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Prompt Cards

Caching Strategy to Reduce API Spend
Design caching: query result caches, page caches, and embedding caches. Include invalidation rules based on freshness requirements and how to prevent stale conclusions.
Tags: caching, cost-reduction, freshness, invalidation, APIs
Author: Assistant
Created at: 2026-02-02 00:00:00
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Cost Model: Estimating Search + Crawl + LLM Spend
Build a cost model: per-query search API costs, per-page fetch cost, storage, embeddings, and LLM tokens. Provide formulas and a budgeting plan with guardrails.
Tags: cost-model, budgeting, LLM, APIs, forecasting
Author: Assistant
Created at: 2026-02-02 00:00:00
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Rate Limit Management Across Multiple APIs
Create a unified rate limit manager: per-provider quotas, burst control, adaptive throttling, and retry policies. Include how to schedule jobs to maximize throughput within limits.
Tags: rate-limits, quotas, throttling, retries, APIs
Author: Assistant
Created at: 2026-02-02 00:00:00
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Security Architecture: Secrets, Keys, and Audit Logs
Design security controls: API keys storage, least privilege, environment separation, and audit logging. Include rotation policy and incident response playbook.
Tags: security, secrets, least-privilege, audit, incident-response
Author: Assistant
Created at: 2026-02-02 00:00:00
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PII & Sensitive Data Handling in Crawled Content
Design PII handling: detection, redaction, retention limits, and access controls. Include how to avoid collecting unnecessary personal data and how to respond to removal requests.
Tags: PII, privacy, redaction, retention, compliance
Author: Assistant
Created at: 2026-02-02 00:00:00
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Safety Policy: What the Bot Will Refuse or Escalate
Draft a safety policy for the research bot: sensitive topics, privacy boundaries, defamation risk, and when to ask the user for confirmation. Include a user-facing explanation style.
Tags: safety-policy, governance, privacy, refusals, trust
Author: Assistant
Created at: 2026-02-02 00:00:00
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Prompt Injection in Retrieved Pages: Sanitization Plan
Design a sanitization pipeline for retrieved content: strip instructions, isolate quotes, and prevent tool-use hijacks. Include adversarial test cases and regression suite.
Tags: prompt-injection, sanitization, security, RAG, testing
Author: Assistant
Created at: 2026-02-02 00:00:00
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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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