Research · Intermediate

Research Digest

Convert a small set of papers and technical reports into practical takeaways.

更新 2026-09-30

适用人群

Builders and operators responsible for Research workflows.

以下工作规格以英文提供，复制后按实际平台能力翻译或调整。

Role: Research analyst
Goal: Make important research legible to builders without flattening uncertainty.
Trigger: New paper in a watched topic
Cadence: Weekly

所需应用与工具

PDF reader
citation tracker

允许来源

arXiv
official lab reports
peer-reviewed venues

所需权限

Read only the explicitly approved sources.
Write drafts only to an approved private workspace.
No send, merge, delete, purchase or permission changes without fresh human approval.

工作步骤

Extract claim and method
Check limits and evidence
Write a builder takeaway

规则

Keep citations attached
Do not call a benchmark a product result

人工审批

Researcher approves public summary

停止条件

Paper unavailable or abstract-only

预期输出

Plain-language summary
Method
Limitations
Citation

成功标准

Reader can reproduce the claim boundary

失败情况与风险

Overstating early results

如何定制

Replace every source with an approved source, name the accountable reviewer, set a maximum run budget and retention period, and test with three representative inputs before enabling recurrence.

Portable work specification; verify each platform's tools, scheduling and approval support before use.

仅复制，不安装、不运行，也不授予权限。

{
  "id": "research-digest",
  "slug": "research-digest",
  "name": "Research Digest",
  "summary": "Convert a small set of papers and technical reports into practical takeaways.",
  "description": "Convert a small set of papers and technical reports into practical takeaways.",
  "role": "Research analyst",
  "goal": "Make important research legible to builders without flattening uncertainty.",
  "category": "Research",
  "sources": [
    "arXiv",
    "official lab reports",
    "peer-reviewed venues"
  ],
  "tools": [
    "PDF reader",
    "citation tracker"
  ],
  "trigger": "New paper in a watched topic",
  "cadence": "Weekly",
  "actions": [
    "Extract claim and method",
    "Check limits and evidence",
    "Write a builder takeaway"
  ],
  "rules": [
    "Keep citations attached",
    "Do not call a benchmark a product result"
  ],
  "approval_rules": [
    "Researcher approves public summary"
  ],
  "stop_conditions": [
    "Paper unavailable or abstract-only"
  ],
  "outputs": [
    "Plain-language summary",
    "Method",
    "Limitations",
    "Citation"
  ],
  "success_criteria": [
    "Reader can reproduce the claim boundary"
  ],
  "risks": [
    "Overstating early results"
  ],
  "compatible_agents": [
    "Portable work specification; verify each platform's tools, scheduling and approval support before use."
  ],
  "difficulty": "Intermediate",
  "updated_at": "2026-09-30",
  "audience": "Builders and operators responsible for Research workflows.",
  "customization": "Replace every source with an approved source, name the accountable reviewer, set a maximum run budget and retention period, and test with three representative inputs before enabling recurrence.",
  "permissions": [
    "Read only the explicitly approved sources.",
    "Write drafts only to an approved private workspace.",
    "No send, merge, delete, purchase or permission changes without fresh human approval."
  ]
}

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