Predicted role · from the KRAs, title advisory
DevOps Engineer
SINGLE · MAJORITY
JD title: DevOps Engineer
· resolves to devops-engineer AGREES
LEVEL · L-MIDERA · ERA-CURRENT
COVERAGE · 100%
LLM CALLS · 0
$0.0
0.1 S
REPEAT · ANSWERED FROM b0c87fb3
What this role is made of1 role
DevOps Engineer
100%
F_DEVOPSBUILD3 LINESCELL GRAIN
Tier 1 · template mix2 values
BUILD
87%
OPERATE
13%
Tier 2 · family mix2 values
F_CLOUD
23%
F_DEVOPS
77%
Responsibilities · the role each KRA was classified to5 voting lines
0 Design and implement CI/CD pipelines in GitHub Actions for forty services BUILD→F_DEVOPS→ devops-engineer 0.61
Section · salience
responsibility · 1.0Template
BUILD RULE 0.76Family · stack
F_DEVOPS RULERole
devops-engineer LLM 0.951 Automate release management and artifact promotion across environments BUILD→F_DEVOPS→ devops-engineer 0.58
Section · salience
responsibility · 1.0Template
BUILD RULE 0.76Family · stack
F_DEVOPS RULERole
devops-engineer LLM 0.952 Write Terraform for the delivery toolchain and deployment automation BUILD→F_DEVOPS→ devops-engineer 0.76
Section · salience
responsibility · 1.0Template
BUILD RULE 0.84Family · stack
F_DEVOPS LLMRole
devops-engineer LLM 0.953 Provision the AWS accounts and VPCs the pipelines deploy into BUILD→F_CLOUDAWS→ aws-cloud-engineer 0.61
Section · salience
responsibility · 1.0Template
BUILD RULE 0.84Family · stack
F_CLOUD LLM · aws RULERole
aws-cloud-engineer RULE 0.854 Maintain the Jenkins to GitHub Actions migration OPERATE→F_DEVOPS→ jenkins-administrator 0.31
Section · salience
responsibility · 0.7Template
OPERATE RULE 0.68Family · stack
F_DEVOPS RULERole
jenkins-administrator LLM 0.85Decision log · how the role was finalized1 steps
-
59 ms REPEAT CHECK hit: answered from the stored rundoc_hash b6726d72831danswered_from b0c87fb3-edc8-4e8a-8ab5-47c29705a258
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 grain3 cells
| Role | Family | Template | Stack | Lines | Share |
|---|---|---|---|---|---|
| devops-engineer | F_DEVOPS | BUILD | — | 3 | 68% |
| aws-cloud-engineer | F_CLOUD | BUILD | aws | 1 | 21% |
| jenkins-administrator | F_DEVOPS | OPERATE | — | 1 | 11% |
run 73152373-61e9-40d7-9380-ce88c0d0377a · versions {"engine": "d27aa18bd299", "family": "v5-family-2", "gold": "v5-gold-2", "role": "v5-role-1", "template": "v5-template-1"}