WEF–Columbus recursive research pass — Depth 5
Completed the queued Depth 5 implementation branches and emitted eight documentary Depth 6 targets.
Metadata
| StarIntel ID | starintel:research-pass:wef-columbus-depth-5-2026-07-26 |
|---|---|
| Dataset | wef |
| Schema | 0.9.0 |
| Version | 1 |
| Updated | 2026-07-26T04:05:00Z |
Type-specific data
- Agent Identity
GPT-5.6 Thinking
- Classification Rules
Separate authorized ceilings from confirmed outlays.
Separate organization listing from verified workshare or payment.
Separate public availability of code from proven downstream deployment.
Separate WEF association and task-force participation from control over specific local decisions.
Represent missing primary records as queued targets rather than claims.
- Completed At
2026-07-26T04:05:00Z
- Finding Ids
starintel:media:columbus-green-it-playbook-2-0-2025
starintel:event:central-ohio-living-lab-launch-2025
starintel:event:hntb-smart-lighting-phase-4-modification-2026
starintel:financial-observation:andhealth-downtown-office-incentive-payment-2024
starintel:product:urbanos-smart-cities-data-platform
starintel:analysis:wef-columbus-depth-5-policy-contract-implementation
- Findings
- Confidence
0.97- Finding
Green IT guidance reached documented organizational implementation at Bread Financial.
- Confidence
0.98- Finding
The Central Ohio Living Lab launched three projects in 2025 and planned three more in 2026; project-level records remain unresolved.
- Confidence
0.99- Finding
HNTB Phase 4 supports procurement and product evaluation; identified lifecycle authorization reached $1,675,811.18.
- Confidence
0.99- Finding
AndHealth received a documented $47,727.97 City incentive payment for tax year 2024.
- Confidence
0.95- Finding
UrbanOS code is publicly available, but external adoption was not established.
- Confidence
0.97- Finding
No reviewed record establishes WEF control over these specific local programs or transactions.
- Iteration
5- Method
Primary-source recursive OSINT across municipal legislation, official organizational publications, economic-development records, WEF materials, and public code repositories.
- Narrative Role
recursive evidence expansion
- Research Question
What concrete programs, contracts, incentives, technical artifacts, and unresolved network records sit below the documented WEF–Columbus association?
- Started At
2026-07-26T02:30:00Z
- Supporting Record Ids
starintel:org:rackspace-technology
starintel:org:bread-financial
starintel:org:honda
starintel:org:urbanos-public
starintel:person:ben-blanquera
starintel:person:marcus-carano
starintel:media:columbus-green-it-playbook-2-0-2025
starintel:event:central-ohio-living-lab-launch-2025
starintel:contract:andhealth-columbus-downtown-office-incentive-2022
starintel:financial-observation:andhealth-downtown-office-incentive-payment-2024
starintel:event:hntb-smart-lighting-phase-4-modification-2026
starintel:product:urbanos-smart-cities-data-platform
starintel:relation:green-it-playbook-authored-by-smart-columbus-rackspace
starintel:relation:ben-blanquera-employed-by-rackspace
starintel:relation:marcus-carano-employed-by-smart-columbus
starintel:relation:bread-financial-implemented-green-it-playbook
starintel:relation:smart-columbus-partnered-honda-living-lab
starintel:relation:city-authorized-andhealth-downtown-office-incentive
starintel:relation:city-authorized-andhealth-incentive-payment-2024
starintel:relation:hntb-phase-4-uses-emht-barr-subconsultants
starintel:relation:urbanos-public-publishes-smart-cities-data-platform
starintel:analysis:wef-columbus-depth-5-policy-contract-implementation
- Unresolved Target Ids
starintel:investigation-target:wef-depth-6-hntb-smart-lighting-procurement-records
starintel:investigation-target:wef-depth-6-andhealth-incentive-ledger
starintel:investigation-target:wef-depth-6-green-it-working-group
starintel:investigation-target:wef-depth-6-central-ohio-living-lab-projects
starintel:investigation-target:wef-depth-6-urbanos-reuse-lineage
starintel:investigation-target:wef-depth-6-wef-columbus-agreements
starintel:investigation-target:wef-depth-6-global-shapers-columbus-status
