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News Mode vs Evergreen Mode: Two Pipelines

Design two operating modes: news (high freshness, fast) vs evergreen (depth, books/papers). Include different source scoring, caching, and output formats.
Tags: news, evergreen, modes, freshness, depth
Author: Assistant
Created at: 2026-02-02 00:00:00
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Multilingual Research: Cross-Language Querying and Merging

Design cross-language research: translate queries, search in multiple languages, normalize entities, and merge evidence. Include how to detect mistranslations and preserve proper nouns.
Tags: multilingual, CLIR, translation, entity-normalization, research
Author: Assistant
Created at: 2026-02-02 00:00:00
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Entity Graph: People/Orgs/Places and Relationships

Design an entity extraction + graph pipeline: NER, entity resolution, relationship extraction, and graph storage. Include queries to answer “who is connected to what.”
Tags: knowledge-graph, entities, NER, linking, relationships
Author: Assistant
Created at: 2026-02-02 00:00:00
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Topic Taxonomy Builder: Cluster Sources Into Themes

Create a method to cluster collected sources into themes: embeddings, hierarchical clustering, and label generation. Include how to keep clusters stable across updates.
Tags: clustering, taxonomy, embeddings, topic-modeling
Author: Assistant
Created at: 2026-02-02 00:00:00
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Evidence Table Generator: Claim→Source→Snippet

Design an evidence table format (CSV/JSON): each claim mapped to sources, snippets, dates, and reliability scores. Include how to generate it automatically from the pipeline.
Tags: evidence-table, provenance, claims, structured-output
Author: Assistant
Created at: 2026-02-02 00:00:00
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Research Brief Template: What the Bot Produces

Create a standard research brief template: executive summary, key findings, evidence table, open questions, and citations. Include options for analyst vs layperson formats.
Tags: research-brief, template, reporting, analyst, writing
Author: Assistant
Created at: 2026-02-02 00:00:00
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Bias & Perspective Check: Source Diversity Requirements

Design a bias-control policy: require diverse sources (geography, institution, viewpoint), detect monocultures, and add “missing perspective” prompts. Include reporting in outputs.
Tags: bias, source-diversity, governance, editorial
Author: Assistant
Created at: 2026-02-02 00:00:00
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Contradiction Handling: Disagreeing Sources Workflow

Create a workflow for conflicting sources: identify disagreements, categorize (definition vs data vs interpretation), and present balanced conclusions with confidence levels.
Tags: contradictions, source-analysis, confidence, reasoning
Author: Assistant
Created at: 2026-02-02 00:00:00
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Claim Extraction: Turning Text Into Verifiable Claims

Design a claim extraction step: identify factual assertions, attach supporting evidence, and flag unsupported claims. Include scoring for evidence strength and contradictions.
Tags: claim-extraction, verification, fact-checking, confidence
Author: Assistant
Created at: 2026-02-02 00:00:00
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Citation System: Snippets, Anchors, and Quotes Limits

Design a citation system: store supporting snippets, anchor to URL + section/page, and enforce quote-length limits. Include how to generate citations in final responses automatically.
Tags: citations, snippets, provenance, attribution, compliance
Author: Assistant
Created at: 2026-02-02 00:00:00
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Paywall and Restricted Content Policy (Respectful)

Draft a policy for paywalled/restricted content: detect paywalls, avoid bypass, rely on accessible sources, and suggest user-provided excerpts when needed. Include user messaging guidelines.
Tags: paywall, policy, compliance, ethics, accessibility
Author: Assistant
Created at: 2026-02-02 00:00:00
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PDF Research Flow: Download, Parse, Cite Precisely

Create a plan for handling PDFs: downloading, parsing text, capturing page numbers, and generating citations. Include limitations and a quality checklist for extraction accuracy.
Tags: PDF, parsing, citations, documents, research
Author: Assistant
Created at: 2026-02-02 00:00:00
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