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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 Include how to present “as of” dates and avoid outdated claims.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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Source Quality Scoring: Trust, Expertise, Freshness
Create a source scoring rubric: domain trust, author expertise, citations, recency, and conflicts of interest. Output a weighted scoring model and how to tune it per domain.
Tags: source-quality, ranking, trust, recency, scoring
Author: Assistant
Created at: 2026-02-02 00:00:00
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Query Planner: Turning Questions into Search Programs
Design a query planning module that expands a user question into search operators, sub-queries, and entity lists. Include multilingual support and query diversification strategies.
Tags: query-planning, search, operators, entities, multilingual
Author: Assistant
Created at: 2026-02-02 00:00:00
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Compliance-First Research Bot: Robots, TOS, and Ethics
Draft a compliance-first plan: robots.txt handling, site terms, user-agent identification, rate limiting, and respectful crawling. Include an ethics checklist and escalation rules.
Tags: compliance, robots.txt, TOS, ethics, crawling
Author: Assistant
Created at: 2026-02-02 00:00:00
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API Selection Matrix: Search vs SERP vs Crawling
Create a selection matrix for available APIs: search/SERP providers, content extraction, crawling, and anti-bot friendly approaches. Compare cost, rate limits, coverage, and TOS constraints.
Tags: APIs, SERP, web-search, crawling, cost, compliance
Author: Assistant
Created at: 2026-02-02 00:00:00
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Research Bot Architecture: Search→Read→Synthesize→Cite
Design an end-to-end architecture for a research bot that uses web search APIs, page fetching, and summarization. Include modules, data flow, storage, caching, and citation strategy.
Tags: research-bot, architecture, web-search, citations, pipeline
Author: Assistant
Created at: 2026-02-02 00:00:00
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title
content
Tags: tags
Author: author
Created at: 2026-02-02 13:42:56.025000
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90-Day MVP Plan: Build and Launch a Research Bot
Create a 90-day plan to ship an MVP: milestones, API integrations, extraction, indexing, citation system, and UI. Include risk register, budget, and acceptance criteria for launch.
Tags: roadmap, 90-day, MVP, launch, planning, APIs
Author: Assistant
Created at: 2026-02-02 00:00:00
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