starintel:investigation-target:wef-depth-6-smart-columbus-staff-project-map
Assessment
- Confidence
0.97
Verification
- Status
source-backed
- Verified
True
Provenance
- Agent
GPT-5.6 Thinking
- Method
Primary-source recursive OSINT with bounded inference
- Run Id
wef-columbus-depth-5-2026-07-26
- Skill
auto-dig;web-research;create-starintel-documents;select-recursive-targets
Lineage
- Derived From
starintel:research-pass:wef-columbus-depth-4-2026-07-25
- Generation
5
Workflow
- Max Depth
6- Recursion Depth
5- Research Status
completed
- Root Target Id
starintel:org:city-of-columbus
Related records
- starintel:analysis:wef-columbus-depth-5-policy-contract-implementation
- starintel:contract:andhealth-columbus-downtown-office-incentive-2022
- starintel:event:central-ohio-living-lab-launch-2025
- starintel:event:hntb-smart-lighting-phase-4-modification-2026
- starintel:financial-observation:andhealth-downtown-office-incentive-payment-2024
- starintel:investigation-target:wef-depth-6-andhealth-incentive-ledger
- starintel:investigation-target:wef-depth-6-central-ohio-living-lab-projects
- starintel:investigation-target:wef-depth-6-global-shapers-columbus-status
- starintel:investigation-target:wef-depth-6-green-it-working-group
- starintel:investigation-target:wef-depth-6-hntb-smart-lighting-procurement-records
- starintel:investigation-target:wef-depth-6-smart-columbus-staff-project-map
- starintel:investigation-target:wef-depth-6-urbanos-reuse-lineage
- starintel:investigation-target:wef-depth-6-wef-columbus-agreements
- starintel:media:columbus-green-it-playbook-2-0-2025
- starintel:org:bread-financial
- starintel:org:city-of-columbus
- starintel:org:honda
- starintel:org:rackspace-technology
- starintel:org:urbanos-public
- starintel:person:ben-blanquera
- starintel:person:marcus-carano
- starintel:product:urbanos-smart-cities-data-platform
- starintel:relation:ben-blanquera-employed-by-rackspace
- starintel:relation:bread-financial-implemented-green-it-playbook
- starintel:relation:city-authorized-andhealth-downtown-office-incentive
- starintel:relation:city-authorized-andhealth-incentive-payment-2024
- starintel:relation:green-it-playbook-authored-by-smart-columbus-rackspace
- starintel:relation:hntb-phase-4-uses-emht-barr-subconsultants
- starintel:relation:marcus-carano-employed-by-smart-columbus
- starintel:relation:smart-columbus-partnered-honda-living-lab
- starintel:relation:urbanos-public-publishes-smart-cities-data-platform
- starintel:research-pass:wef-columbus-depth-4-2026-07-25
Sources
- A year of impact: 2025 by the numbersSmart Columbus · credibility 0.95 · retrieved 2026-07-26T04:05:00Z
- Columbus leads the way: Evolving our Green IT ambitionSmart Columbus · credibility 0.95 · retrieved 2026-07-26T04:05:00Z
- Columbus Ordinance 1424-2026City of Columbus · credibility 0.99 · retrieved 2026-07-26T04:05:00Z
- Columbus Ordinance 2014-2022City of Columbus · credibility 0.99 · retrieved 2026-07-26T04:05:00Z
- Columbus Ordinance 1885-2025City of Columbus · credibility 0.99 · retrieved 2026-07-26T04:05:00Z
- AndHealth Expanding Office Space in Downtown ColumbusJobsOhio · credibility 0.97 · retrieved 2026-07-26T04:05:00Z
- Implementing a Life-Cycle Approach to Infrastructure: a Policy Roadmap for CitiesWorld Economic Forum · credibility 0.99 · retrieved 2026-07-26T04:05:00Z
- Global Shapers: AboutGlobal Shapers Community · credibility 0.98 · retrieved 2026-07-26T04:05:00Z
- UrbanOS-Public/smartcitiesdataUrbanOS-Public · credibility 0.98 · retrieved 2026-07-26T04:05:00Z
Generated Org node
Download Org sourceRaw JSON
{
"_id": "starintel:research-pass:wef-columbus-depth-5-2026-07-26",
"assessment": {
"confidence": 0.97
},
"data": {
"agent_identity": "GPT-5.6 Thinking",
"classification_rules": [
"Separate authorized ceilings from confirmed outlays.",
"Separate organization listing from verified workshare or payment.",
"Separate public availability of code from proven downstream deployment.",
"Separate WEF association and task-force participation from control over specific local decisions.",
"Represent missing primary records as queued targets rather than claims."
