA cases, term reports, and management-decision simulations (台大／陽交／成大財管必修).

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Ecom Multilingual Listing · asgard-ai-platform bundle
Optimize multilingual product listings for international e-commerce including SEO localization, machine translation workflows, and cultural adaptation. Use this skill when the user needs to create product listings in multiple languages, optimize for local search, or adapt marketing content for different markets — even if they say 'translate our listings', 'optimize for local SEO', 'adapt for the Japanese market', or 'our translated listings don't convert'.

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Grad Strat Upper Echelons · asgard-ai-platform bundle
Apply Upper Echelons Theory (Hambrick and Mason, 1984) to analyze how top management team characteristics — demographics, experiences, values — shape strategic choices and organizational outcomes. Use this skill when the user needs to evaluate TMT composition effects on strategy, predict strategic direction from leadership profiles, assess whether managerial discretion enables or constrains executive influence, or when they ask 'does leadership background matter for strategy', 'how does TMT composition affect decisions', or 'why did this management team make that choice'.

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Ops Business Model Canvas · asgard-ai-platform bundle
Apply the Business Model Canvas (BMC) to map and evaluate business models across nine building blocks. Use this skill when the user needs to design a new business model, evaluate an existing one, compare business model options, or prepare for a strategy session — even if they say 'describe our business model', 'how do we make money', 'fill out a BMC', or 'design a new revenue model'.

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Mfg Predictive Maintenance · asgard-ai-platform bundle
Design predictive maintenance strategies using sensor data, ML models for remaining useful life (RUL), and the P-F curve framework. Use this skill when the user needs to reduce unplanned downtime, transition from reactive to predictive maintenance, evaluate sensor/IoT investments, or estimate equipment failure probability — even if they say 'machines keep breaking down', 'when will this equipment fail', 'should we invest in IoT sensors', or 'reduce unplanned downtime'.

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Ops Digital Transformation · asgard-ai-platform bundle
Digital-transformation execution playbook: maturity assessment, transformation roadmap, Operating Model redesign, PMO and transformation governance, data/AI platform deployment, process digitization, organizational agility, digital talent, and change management. Use for DX roadmap design, transformation governance (CDO/PMO/Steering Committee), data/AI/cloud platform planning, ERP or core-system upgrade, traditional-industry digitization, or DX organizational resistance. Triggers: 『DX 從哪開始』『數位長』『資料平台』『AI 落地』『傳產數位化』『ERP 要不要換』『轉型辦公室』『員工不配合數位化』『Operating Model』『敏捷轉型』『PMO』. For Taiwan EMBA info-management/DX/strategy/operations/change courses. Focuses on execution; theory layer: use Asgard `grad-digital-transformation`, `grad-sociotechnical`, `grad-tam-utaut`.

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Tw Ecom Marketplace Shopee · asgard-ai-platform
Operate a Shopee Taiwan store — listings, promotions, flash sales, SIP (Shopee Supported Program) cross-border, ads (蝦皮廣告), and reputation/review management. Use when setting up or running Shopee TW operations, participating in platform campaigns (雙11, 618), or managing seller-center workflows. Do NOT use for Shopee API integration specifics (no official Asgard MCP yet) or DTC platforms. STATUS: SKELETON — body pending.

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Tw Ecom Operations Line Oa · asgard-ai-platform
Run CRM and member retention via LINE Official Account — broadcast cost model, rich menu, auto-response, tagging, 1-to-1 chat, and LINE Pay integration. Use when designing LINE OA strategy for a TW brand, segmenting members for broadcasts, or measuring LINE OA ROI. Do NOT use for generic CRM (use `ecom-rfm-analysis` or `biz-cac-ltv`). STATUS: SKELETON — body pending.

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Tw Ecom Operations Pricing · asgard-ai-platform
Set prices for Taiwan e-commerce — 含稅 vs 未稅 presentation, price-ending conventions (0/8/9 endings), marketplace price-match rules (momo best-price), 檔期 discount planning, and cross-channel price-parity. Use when pricing a new SKU for TW, rebalancing prices across platforms, or designing a 檔期 discount ladder. Do NOT use for generic pricing theory (use `biz-pricing-strategy`). STATUS: SKELETON — body pending.

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Grad Digital Transformation · asgard-ai-platform bundle
Apply the three-level framework of digital transformation — Digitization, Digitalization, and Digital Transformation — to diagnose and plan organizational change enabled by digital technologies. Use this skill when the user needs to assess an organization's digital maturity, distinguish between automating processes versus transforming business models, plan a DX roadmap, or when they ask 'where are we on digital transformation', 'is this digitization or real transformation', or 'how do we build a DX strategy'.

