AutomationResearch InfrastructureFreedomIntelligence/OpenClaw-Medical-SkillsData & Reproduction
KN

knowledge-synthesis

Maintainer FreedomIntelligence · Last updated April 1, 2026

Synthesize knowledge from multiple biomedical sources into structured summaries.

OpenClawNanoClawAnalysisReproductionknowledge-synthesis🧠 bioos extended suiteresearch infrastructure & agentssynthesize

Original source

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/knowledge-synthesis

Maintainer
FreedomIntelligence
License
MIT
Last updated
April 1, 2026

Skill Snapshot

Key Details From SKILL.md

2 min

Key Notes

  • The last mile of enterprise search. Takes raw results from multiple sources and produces a coherent, trustworthy answer.
  • ~~chat: #engineering thread (Jan 14).
  • ~~email: "API Decision" from Sarah (Jan 15).
  • ~~cloud storage: "API Design Doc v3" (updated Jan 15).
  • ~~project tracker: "Finalize API approach" (completed Jan 15).

Source Doc

Excerpt From SKILL.md

Cross-Source Deduplication

The same information often appears in multiple places. Identify and merge duplicates:

Signals that results are about the same thing:

  • Same or very similar text content
  • Same author/sender
  • Timestamps within a short window (same day or adjacent days)
  • References to the same entity (project name, document, decision)
  • One source references another ("as discussed in ~~chat", "per the email", "see the doc")

How to merge:

  • Combine into a single narrative item
  • Cite all sources where it appeared
  • Use the most complete version as the primary text
  • Add unique details from each source

Deduplication Priority

When the same information exists in multiple sources, prefer:

What NOT to Deduplicate

Keep as separate items when:

  • The same topic is discussed but with different conclusions
  • Different people express different viewpoints
  • The information evolved meaningfully between sources (v1 vs v2 of a decision)
  • Different time periods are represented

Use cases

  • Use knowledge-synthesis in research workflows aligned with this subject area.
  • Follow the upstream documentation for the full working procedure.

Not for

  • Do not rely on this catalog entry alone for installation or maintenance details.

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