],
"completed_at": "2026-07-26T04:05:00Z",
"finding_ids": [
"starintel:media:columbus-green-it-playbook-2-0-2025",
"starintel:event:central-ohio-living-lab-launch-2025",
"starintel:event:hntb-smart-lighting-phase-4-modification-2026",
"starintel:financial-observation:andhealth-downtown-office-incentive-payment-2024",
"starintel:product:urbanos-smart-cities-data-platform",
"starintel:analysis:wef-columbus-depth-5-policy-contract-implementation"
],
"findings": [
{
"confidence": 0.97,
"finding": "Green IT guidance reached documented organizational implementation at Bread Financial."
},
{
"confidence": 0.98,
"finding": "The Central Ohio Living Lab launched three projects in 2025 and planned three more in 2026; project-level records remain unresolved."
},
{
"confidence": 0.99,
"finding": "HNTB Phase 4 supports procurement and product evaluation; identified lifecycle authorization reached $1,675,811.18."
},
{
"confidence": 0.99,
"finding": "AndHealth received a documented $47,727.97 City incentive payment for tax year 2024."
},
{
"confidence": 0.95,
"finding": "UrbanOS code is publicly available, but external adoption was not established."
},
{
"confidence": 0.97,
"finding": "No reviewed record establishes WEF control over these specific local programs or transactions."
}
],
"iteration": 5,
"method": "Primary-source recursive OSINT across municipal legislation, official organizational publications, economic-development records, WEF materials, and public code repositories.",
"narrative_role": "recursive evidence expansion",
"research_question": "What concrete programs, contracts, incentives, technical artifacts, and unresolved network records sit below the documented WEF–Columbus association?",
"started_at": "2026-07-26T02:30:00Z",
"supporting_record_ids": [
"starintel:org:rackspace-technology",
"starintel:org:bread-financial",
"starintel:org:honda",
"starintel:org:urbanos-public",
"starintel:person:ben-blanquera",
"starintel:person:marcus-carano",
"starintel:media:columbus-green-it-playbook-2-0-2025",
"starintel:event:central-ohio-living-lab-launch-2025",
"starintel:contract:andhealth-columbus-downtown-office-incentive-2022",
"starintel:financial-observation:andhealth-downtown-office-incentive-payment-2024",
"starintel:event:hntb-smart-lighting-phase-4-modification-2026",
"starintel:product:urbanos-smart-cities-data-platform",
"starintel:relation:green-it-playbook-authored-by-smart-columbus-rackspace",
"starintel:relation:ben-blanquera-employed-by-rackspace",
"starintel:relation:marcus-carano-employed-by-smart-columbus",
"starintel:relation:bread-financial-implemented-green-it-playbook",
"starintel:relation:smart-columbus-partnered-honda-living-lab",
"starintel:relation:city-authorized-andhealth-downtown-office-incentive",
"starintel:relation:city-authorized-andhealth-incentive-payment-2024",
"starintel:relation:hntb-phase-4-uses-emht-barr-subconsultants",
"starintel:relation:urbanos-public-publishes-smart-cities-data-platform",
"starintel:analysis:wef-columbus-depth-5-policy-contract-implementation"
],
"unresolved_target_ids": [
"starintel:investigation-target:wef-depth-6-hntb-smart-lighting-procurement-records",
"starintel:investigation-target:wef-depth-6-andhealth-incentive-ledger",
"starintel:investigation-target:wef-depth-6-green-it-working-group",
"starintel:investigation-target:wef-depth-6-central-ohio-living-lab-projects",
"starintel:investigation-target:wef-depth-6-urbanos-reuse-lineage",
"starintel:investigation-target:wef-depth-6-wef-columbus-agreements",
"starintel:investigation-target:wef-depth-6-global-shapers-columbus-status",
"starintel:investigation-target:wef-depth-6-smart-columbus-staff-project-map"
]
},
"dataset": "wef",
"date_added": "2026-07-26T04:05:00Z",
"date_updated": "2026-07-26T04:05:00Z",
"dtype": "research-pass",
"evidence": [],
"lineage": {
"derived_from": [
"starintel:research-pass:wef-columbus-depth-4-2026-07-25"
],
"generation": 5
},
"provenance": {
"agent": "GPT-5.6 Thinking",
"method": "Primary-source recursive OSINT with bounded inference",
"run_id": "wef-columbus-depth-5-2026-07-26",
