VOLOVLOAutomation risk & transition, task by task
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VOLO

Understanding how automation changes work — task by task, with the evidence shown and the uncertainty admitted.

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© 2026 VOLO

The VOLO ontology

One model sits under every page, every tool AI agents can call and every file we publish: the kinds of things this site knows about, how they connect, and the named actions that are the only way to change them. Everything drawn here exists in that model, and every number is counted from it.

AI and people, working together

Answer enginesAI agents over MCPThe evidence loop+Workers and studentsCompaniesNamed verifiers

Pages and views

Agents and automation

Open data and APIs

MCPCSVJSON-LDsits inleads tocoded asclassified asoffersmade ofsupportscitescitesaligns tojudged asreadsbears onapplies infromaboutviaBusiness function13Occupation90Degree18Long-form note6Next step267Official code483Evidence record241Task470O*NET activity525Lead114Source221Judgement470Rule41Jurisdiction12Add an occupation →Map a code →Add evidence →LoopVerify →LoopAlign a task →Accept a lead →LoopChange a judgement →Read a rule →

Task object

Treating, vaccinating and operating

Occupation
Veterinarian
Direction
Still human-led
Basis
Evidence-backed
Verified records
1
O*NET activities
3
Rule
must not · Singapore
Assessed
2026-09-26
O*NET 31.0ESCOISCO-08SSOC 2024NCES CIP–SOCStatutes & regulatorsCourtsFilings & statistics
Baseline weightsAttributionVendor-doc ruleVerdict ruleTrajectoryEntity resolutionLeadsLinked data
Evidence CLIGuard testsCanary gatesEvidence loopHarnessReleaseChange memosNamed verifiers

Sources

Logic

Checks and write-back

  • Object — this site's judgements, evidence and readings
  • Object — public reference: codes, O*NET, laws, sources
  • Link
  • Action — how the object is changed
  • The unattended loop may run this action
  • The links the card's task walks

Drawn for show, true in every part

Each object type, the direction of each link and each action is checked against the model's definition by a test: change the model without the drawing and the build fails. The screens on the top platforms are illustrations, not data.

The card is a real task

Its direction, its basis, the verified record behind it, the O*NET activities it aligns to and the rule that bears on it are read from the same graph the site and the AI-agent tools read.

Read it plainly, or take it whole

The same model as a readable list, with the rules it enforces →
volo-ontology.json · volo-ontology.jsonld · Open data