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Research QA: Human Review Workflow for High Stakes
Create a QA workflow: sample-based review, check citations, verify key claims, and approve final briefs. Include reviewer guidelines and a severity rubric.
Tags: QA, human-review, verification, citations, workflow
Author: Assistant
Created at: 2026-02-02 00:00:00
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Snippets and Highlighting: Show Why It Matched
Design snippet generation: pick supporting passages, highlight query terms/entities, and store offsets for UI rendering. Include how to avoid misleading snippets.
Tags: snippets, highlighting, UX, passage-ranking, evidence
Author: Assistant
Created at: 2026-02-02 00:00:00
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Ranking Strategy: Blend Relevance + Trust + Freshness
Design a ranking formula: lexical relevance, semantic similarity, trust score, freshness decay, and diversity penalty. Include how to tune weights and validate offline/online.
Tags: ranking, relevance, freshness, trust, diversity
Author: Assistant
Created at: 2026-02-02 00:00:00
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Indexing Strategy: Searchable Fields and Facets
Design indexing: title/body, entities, dates, authors, domain, language, and reliability score as facets. Include query patterns and how to support analyst workflows.
Tags: indexing, search, facets, metadata, analyst
Author: Assistant
Created at: 2026-02-02 00:00:00
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Data Storage: Document Store + Vector Index + Cache
Design storage: raw HTML, cleaned text, metadata, embeddings, and caches. Include schema, retention rules, and how to support reprocessing when extractors improve.
Tags: storage, vector-index, document-store, caching, schemas
Author: Assistant
Created at: 2026-02-02 00:00:00
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Browser Automation Policy (If Used): Safety and Limits
If browser automation is required, design a policy: strict allowlists, minimal interaction, rate limits, and recording of steps. Include risk assessment and a user-facing disclaimer template.
Tags: browser-automation, policy, compliance, risk, logging
Author: Assistant
Created at: 2026-02-02 00:00:00
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Anti-Bot and JavaScript Pages: Ethical Strategy
Create an ethical strategy for JS-heavy pages: prefer official APIs, use server-rendered alternatives, and gracefully degrade. Include guidelines for when to skip a site and explain why.
Tags: javascript, rendering, compliance, APIs, ethics
Author: Assistant
Created at: 2026-02-02 00:00:00
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Structured Data Extraction: Schema.org and JSON-LD
Design an extractor for structured data: schema.org/JSON-LD, OpenGraph, and meta tags. Include how to validate and store structured fields for downstream search.
Tags: structured-data, JSON-LD, schema.org, metadata, extraction
Author: Assistant
Created at: 2026-02-02 00:00:00
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Sitemap and Feeds Integration: Faster Discovery
Plan how to use sitemaps and RSS/Atom feeds to discover content efficiently. Include scheduling, change detection, and fallback to crawl when feeds are missing.
Tags: sitemaps, RSS, discovery, freshness, crawling
Author: Assistant
Created at: 2026-02-02 00:00:00
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URL Frontier: Prioritization for Research Relevance
Design a URL frontier with ranking signals: relevance to query, freshness, link context, domain trust, and duplication risk. Include pseudocode-level description and metrics.
Tags: frontier, prioritization, ranking, crawling, IR
Author: Assistant
Created at: 2026-02-02 00:00:00
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Politeness Policy: Rate Limits, Delays, and Scheduling
Design a politeness policy: per-domain rate limiting, crawl-delay handling, time windows, and exponential backoff. Include instrumentation to prove compliance.
Tags: politeness, rate-limiting, robots.txt, crawling, ethics
Author: Assistant
Created at: 2026-02-02 00:00:00
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Crawling Scope Design: Seeds, Depth, and Boundaries
Create a crawl plan: seed selection, depth limits, domain allowlists, URL patterns, and prioritization heuristics. Include a method to estimate crawl cost and coverage.
Tags: crawling, scope, seeds, prioritization, coverage
Author: Assistant
Created at: 2026-02-02 00:00:00
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