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Tw Ecom Invoice Universalec · asgard-ai-platform
Issue Taiwan e-invoices via UniversalEC (汎宇電商) using mcp-universalec-e-invoice (27 tools). Use when a merchant uses UniversalEC as their 加值服務中心 instead of ezPay, or when migrating between centers. Do NOT use for ezPay flows (`tw-ecom-invoice-ezpay`) or MOF direct integration (`tw-einvoice-guide`). STATUS: SKELETON — body pending.

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Tw Ecom Analytics Benchmarks · asgard-ai-platform
Taiwan e-commerce benchmark ranges for CVR, ROAS, LTV, AOV, repeat rate, cart-abandon — segmented by vertical (3C, 美妝, 服飾, 母嬰, 生鮮) and channel (DTC, Shopee, momo). Use when a TW merchant asks 'is my CVR / ROAS good?' or when sizing a business case. Source discipline: cite industry report or vendor data; mark undocumented ranges as estimates. STATUS: SKELETON — body pending.

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Tw Ecom Logistics Cold Chain · asgard-ai-platform
Ship refrigerated / frozen products in Taiwan — 宅配通宅配通冷藏 / 黑貓宅急便低溫, cold-chain CVS pickup limitations, packaging (保冷劑 / 乾冰), and shelf-life SLA. Use for 生鮮 / 冷凍 / 冰品 / 藥品 delivery. Do NOT use for ambient-temperature shipping. STATUS: SKELETON — body pending.

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Tw Ecom Operations Promotion · asgard-ai-platform
Run Taiwan e-commerce promotional campaigns — 雙11, 618, 年中慶, 雙12, 週年慶, 母親節. Covers promo calendar, stacking rules across platforms, 檔期 pricing strategy, inventory allocation, and post-campaign 退貨 handling. Use when planning a specific campaign or building a year-round 檔期 schedule. Do NOT use for ad ROI measurement (use `ecom-promo-roi`). STATUS: SKELETON — body pending.

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Grad Innovation Diffusion Bass · asgard-ai-platform bundle
Apply the Bass Diffusion Model (1969) to forecast innovation adoption using innovation and imitation coefficients. Use this skill when the user needs to forecast new product adoption curves, estimate market penetration timing, calibrate launch strategy based on diffusion dynamics, or when they ask 'how fast will this spread', 'when does adoption take off', or 'what is the expected S-curve'.

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Tw Ecom Dtc Shopify Localization · asgard-ai-platform
Run Shopify stores for Taiwan market — localization (NT$ pricing, Traditional Chinese, TW address format), payment apps (ECPay / NewebPay / TapPay Shopify apps), shipping apps (CVS / 黑貓), and e-invoice integration. Use when setting up Shopify for TW, choosing TW payment/shipping apps, or adapting a global Shopify theme for TW. Do NOT use for general (non-TW) Shopify dev. STATUS: SKELETON — body pending.

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Tw Ecom Operations Customer Service · asgard-ai-platform
Taiwan e-commerce customer service — LINE / Messenger / email / phone channel mix, 消保法鑑賞期 scripts, PTT/Dcard reputation monitoring, 負評 response, and SLA targets for the TW market. Use when designing CS SOP, training CS agents, or responding to viral 負評. Do NOT use for generic chatbot design (use `cs-chatbot-design`). STATUS: SKELETON — body pending.

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Law Contract · asgard-ai-platform bundle
Analyze contract fundamentals including formation requirements (offer, acceptance, consideration), essential clauses, and common risk areas. Use this skill when the user needs to review a contract, understand contract terms, identify risky clauses, or draft contract provisions — even if they say 'review this agreement', 'what should I watch out for in this contract', or 'is this clause standard'.

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Med Business · asgard-ai-platform bundle
Use when writing financial news — earnings, IPO/M&A, regulatory changes, industry trends — from transcripts, filings, or investor materials. Activates business-beat workflow: financial-figure provenance, analyst-stake disclosure, securities-law risk, and number stewardship. Triggers on '寫一篇財報季報導', '分析這份財報', '整理 IPO 新聞', 'turn earnings call into a piece', 'write up M&A announcement'. Defers general craft to med-news-reporter. Do NOT use for press releases (pr-press-release), investment advice (fin-investment-thesis), or marketing (mkt-*).

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Soc Cialdini · asgard-ai-platform bundle
Apply Cialdini's six principles of persuasion — Reciprocity, Commitment/Consistency, Social Proof, Liking, Authority, and Scarcity — to analyze or design influence strategies. Use this skill when the user needs to make messaging more persuasive, analyze why a campaign works or doesn't, design sales or marketing copy, or understand social influence tactics — even if they say 'how do we convince people', 'why is this ad effective', or 'make this more persuasive'.

