← v5
Predicted role · from the KRAs, title advisory

Backend Developer

SINGLE · PLURALITY
JD title: Backend Engineer (Java)
LEVEL · L-MIDERA · ERA-CURRENT COVERAGE · 100% LLM CALLS · 0 $0.0 0.1 S REPEAT · ANSWERED FROM 141ff78b
What this role is made of1 role
Backend Developer 100%
F_BACKENDBUILD3 LINESCELL GRAIN
Tier 1 · template mix2 values
BUILD 85%
OPERATE 15%
Tier 2 · family mix4 values
F_K8S 15%
F_OBS 14%
F_DEVOPS 20%
F_BACKEND 51%
Responsibilities · the role each KRA was classified to6 voting lines
0 Design and build Spring Boot microservices and REST APIs for the payments domain BUILD→F_BACKEND→ java-backend-developer 0.42
Section · salience
responsibility · 1.0
Template
BUILD RULE 0.76
Family · stack
F_BACKEND RULE
Role
java-backend-developer PATTERN 0.67
1 Write business logic and data access layers backed by PostgreSQL BUILD→F_BACKEND→ backend-developer 0.22
Section · salience
responsibility · 1.0
Template
BUILD PATTERN 0.6
Family · stack
F_BACKEND PATTERN
Role
backend-developer DEFAULT 0.55
2 Develop new features with product teams and write unit and integration tests BUILD→F_BACKEND→ backend-developer 0.25
Section · salience
responsibility · 1.0
Template
BUILD RULE 0.76
Family · stack
F_BACKEND PATTERN
Role
backend-developer DEFAULT 0.55
3 Build and maintain the CI/CD pipelines that deliver our services BUILD→F_DEVOPS→ devops-engineer 0.34
Section · salience
responsibility · 1.0
Template
BUILD RULE 0.76
Family · stack
F_DEVOPS RULE
Role
devops-engineer PATTERN 0.6
4 Containerize our services with Docker and deploy them to Kubernetes BUILD→F_K8S→ kubernetes-engineer 0.37
Section · salience
responsibility · 1.0
Template
BUILD RULE 0.84
Family · stack
F_K8S PATTERN
Role
kubernetes-engineer LLM 0.85
5 Monitor our services in production with Grafana dashboards OPERATE→F_OBS→ observability-engineer 0.30
Section · salience
responsibility · 1.0
Template
OPERATE RULE 0.68
Family · stack
F_OBS PATTERN
Role
observability-engineer ANCHOR_THEME 0.75
Decision log · how the role was finalized1 steps
  1. 60 ms REPEAT CHECK hit: answered from the stored run
    doc_hash b61360fd4ef0answered_from 141ff78b-d7a2-4fe4-aab6-3e260af12acb
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 grain4 cells
RoleFamilyTemplateStackLinesShare
backend-developerF_BACKENDBUILD—347%
kubernetes-engineerF_K8SBUILD—119%
devops-engineerF_DEVOPSBUILD—118%
observability-engineerF_OBSOPERATE—116%
run 3824c2e6-1277-4c2e-9deb-70233caf88c1 · versions {"engine": "d27aa18bd299", "family": "v5-family-2", "gold": "v5-gold-2", "role": "v5-role-1", "template": "v5-template-1"}