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Export Formats: Markdown, PDF, CSV Evidence Tables
Plan export: Markdown report, PDF generation, and CSV evidence table. Include how to preserve citations and embed “as of” timestamps consistently.
Tags: export, markdown, PDF, CSV, citations, reporting
Author: Assistant
Created at: 2026-02-02 00:00:00
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UI/UX for Research Bot: From Question to Brief
Design a user experience: question intake, clarifying questions, showing sources, evidence table, and exporting. Include interaction patterns for analysts vs casual users.
Tags: UX, workflow, research-brief, evidence, export
Author: Assistant
Created at: 2026-02-02 00:00:00
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Content Versioning: Keep Historical Snapshots
Design content versioning: snapshots, change logs, and references to “as of” dates for citations. Include retention and storage cost considerations.
Tags: versioning, snapshots, as-of, citations, retention
Author: Assistant
Created at: 2026-02-02 00:00:00
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Incremental Re-Crawling: Update Only What Changed
Design incremental crawling: store ETags/Last-Modified, compute diffs, and update indexes incrementally. Include pitfalls and how to handle missing headers.
Tags: incremental-crawl, diff, ETag, freshness, efficiency
Author: Assistant
Created at: 2026-02-02 00:00:00
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Job Orchestration: Queue, Workers, and Priorities
Design orchestration: task queues, worker pools, priority classes (interactive vs batch), retries, and idempotency. Include a simple architecture for cloud deployment.
Tags: orchestration, queues, workers, priorities, retries
Author: Assistant
Created at: 2026-02-02 00:00:00
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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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