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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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Extraction Strategy: HTML→Main Text→Metadata
Design a content extraction module: boilerplate removal, main-content detection, metadata extraction (title/author/date), and language detection. Include fallback strategies for messy pages.
Tags: extraction, html, boilerplate, metadata, language-detection
Author: Assistant
Created at: 2026-02-02 00:00:00
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Content Fetching: Resilient Downloader With Backoff
Plan a resilient fetching layer: retries, exponential backoff, timeouts, caching, and content-type handling. Include how to avoid hammering sites and manage 429/503 responses.
Tags: fetching, retries, backoff, rate-limits, caching
Author: Assistant
Created at: 2026-02-02 00:00:00
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Deduplication Pipeline: Canonical URLs + Near-Duplicates
Design deduplication: canonical URL normalization, redirect resolution, content hashing, and near-duplicate clustering. Include evaluation metrics for dedupe accuracy.
Tags: deduplication, canonicalization, hashing, clustering, IR
Author: Assistant
Created at: 2026-02-02 00:00:00
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Freshness Strategy: Detecting What Changed Recently
Design a freshness strategy for research: recency-aware search, change detection, and update alerts. Include how to present “as of” dates and avoid outdated claims.
Tags: freshness, change-detection, recency, news, monitoring
Author: Assistant
Created at: 2026-02-02 00:00:00
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