"skill": "auto-dig;web-research;create-starintel-documents;select-recursive-targets"
},
"schema_version": "0.9.0",
"sources": [
{
"accessed_at": "2026-07-26T04:05:00Z",
"credibility": 0.95,
"kind": "official_webpage",
"publisher": "Smart Columbus",
"title": "A year of impact: 2025 by the numbers",
"uri": "https://smartcolumbus.com/insights/2025-12-year-of-impact",
"url": "https://smartcolumbus.com/insights/2025-12-year-of-impact"
},
{
"accessed_at": "2026-07-26T04:05:00Z",
"credibility": 0.95,
"kind": "official_webpage",
"publisher": "Smart Columbus",
"title": "Columbus leads the way: Evolving our Green IT ambition",
"uri": "https://smartcolumbus.com/insights/2025-10-cie-vendor-announcement-83p85",
"url": "https://smartcolumbus.com/insights/2025-10-cie-vendor-announcement-83p85"
},
{
"accessed_at": "2026-07-26T04:05:00Z",
"credibility": 0.99,
"kind": "government_record",
"publisher": "City of Columbus",
"title": "Columbus Ordinance 1424-2026",
"uri": "https://columbus.legistar.com/LegislationDetail.aspx?FullText=1&GUID=039FBB6C-BE67-4AC2-9C13-59B8B8EFE96F&ID=8117826&Options=&Search=",
"url": "https://columbus.legistar.com/LegislationDetail.aspx?FullText=1&GUID=039FBB6C-BE67-4AC2-9C13-59B8B8EFE96F&ID=8117826&Options=&Search="
},
{
"accessed_at": "2026-07-26T04:05:00Z",
"credibility": 0.99,
"kind": "government_record",
"publisher": "City of Columbus",
"title": "Columbus Ordinance 2014-2022",
"uri": "https://columbus.legistar.com/LegislationDetail.aspx?GUID=8A04AD26-94FE-4964-BCCC-44203F01D559&ID=5726301&Options=&Search=",
"url": "https://columbus.legistar.com/LegislationDetail.aspx?GUID=8A04AD26-94FE-4964-BCCC-44203F01D559&ID=5726301&Options=&Search="
},
{
"accessed_at": "2026-07-26T04:05:00Z",
"credibility": 0.99,
"kind": "government_record",
"notes": "The title and background identify the Downtown Office Incentive program; Section 6 uses Jobs Growth Incentive wording.",
"publisher": "City of Columbus",
"title": "Columbus Ordinance 1885-2025",
"uri": "https://columbus.legistar.com/LegislationDetail.aspx?FullText=1&GUID=DE71F085-A673-490A-93D8-BED794B120CB&ID=7489845&Options=&Search=",
"url": "https://columbus.legistar.com/LegislationDetail.aspx?FullText=1&GUID=DE71F085-A673-490A-93D8-BED794B120CB&ID=7489845&Options=&Search="
},
{
"accessed_at": "2026-07-26T04:05:00Z",
"credibility": 0.97,
"kind": "official_project_record",
"publisher": "JobsOhio",
"title": "AndHealth Expanding Office Space in Downtown Columbus",
"uri": "https://www.jobsohio.com/newsroom/news-press/andhealth-expanding-office-space-in-downtown-columbus",
"url": "https://www.jobsohio.com/newsroom/news-press/andhealth-expanding-office-space-in-downtown-columbus"
},
{
"accessed_at": "2026-07-26T04:05:00Z",
"credibility": 0.99,
"kind": "official_project_record",
"publisher": "World Economic Forum",
"title": "Implementing a Life-Cycle Approach to Infrastructure: a Policy Roadmap for Cities",
"uri": "https://centres.weforum.org/centre-for-urban-transformation/infrastructure-lifecycle",
"url": "https://centres.weforum.org/centre-for-urban-transformation/infrastructure-lifecycle"
},
{
"accessed_at": "2026-07-26T04:05:00Z",
"credibility": 0.98,
"kind": "official_organization",
"publisher": "Global Shapers Community",
"title": "Global Shapers: About",
"uri": "https://www.globalshapers.org/about",
"url": "https://www.globalshapers.org/about"
},
{
"accessed_at": "2026-07-26T04:05:00Z",
"credibility": 0.98,
"kind": "source_repository",
"publisher": "UrbanOS-Public",
"title": "UrbanOS-Public/smartcitiesdata",
"uri": "https://github.com/UrbanOS-Public/smartcitiesdata",
"url": "https://github.com/UrbanOS-Public/smartcitiesdata"
}
],
"summary": "Completed the queued Depth 5 implementation branches and emitted eight documentary Depth 6 targets.",
"tags": [
"wef",
"columbus",
"recursive-research",
"depth-5"
],
"title": "WEF–Columbus recursive research pass — Depth 5",
"verification": {
"status": "source-backed",
"verified": true
},
"version": 1,
"workflow": {
"max_depth": 6,
"recursion_depth": 5,
"research_status": "completed",
"root_target_id": "starintel:org:city-of-columbus"
}
}