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UX Heuristic · asgard-ai-platform bundle
Conduct heuristic evaluation of user interfaces using Nielsen's 10 usability principles. Use this skill when the user needs to audit a website, app, or interface for usability issues, prioritize UX improvements, or conduct a quick expert review without user testing — even if they say 'review this UI', 'find usability problems', or 'why do users struggle with our app'.

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Algo Mfg Fmea · asgard-ai-platform bundle
Conduct FMEA to systematically identify, prioritize, and mitigate potential failure modes. Use this skill when the user needs to assess product or process risks, prioritize corrective actions, or build a risk register — even if they say 'failure mode analysis', 'risk assessment', 'what could go wrong', or 'RPN calculation'.

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Algo Rank Elo · asgard-ai-platform bundle
Implement Elo rating system to rank items or players from pairwise comparison outcomes. Use this skill when the user needs to rank items from head-to-head matchups, build a competitive rating system, or evaluate relative quality from comparison data — even if they say 'player rating', 'ranking from comparisons', or 'competitive scoring system'.

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Biz Breakeven · asgard-ai-platform bundle
Perform break-even analysis to determine the sales volume or revenue needed to cover all costs. Use this skill when the user needs to calculate break-even point, assess margin of safety, evaluate operating leverage, or decide pricing and volume trade-offs — even if they say 'how many units do we need to sell', 'when will we be profitable', or 'what happens if we lower the price'.

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Grad Sd Logic · asgard-ai-platform bundle
Apply Service-Dominant Logic (Vargo and Lusch, 2004) and value co-creation principles to reframe exchange and value creation. Use this skill when the user needs to redesign value propositions around service exchange, analyze co-creation dynamics between firms and customers, shift from goods-dominant to service-dominant thinking, or when they ask 'how is value created with customers', 'what is our service logic', or 'how do we enable co-creation'.

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Grad Servqual · asgard-ai-platform bundle
Apply the SERVQUAL model (Parasuraman, Zeithaml, and Berry, 1988) to measure service quality gaps across five dimensions. Use this skill when the user needs to diagnose service quality shortfalls, benchmark customer expectations against perceptions, design service improvement programs, or when they ask 'where is our service failing', 'what do customers expect vs experience', or 'how do we measure service quality'.

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Hum Discourse · asgard-ai-platform bundle
Apply discourse analysis to examine how language constructs meaning, power relationships, and social reality in texts and communications. Use this skill when the user needs to analyze how a text frames an issue, uncover hidden assumptions in language, examine power dynamics in communication, or deconstruct media/corporate/political messaging — even if they say 'what's really being said here', 'how is this framing the issue', or 'analyze the language in this document'.

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Hum Narrative · asgard-ai-platform bundle
Apply narrative structure and storytelling techniques for brand, business, and communication contexts. Use this skill when the user needs to craft a compelling story, build a brand narrative, structure a presentation around a story arc, or use storytelling to communicate data or strategy — even if they say 'tell a better story', 'make this presentation more engaging', or 'how do we build our brand story'.

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Med Education · asgard-ai-platform bundle
Use when the user wants to write an education news piece — school policy, research findings, student achievement data, teacher issues, curriculum reform, or campus events — from supplied material (transcripts, press releases, research papers, data, policy documents, interviews). Specializes the parent med-news-reporter skill for the education beat with research-methodology discipline, demographic verification, effect-size auditing, and education-law red lines. Triggers on phrases like 'write up this education story', 'turn this research into a news piece', '整理校園事件成新聞', '寫一篇教育政策新聞', '幫我把這份 108 課綱新聞寫好', 'draft an education research story', '解讀這份 PISA 排名報導'. Do NOT use for press releases (use pr-press-release), school marketing (use mkt-*), or teacher-training content (use tech-teaching or ecom-*)

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Med Political · asgard-ai-platform bundle
Use when the user wants to write a political news piece — election coverage, legislative reporting, policy analysis, official-statement coverage, poll interpretation, or political profile — from supplied material (transcripts, press releases, poll data, vote records, leaked documents, interviews). Activates political-beat-specific workflow on top of the general news-reporter workflow: stance tagging, poll-reading discipline, defamation/election-law red lines, and frame-neutrality audit. Also triggers on phrases like 'write up this 質詢', 'turn into an election report', 'analyze this poll', '幫我寫成政策追蹤報導', '寫一篇選戰分析', '把這份立委發言整理成新聞', 'cover this candidate's policy platform'. Defers general news craft to med-news-reporter; do NOT use for press releases (use pr-press-release) or government PR (use pr-*).

