eco-link-claims-to-observations

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Link claim-side evidence objects to observation-side evidence objects, score support or contradiction heuristically, and persist a compact claim-observation link artifact for board review and challenge work.

FDU-INS By FDU-INS schedule Updated 5/18/2026

name: eco-link-claims-to-observations description: Link claim-side evidence objects to observation-side evidence objects, score support or contradiction heuristically, and persist a compact claim-observation link artifact for board review and challenge work.

Eco Link Claims To Observations

Core Goal

  • Read claim-side and observation-side candidate or grouped result sets from the analysis plane, with artifact-compatible fallback behavior.
  • Propose support, contradiction, or contextual links between them.
  • Persist a link artifact for board review, challenge work, and later promotion gates.

Triggering Conditions

  • Need claim-to-observation evidence hypotheses instead of isolated candidate lists.
  • Need a compact link layer before board, challenge, or promotion skills.
  • Need stable link ids, rule traces, and provenance refs for auditability.

Read/Write Contract

  • Loads claim-cluster result sets from the analysis plane first and falls back to claim-candidate results only when the preferred claim-side grouping is missing.
  • Loads merged-observation result sets from the analysis plane first and falls back to observation-candidate results only when the preferred observation-side grouping is missing.
  • Uses claim_candidate_clusters_<round_id>.json, claim_candidates_<round_id>.json, merged_observation_candidates_<round_id>.json, and observation_candidates_<round_id>.json as the default artifact paths behind those result kinds.
  • Writes runs/<run_id>/analytics/claim_observation_links_<round_id>.json by default.
  • Syncs the same link result set into runs/<run_id>/analytics/signal_plane.sqlite as analysis-plane state.

Required Input

  • run_dir
  • run_id
  • round_id
  • Optional:
    • claim_cluster_path
    • claim_candidates_path
    • merged_observations_path
    • observation_candidates_path
    • output_path
    • min_score
    • top_links_per_claim

Output Contract

  • status
  • summary
  • receipt_id
  • batch_id
  • artifact_refs
  • canonical_ids
  • warnings
  • analysis_sync
  • input_analysis_sync
  • board_handoff

References

  • ../../docs/openclaw-project-overview.md
  • ../../docs/openclaw-next-phase-development-plan.md

Scripts

  • scripts/eco_link_claims_to_observations.py
Install via CLI
npx skills add https://github.com/FDU-INS/Insurance-Skills --skill eco-link-claims-to-observations
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