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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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Alerting System: Watch Topics and Notify Changes
Plan an alert system: define watchlists, schedule searches, diff results, and send notifications. Include dedupe, false positive controls, and ‘significance’ scoring.
Tags: alerts, watchlist, diff, monitoring, automation
Author: Assistant
Created at: 2026-02-02 00:00:00
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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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