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observed_at
timestamp[s]date
2026-10-02 00:00:00
2026-10-02 00:00:00
post_number
int64
1
1
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null
publication_rights
stringclasses
1 value
review_state
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1 value
rights_evidence
stringclasses
2 values
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null
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summary
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title
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topic_id
int64
396
426
[ "skill_import_provenance", "skill_import_slice", "skill_name_collision", "skill_service_disclosure", "skill_share_action", "skill_update_notice" ]
2026-10-02T00:00:00
1
null
operator_authorized
operator_labeled
Operator supplied their own betterwithage topic text in this conversation; source link and original SZL summary only; forum page not independently accessible
null
ai4science:396:1
https://ai4science.discourse.group/t/feature-request-easier-skill-sharing-in-claude-science-from-a-real-attempt/396/1
The operator described obstacles to sharing research skills through GitHub: an oversized import, a same-name skill skipped on import, and missing update, service-disclosure, and share flows. They proposed scoped imports, collision handling, opt-in updates, credential disclosure, and a share action.
Feature request: easier skill sharing in Claude Science (from a real attempt)
396
[ "artifact_replay", "blocked_allocation", "measurement_harmonization", "skill_import_provenance" ]
2026-10-02T00:00:00
1
null
operator_authorized
operator_labeled
Operator request in the 2026-10-02 SZL corpus task; metadata and original summary only
null
ai4science:426:1
https://ai4science.discourse.group/t/three-testable-science-skills-and-provenance-aware-github-imports/426
The operator proposed measurement harmonization, artifact replay, blocked allocation, and reviewable GitHub skill imports as testable research pilots.
Three testable science skills and provenance-aware GitHub imports
426

SZL Holdings

Science Forum Pilot

Explore original summaries and metadata from two operator-authored topics used to formulate review hypotheses.

Artifact: Two-topic metadata pilot · Stage: Training unauthorized

Explore in Command Lab · Build · Evidence

Before you use it

  • This is not a forum scrape, representative sample, model-training dataset or scientific benchmark.
  • Original annotations do not grant rights to linked forum posts; expansion requires separate access, reuse and privacy admission.
Technical details and original evidence

The retained source below is exact and may contain historical observations. Its dates, use restrictions, licenses and evidence boundaries continue to apply.

Dataset card: operator-authored pilot

This is a two-topic, metadata-and-original-summary pilot from the SZL operator's own science-skills topic #426 and skill-sharing topic #396. The operator supplied #396's text in conversation; the forum page was not independently accessible. It contains no copied forum post body, private message, user profile, or third-party member text. It is not a full forum scrape, representative sample, model-training dataset, or scientific benchmark.

sources.public.jsonl identifies the two operator topics, their explicitly null linked-source content licenses, and their manually assigned candidate needs. needs.json counts independent admitted topics, including the shared skill-import-provenance need across both. hypotheses.json lists proposed experiments with their evidence state. graph.json links sources, needs, and hypotheses. second_brain.candidates.jsonl is a staging projection; separately source-bound #396 and #426 frontier handles are live in Second Brain and Anatomy. The two-topic runtime receipt records that structural readback. Neither staging row enters the fixed 575-row retrieval corpus. manifest.json fixes the build date, hashes every generated file, and binds per-row/thread-family digests plus exact-input fingerprints for the pinned SZL Forge validator revision. The validator receipt records merged PR #673 and merge commit 972af446bc7dc6e46d397f2d0cbafb22057545b5. Those reference fingerprints do not authorize training or detect paraphrases. No admitted temporal split exists, so family separation and time ordering remain UNKNOWN.

The Apache-2.0 card license covers original SZL summaries, annotations, documentation, and code in this projection. source_content_license: null concerns the linked source body and does not contradict that projection license. Apache-2.0 grants no rights to linked forum posts or external material. Expansion requires documented access, author/operator reuse permission, privacy review, and an exact source manifest. Model training is explicitly unauthorized in the manifest.

Source and methodology: GitHub project, acquisition gate, research protocol.

Artwork: SZL Orbit · © 2026 SZL Holdings / Stephen Lutar · CC BY 4.0.

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