Smart Columbus projects continued and were designed for replication
observationsource-backedconfidence 0.98schema 0.9.0
The 2021 program summary states that five of eight projects continued after grant funding and that open-source software, technical documentation, and deployment playbooks were intended for reuse by other cities and agencies.
Metadata
| StarIntel ID | starintel:observation:smart-columbus-project-continuation-and-replication |
|---|---|
| Dataset | starintel-wef-columbus-depth-4-2026-07-25 |
| Schema | 0.9.0 |
| Version | 1 |
| Updated | 2026-07-25T21:15:00Z |
Type-specific data
- Instrument
official final report
- Method
Review of June 2021 City program summary
- Observation Type
program_continuation_and_replication
- Observed At
2021-06-01T00:00:00Z
- Observer Id
starintel:org:city-of-columbus
- Subject Id
starintel:org:smart-columbus
- Value
- Continued Projects
5- Replication Mechanisms
open-source software
technical documentation
deployment playbooks
- Total Projects
8
Assessment
- Confidence
0.98
Verification
- Status
source-backed
- Verified
True
Provenance
- Agent
GPT-5.6 Thinking
- Run Id
wef-columbus-depth-4-2026-07-25
- Skill
auto-dig;search-starintel-json-db;create-starintel-documents;select-recursive-targets
Lineage
- Derived From
starintel:research-pass:wef-columbus-depth-3-2026-07-25
- Generation
4
Workflow
- Max Depth
6- Recursion Depth
4- Research Status
completed
- Root Target Id
starintel:org:city-of-columbus
Related records
Sources
- Smart Columbus Program Summary — June 2021City of Columbus · credibility 0.95 · retrieved 2026-07-25T21:15:00Z
Generated Org node
Download Org sourceRaw JSON
{
"_id": "starintel:observation:smart-columbus-project-continuation-and-replication",
"assessment": {
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},
"data": {
"instrument": "official final report",
"method": "Review of June 2021 City program summary",
"observation_type": "program_continuation_and_replication",
"observed_at": "2021-06-01T00:00:00Z",
"observer_id": "starintel:org:city-of-columbus",
"subject_id": "starintel:org:smart-columbus",
"value": {
"continued_projects": 5,
"replication_mechanisms": [
"open-source software",
"technical documentation",
"deployment playbooks"
],
"total_projects": 8
}
},
"dataset": "starintel-wef-columbus-depth-4-2026-07-25",
"date_added": "2026-07-25T21:15:00Z",
"date_updated": "2026-07-25T21:15:00Z",
"dtype": "observation",
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"starintel:research-pass:wef-columbus-depth-3-2026-07-25"
],
"generation": 4
},
"provenance": {
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},
"schema_version": "0.9.0",
"sources": [
{
"accessed_at": "2026-07-25T21:15:00Z",
"credibility": 0.95,
"kind": "government_report",
"publisher": "City of Columbus",
"title": "Smart Columbus Program Summary — June 2021",
"uri": "https://static1.squarespace.com/static/6543abac601e3621dd3fe76d/t/68b832df3dd5017d3a1c12e2/1756902111728/2021-06%2BUSDOT%2BFinal%2BReport%2BExecutive%2BSummary%2B%281%29-compressed-compressed.pdf",
"url": "https://static1.squarespace.com/static/6543abac601e3621dd3fe76d/t/68b832df3dd5017d3a1c12e2/1756902111728/2021-06%2BUSDOT%2BFinal%2BReport%2BExecutive%2BSummary%2B%281%29-compressed-compressed.pdf"
}
],
"summary": "The 2021 program summary states that five of eight projects continued after grant funding and that open-source software, technical documentation, and deployment playbooks were intended for reuse by other cities and agencies.",
"tags": [
"wef-columbus",
"recursive-research",
"depth-4"
],
"title": "Smart Columbus projects continued and were designed for replication",
"verification": {
"status": "source-backed",
"verified": true
},
"version": 1,
"workflow": {
"max_depth": 6,
"recursion_depth": 4,
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"root_target_id": "starintel:org:city-of-columbus"
}
}