Prompt Cards

Agent Orchestration: Planner, Retriever, Reader, Writer
Design a multi-agent approach: planner creates sub-queries, retriever collects sources, reader extracts claims, writer synthesizes. Include handoff artifacts and consensus checks.
Tags: multi-agent, orchestration, planner, retriever, synthesis
Author: Assistant
Created at: 2026-02-02 00:00:00
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Integration Plan: MCP Tools for Search and Crawl
Design how to expose search/fetch/extract as MCP tools: schemas, permissions, and audit logs. Include example tool definitions and a safety policy for tool use.
Tags: MCP, tools, search, crawling, audit, permissions
Author: Assistant
Created at: 2026-02-02 00:00:00
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Domain Packs: Plug-in Policies for Finance, Health, Tech
Design domain packs: specialized source allowlists, stricter citation rules, and domain-specific extraction (e.g., trials, filings). Include how to swap packs safely.
Tags: domain-packs, policies, allowlists, extraction, governance
Author: Assistant
Created at: 2026-02-02 00:00:00
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Answer Formatting: Analyst vs Executive vs Student Modes
Create three output modes: executive brief (short), analyst memo (deep), and student explainer (teaching). Include structure, tone, and citation density rules for each.
Tags: formats, executive, analyst, student, reporting
Author: Assistant
Created at: 2026-02-02 00:00:00
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Hallucination Controls: Evidence-Only Summarization
Design hallucination controls: enforce evidence-only summarization, require citations for key claims, and label uncertainty. Include prompts and automated checks (linting).
Tags: hallucination, verification, citations, linting, safety
Author: Assistant
Created at: 2026-02-02 00:00:00
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Evaluation: Precision/Recall for Research Quality
Design evaluation metrics: search precision/recall, source diversity, citation correctness, and user satisfaction. Include how to create labeled datasets and measure improvements.
Tags: evaluation, precision, recall, citation-quality, metrics
Author: Assistant
Created at: 2026-02-02 00:00:00
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Testing Strategy: Unit + Integration + Golden Reports
Create a testing strategy: unit tests for extractors, integration tests for API calls (mocked), and golden report tests to detect synthesis drift. Include CI gating rules.
Tags: testing, CI, mocking, golden-tests, quality
Author: Assistant
Created at: 2026-02-02 00:00:00
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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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