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Mkt SEO Audit · asgard-ai-platform bundle
Conduct technical and on-page SEO audits covering crawlability, site speed, mobile-friendliness, and content optimization. Use this skill when the user needs to improve search rankings, diagnose traffic drops, audit a website for SEO issues, or plan an SEO strategy — even if they say 'why is our traffic dropping', 'audit our SEO', 'how do we rank higher on Google', or 'our site is slow'.

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Tw Tax Basics · asgard-ai-platform bundle
Navigate Taiwan's tax system including corporate income tax (營所稅), business tax (營業稅), personal income tax, withholding obligations, and startup tax incentives. Use this skill when the user needs to understand Taiwan tax obligations, calculate tax liability, file taxes, or plan for tax efficiency — even if they say 'how much tax do we owe', 'what's the corporate tax rate in Taiwan', 'tax filing deadlines', or 'are there startup tax breaks'.

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Algo Ad Budget · asgard-ai-platform bundle
Optimize advertising budget allocation across campaigns using marginal returns analysis. Use this skill when the user needs to distribute budget across multiple campaigns, optimize spend pacing, or maximize overall ROAS under budget constraints — even if they say 'how to split my ad budget', 'campaign budget optimization', or 'diminishing returns on ad spend'.

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Algo Ecom Bm25 · asgard-ai-platform bundle
Implement BM25 ranking function for e-commerce product search relevance scoring. Use this skill when the user needs to build a text-based product search engine, improve search result relevance, or replace basic TF-IDF with a more robust ranking function — even if they say 'product search ranking', 'search relevance', or 'BM25 implementation'.

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Algo SEO Crawl · asgard-ai-platform bundle
Implement a web crawler pipeline covering URL discovery, fetching, parsing, and storage. Use this skill when the user needs to build a site crawler, audit website structure, or collect web data systematically — even if they say 'scrape a website', 'crawl all pages', or 'site audit spider'.

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Algo SEO Tfidf · asgard-ai-platform bundle
Implement TF-IDF scoring to measure term importance relative to a document corpus. Use this skill when the user needs to rank documents by keyword relevance, extract important terms from text, or build a basic search relevance engine — even if they say 'find relevant documents', 'keyword extraction', or 'term importance'.

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Biz Bcg Matrix · asgard-ai-platform bundle
Apply BCG Growth-Share Matrix to analyze a product or business unit portfolio for resource allocation decisions. Use this skill when the user needs to prioritize investments across multiple products, decide which products to grow vs harvest vs divest, or evaluate a portfolio's balance — even if they say 'which products should we invest in' or 'portfolio strategy' without naming BCG.

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Biz Blue Ocean · asgard-ai-platform bundle
Apply Blue Ocean Strategy to create uncontested market space through value innovation. Use this skill when the user needs to differentiate beyond price competition, find new market opportunities, or redesign a product's value proposition using the Strategy Canvas and Four Actions Framework (Eliminate-Reduce-Raise-Create). Also use when the user says 'how do we stop competing on price', 'create a new category', or 'escape the red ocean'.

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Ecom Analytics · asgard-ai-platform bundle
Analyze e-commerce performance using GA4 metrics, conversion funnel analysis, and key e-commerce KPIs. Use this skill when the user needs to evaluate online store performance, diagnose conversion drop-offs, set up e-commerce tracking, or create performance dashboards — even if they say 'why are sales down', 'optimize our online store', 'set up GA4 for e-commerce', or 'what metrics should we track'.

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Ecom Promo Roi · asgard-ai-platform bundle
Calculate and analyze promotional ROI including incremental sales lift, margin impact, and promo type comparison. Use this skill when the user needs to evaluate whether a promotion was profitable, compare promotion types, simulate promo scenarios, or optimize promotional spending — even if they say 'was this sale worth it', 'which promo type works best', 'are we giving away too many discounts', or 'plan our next promotion'.

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Grad Narrative · asgard-ai-platform bundle
Apply narrative research methods to understand human experience through stories, analyzing narrative structure, temporality, and meaning-making in life stories and oral histories. Use this skill when the user needs to analyze how people construct meaning through storytelling, examine narrative structure and plot, conduct life story or oral history research, or when they ask 'how do stories shape identity', 'how do I analyze a life narrative', or 'what does this story reveal about experience'.

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Grad Paradigms · asgard-ai-platform bundle
Apply Kuhn's paradigm theory to analyze scientific progress through the cycle of normal science, anomalies, crisis, and revolution. Use this skill when the user needs to understand why a field resists change, trace paradigm shifts in a discipline, analyze incommensurability between competing frameworks, or when they ask 'why do scientists ignore contradictory evidence', 'how do scientific revolutions happen', or 'why can't proponents of different paradigms agree'.

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281 published skills · page 1 of 3