aaddrick/written-voice-replication

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aaddrick-voice-replication Use when generating text, drafting responses, composing messages, or producing any written content that should sound …

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archetype-assignment Use when synthesizing outputs from multiple prior analyses (taxonomy, sentiment, engagement, temporal patterns, psych…

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automated-orchestration Use when building multi-stage analysis pipelines that need checkpoint/resume, when long-running jobs fail mid-executi…

aaddrick/written-voice-replication

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big-five-personality Use when inferring Big Five (OCEAN) personality traits from a text corpus, mapping linguistic markers to personality …

aaddrick/written-voice-replication

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cat-linguistic-style-matching Use when measuring how a user's writing style converges toward or diverges from community norms, computing Linguistic…

aaddrick/written-voice-replication

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content-hydration Use when a data export contains URLs or IDs referencing external content that is not stored inline, when comments or …

aaddrick/written-voice-replication

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csv-metadata-forensic Use when analyzing structured data exports containing multiple CSV files, reconstructing user activity timelines from…

aaddrick/written-voice-replication

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liwc-psycholinguistic Use when categorizing vocabulary into psychological dimensions (cognitive processes, social drives, biological needs,…

aaddrick/written-voice-replication

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llm-relevance-scoring Use when assigning quality or relevance scores to individual pieces of content in a text corpus, when distinguishing …

aaddrick/written-voice-replication

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longitudinal-growth-curves Use when tracking a user's evolution over time through activity stages, modeling temporal trajectories of engagement …

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mdpi-hypernetwork-archetype Use when classifying users or accounts along Score, Sentiment, and Toxicity axes into behavioral archetypes (HHH thro…

aaddrick/written-voice-replication

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network-social-graph Use when mapping a user's interaction network from reply chains or parent-child relationships, identifying frequent i…

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nmf-topic-modeling Use when discovering latent themes in a text corpus, performing unsupervised topic extraction, comparing NMF vs LDA r…

aaddrick/written-voice-replication

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pipeline-summary-report Use when all pipeline analysis reports are complete and a unified summary is needed, when combining findings from mul…

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readability-lexical-diversity Use when computing quantitative text complexity metrics from a corpus, measuring readability scores (Flesch-Kincaid, …

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register-variation-code-switching Use when measuring how much a user's writing voice varies across different contexts or communities, comparing vocabul…

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rhetorical-discourse-structure Use when analyzing how an author constructs arguments beyond the word level, examining argument ordering patterns, rh…

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speech-act-pragmatic Use when categorizing texts by communicative function (asserting, advising, explaining, questioning, challenging, agr…

aaddrick/written-voice-replication

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style-specification-building Use when translating completed linguistic analysis outputs into a unified style specification document, resolving con…

aaddrick/written-voice-replication

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stylometric-fingerprinting Use when extracting a stable writing fingerprint from a text corpus based on function word frequencies, sentence stru…

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subagent-instruction-operationalization Use when translating a completed style specification into an LLM subagent prompt that reproduces a target voice, conv…

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supplementary-engagement Use when correlating sentiment scores with engagement metrics, measuring thread depth as an influence signal, auditin…

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taxonomic-interest-classification Use when classifying a user's interests from a text corpus, measuring interest diversity or concentration, mapping co…

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taxonomic-shift-detection Use when analyzing longitudinal content data for interest migration patterns, detecting when a user or entity shifts …

aaddrick/written-voice-replication

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temporal-circadian-patterns Use when analyzing timestamped activity data to reconstruct activity profiles, detect hourly or daily or weekly or se…

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tiered-processing-pipeline Use when processing raw data exports through staged pipelines, cleaning text corpora with CLI tools before deeper Pyt…

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vader-sentiment-analysis Use when scoring sentiment in social media text, informal writing, or user-generated content using VADER, tracking af…

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weighted-engagement-scoring Use when combining multiple engagement signals into a single composite score, ranking content by influence or value, …

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writing-agents Use when creating new agents, editing existing agents, or defining specialized subagent roles for the Task tool

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writing-skills Use when creating new skills, editing existing skills, or verifying skills work before deployment

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