S32 · Pipeline skill
Watch and review changes
Monitor permitted sources, surface evidenced changes and let reviewers decide follow-up actions.
Public-source collection + change and relevance filtering + human opportunity review
- Pipeline
- 4 steps
- Human review
- 1
- Components
- 8
01Pipeline
Base pipeline
Ordered steps. Each consumes the previous output; review gates hold until a person accepts.
- Starts from
- Permitted sources, topic terms and tracked entities
- Delivers
- Human-selected issues, archive pack and proposed follow-ups
Review contract
People decide at review gates; components supply data, drafts or review surfaces. Unaccepted outputs do not advance.
Integration note
Maintain permissions and rate limits for each source; relevance scores do not establish factual correctness.
- 01
Register and collect sources
- Input
- Permitted sources, topic terms and tracked entities
- Output
- Raw signals with sources and timestamps
- Reusable B2B signal dataset registrationExternal dataset contract registration + normalized ingestion
- Public social signals, intent and sentiment monitoringTargeted public-source collection + evidence deduplication and relevance
- Event-window social monitoringSchedule-centered public updates + entity and time association
- 02
Deduplicate and compare changes
- Input
- Raw signals with sources and timestamps
- Output
- Changed passages and announcement evidence
- Article deduplication and change alertsContent snapshot comparison + deduplicated change alerts
- Exchange announcement collection and intelligenceMulti-route announcement collection + timing and source diagnostics
- 03
Organize relevant signals
- Input
- Changed passages and announcement evidence
- Output
- Candidate issues with reasons and evidence
- Community rules and market intelligenceCommunity signal archives + audience-specific evidence briefs
- Travel signal analysis and opportunity clusteringSignal translation and classification + friction clustering and evidence suggestions
- 04
Review and archive
Human review- Input
- Candidate issues with reasons and evidence
- Output
- Human-selected issues, archive pack and proposed follow-ups
Decided byAssigned reviewer or requesting user
- Scheduled scrape exports and object archiveRecurring collection jobs + summaries and archive manifests
02Industry versions
Industry versions
Sports Transferable use Monitor permitted public updates around fixtures and prepare evidenced team and player changes for editorial review.
Adaptation Replace finance and travel vocabularies in announcement and opportunity analysis; public posts do not replace official team confirmation.
- 01
Register fixture-related sources
- Input
- Permitted team accounts, fixtures and editorial keywords
- Output
- Public updates linked to fixture timing
- Reusable B2B signal dataset registrationExternal dataset contract registration + normalized ingestion
- Public social signals, intent and sentiment monitoringTargeted public-source collection + evidence deduplication and relevance
- Event-window social monitoringSchedule-centered public updates + entity and time association
- 02
Compare announcements and updates
- Input
- Public updates linked to fixture timing
- Output
- Changed passages and original sources
- Article deduplication and change alertsContent snapshot comparison + deduplicated change alerts
- Exchange announcement collection and intelligenceMulti-route announcement collection + timing and source diagnostics
- 03
Organize team and player signals
- Input
- Changed passages and original sources
- Output
- Review items with reasons and evidence
- Community rules and market intelligenceCommunity signal archives + audience-specific evidence briefs
- Travel signal analysis and opportunity clusteringSignal translation and classification + friction clustering and evidence suggestions
- 04
Archive after editorial review
Human review- Input
- Review items with reasons and evidence
- Output
- Selected updates, archive and follow-up suggestions
Decided byAssigned reviewer or requesting user
- Scheduled scrape exports and object archiveRecurring collection jobs + summaries and archive manifests
Government & public services Transferable use Queue changes in public notices and publicly posted resident feedback for staff review before follow-up decisions.
Adaptation Public post counts are not representative opinion; replace source-domain event models and retain original text and human judgment.
- 01
Register public information sources
- Input
- Permitted public sources, issue vocabulary and service scope
- Output
- Public material with sources and timing
- Reusable B2B signal dataset registrationExternal dataset contract registration + normalized ingestion
- Public social signals, intent and sentiment monitoringTargeted public-source collection + evidence deduplication and relevance
- Event-window social monitoringSchedule-centered public updates + entity and time association
- 02
Find notice and feedback changes
- Input
- Public material with sources and timing
- Output
- Change records with source comparisons
- Article deduplication and change alertsContent snapshot comparison + deduplicated change alerts
- Exchange announcement collection and intelligenceMulti-route announcement collection + timing and source diagnostics
- 03
Organize service follow-up signals
- Input
- Change records with source comparisons
- Output
- Candidate service issues with reasons
- Community rules and market intelligenceCommunity signal archives + audience-specific evidence briefs
- Travel signal analysis and opportunity clusteringSignal translation and classification + friction clustering and evidence suggestions
- 04
Staff review and archive
Human review- Input
- Candidate service issues with reasons
- Output
- Human-confirmed issues and proposed follow-ups
Decided byAssigned reviewer or requesting user
- Scheduled scrape exports and object archiveRecurring collection jobs + summaries and archive manifests
03Parameters
Parameters
From the pack’s params.schema.json. Choose values to build a synthetic request.
skills/_pipelines/watch-source-changes/params.schema.json
{
"synthetic": true,
"run_id": "synthetic-example",
"locale": "en",
"industry": "base",
"adapter_mode": "local",
"records": [
{
"id": "synthetic-record-1",
"synthetic": true,
"text": "Synthetic observation A: a draft needs review."
},
{
"id": "synthetic-record-2",
"synthetic": true,
"text": "Synthetic observation B: retain the unresolved question."
}
],
"decisions": {}
} 04Member components
Member components
-
Reusable B2B signal dataset registration
External dataset contract registration + normalized ingestion
Working 1 pipeline -
Public social signals, intent and sentiment monitoring
Targeted public-source collection + evidence deduplication and relevance
Working 1 pipeline -
Event-window social monitoring
Schedule-centered public updates + entity and time association
Working 1 pipeline -
Article deduplication and change alerts
Content snapshot comparison + deduplicated change alerts
Working 1 pipeline -
Exchange announcement collection and intelligence
Multi-route announcement collection + timing and source diagnostics
Working 1 pipeline -
Community rules and market intelligence
Community signal archives + audience-specific evidence briefs
Working 1 pipeline -
Travel signal analysis and opportunity clustering
Signal translation and classification + friction clustering and evidence suggestions
Working 1 pipeline -
Scheduled scrape exports and object archive
Recurring collection jobs + summaries and archive manifests
Working 1 pipeline
05Skills pack
Skills pack
Runnable reference on synthetic fixtures with tests. Domain contracts, services and approvals still need integration.
watch-source-changes-1.0.0.zip
Contains SKILL.md, pipeline.json, params.schema.json, runner, tests, fixtures, integration checklist and sources.
Synthetic workflow reference; service integration pending
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