← v5
Predicted role · from the KRAs, title advisory

Backend Developer

MIXED
JD title: Backend and Infrastructure Engineer
LEVEL · L-MIDERA · ERA-CURRENT COVERAGE · 100% LLM CALLS · 0 $0.0 0.1 S REPEAT · ANSWERED FROM 59b0293c
What this role is made of2 roles
Backend Developer 61%
F_BACKENDBUILD3 LINESCELL GRAIN
DevOps Engineer 39%
F_DEVOPSBUILD2 LINESCELL GRAIN
Tier 1 · template mix2 values
BUILD 82%
OPERATE 18%
Tier 2 · family mix3 values
F_K8S 17%
F_DEVOPS 29%
F_BACKEND 54%
Responsibilities · the role each KRA was classified to6 voting lines
0 Build Python APIs and background workers for the logistics platform BUILD→F_BACKEND→ python-backend-developer 0.61
Section · salience
responsibility · 1.0
Template
BUILD RULE 0.76
Family · stack
F_BACKEND LLM
Role
python-backend-developer LLM 0.85
1 Develop data access layers and integrations with partner systems BUILD→F_BACKEND→ backend-developer 0.44
Section · salience
responsibility · 1.0
Template
BUILD RULE 0.84
Family · stack
F_BACKEND LLM
Role
backend-developer DEFAULT 0.55
2 Write business logic for routing and pricing services BUILD→F_BACKEND→ backend-developer 0.44
Section · salience
responsibility · 1.0
Template
BUILD LLM 0.85
Family · stack
F_BACKEND LLM
Role
backend-developer DEFAULT 0.55
3 Perform periodic upgrades of the Kubernetes clusters without downtime OPERATE→F_K8S→ kubernetes-administrator 0.61
Section · salience
responsibility · 1.0
Template
OPERATE LLM 0.85
Family · stack
F_K8S LLM
Role
kubernetes-administrator LLM 0.85
4 Develop Ansible playbooks to manage and configure systems across environments BUILD→F_DEVOPS→ devops-engineer 0.40
Section · salience
responsibility · 1.0
Template
BUILD RULE 0.68
Family · stack
F_DEVOPS LLM
Role
devops-engineer LLM 0.7
5 Set up and manage the Jenkins build infrastructure for all engineering teams BUILD→F_DEVOPS→ devops-engineer 0.55
Section · salience
responsibility · 1.0
Template
BUILD RULE 0.76
Family · stack
F_DEVOPS LLM
Role
devops-engineer LLM 0.85
Decision log · how the role was finalized1 steps
  1. 59 ms REPEAT CHECK hit: answered from the stored run
    doc_hash 63ccd1743bf5answered_from 59b0293c-560f-43f8-85a7-d70bdca0355d
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
RoleFamilyTemplateStackLinesShare
backend-developerF_BACKENDBUILD—349%
devops-engineerF_DEVOPSBUILD—231%
kubernetes-administratorF_K8SOPERATE—120%
run 7bdf51f6-b8d3-485b-b625-470de28169b6 · versions {"engine": "d27aa18bd299", "family": "v5-family-2", "gold": "v5-gold-2", "role": "v5-role-1", "template": "v5-template-1"}