← v5
Predicted role · from the KRAs, title advisory

VMware Engineer

SINGLE · MAJORITY
JD title: VMware Engineer
LEVEL · L-MIDERA · ERA-CURRENT COVERAGE · 100% LLM CALLS · 0 $0.0 0.1 S REPEAT · ANSWERED FROM ef34f65c
What this role is made of1 role
VMware Engineer 100%
F_VIRTBUILD3 LINESCELL GRAIN
Tier 1 · template mix2 values
BUILD 71%
OPERATE 29%
Tier 2 · family mix1 values
F_VIRT 100%
Responsibilities · the role each KRA was classified to4 voting lines
0 Build vSphere clusters and ESXi hosts for the new data centre BUILD→F_VIRT→ vmware-engineer 0.49
Section · salience
responsibility · 1.0
Template
BUILD RULE 0.76
Family · stack
F_VIRT RULE
Role
vmware-engineer LLM 0.95
1 Implement vCenter automation for VM provisioning BUILD→F_VIRT→ vmware-engineer 0.54
Section · salience
responsibility · 0.7
Template
BUILD RULE 0.85
Family · stack
F_VIRT LLM
Role
vmware-engineer LLM 0.95
2 Deploy NSX networking for the virtualization platform BUILD→F_VIRT→ vmware-nsx-engineer 0.35
Section · salience
responsibility · 0.7
Template
BUILD RULE 0.76
Family · stack
F_VIRT LLM
Role
vmware-nsx-engineer LLM 0.7
3 Upgrade ESXi hosts and vCenter to the latest supported release OPERATE→F_VIRT→ vmware-administrator 0.55
Section · salience
responsibility · 1.0
Template
OPERATE RULE 0.76
Family · stack
F_VIRT RULE
Role
vmware-administrator LLM 0.95
Decision log · how the role was finalized1 steps
  1. 60 ms REPEAT CHECK hit: answered from the stored run
    doc_hash 2ba843306471answered_from ef34f65c-9615-46d4-b70b-966f9fc88141
LLM calls · system prompt, input and output0 calls

No LLM call was needed: patterns and rules decided every line, or the run was answered from a stored repeat.

Cells · role mix at family × template grain2 cells
RoleFamilyTemplateStackLinesShare
vmware-engineerF_VIRTBUILD—372%
vmware-administratorF_VIRTOPERATE—128%
run f5bf731e-cf5b-4ca2-ab1b-bf8125cdefa9 · versions {"engine": "d27aa18bd299", "family": "v5-family-2", "gold": "v5-gold-2", "role": "v5-role-1", "template": "v5-template-1"}