Predicted role · from the KRAs, title advisory
Backend Developer
SINGLE · MAJORITY
JD title: DevOps Engineer
· resolves to devops-engineer DIFFERS
LEVEL · L-MIDERA · ERA-CURRENT
COVERAGE · 100%
LLM CALLS · 0
$0.0
0.1 S
REPEAT · ANSWERED FROM 8e40150d
What this role is made of1 role
Backend Developer
100%
F_BACKENDBUILD3 LINESCELL GRAIN
Complementary work · supports the primary role, not a second role
+ DevOps Engineer 46% of JD
Tier 1 · template mix1 values
BUILD
100%
Tier 2 · family mix2 values
F_DEVOPS
37%
F_BACKEND
63%
Responsibilities · the role each KRA was classified to5 voting lines
0 Build CI/CD pipelines in Jenkins for the order platform 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 deployment and release management for the order services BUILD→F_DEVOPS→ devops-engineer 0.61
Section · salience
responsibility · 1.0Template
BUILD RULE 0.84Family · stack
F_DEVOPS LLMRole
devops-engineer LLM 0.852 Develop Node.js microservices and REST APIs for order management BUILD→F_BACKEND→ nodejs-backend-developer 0.54
Section · salience
responsibility · 1.0Template
BUILD RULE 0.76Family · stack
F_BACKEND RULERole
nodejs-backend-developer LLM 0.853 Write business logic for checkout and payment services BUILD→F_BACKEND→ backend-developer 0.50
Section · salience
responsibility · 1.0Template
BUILD LLM 0.95Family · stack
F_BACKEND LLMRole
backend-developer DEFAULT 0.554 Develop new API features and data access code for the order platform BUILD→F_BACKEND→ backend-developer 0.39
Section · salience
responsibility · 1.0Template
BUILD RULE 0.84Family · stack
F_BACKEND LLMRole
backend-developer DEFAULT 0.55Decision log · how the role was finalized1 steps
-
62 ms REPEAT CHECK hit: answered from the stored rundoc_hash a3093e6df553answered_from 8e40150d-54e0-4ae5-af77-693db7b62ef8
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
| Role | Family | Template | Stack | Lines | Share |
|---|---|---|---|---|---|
| backend-developer | F_BACKEND | BUILD | — | 3 | 54% |
| devops-engineer | F_DEVOPS | BUILD | — | 2 | 46% |
run 3037d93b-60d9-46ff-be02-ec4685778db6 · versions {"engine": "d27aa18bd299", "family": "v5-family-2", "gold": "v5-gold-2", "role": "v5-role-1", "template": "v5-template-1"}