← v5
Predicted role · from the KRAs, title advisory

QA Engineer

SINGLE · MAJORITY
JD title: Cloud Infrastructure QA Engineer
LEVEL · L-MIDERA · ERA-CURRENT COVERAGE · 100% LLM CALLS · 0 $0.0 0.1 S REPEAT · ANSWERED FROM c7738539
What this role is made of1 role
QA Engineer 100%
F_QEASSURE4 LINESCELL GRAIN
Tier 1 · template mix1 values
ASSURE 100%
Tier 2 · family mix1 values
F_QE 100%
Responsibilities · the role each KRA was classified to4 voting lines
0 Validate landing zone controls and VPC baselines with Terratest suites ASSURE→F_QE→ qa-engineer 0.35
Section · salience
responsibility · 1.0
Template
ASSURE PATTERN 0.64
Family · stack
F_QE PATTERN
Role
qa-engineer LLM 0.85
1 Build regression test suites for Terraform modules before release ASSURE→F_QE→ qa-engineer 0.49
Section · salience
responsibility · 1.0
Template
ASSURE RULE 0.76
Family · stack
F_QE RULE
Role
qa-engineer LLM 0.85
2 Write test plans for disaster recovery exercises and record defects ASSURE→F_QE→ qa-engineer 0.54
Section · salience
responsibility · 1.0
Template
ASSURE RULE 0.84
Family · stack
F_QE RULE
Role
qa-engineer LLM 0.85
3 Run test automation for infrastructure changes in the CI pipeline ASSURE→F_QE→ qa-engineer 0.61
Section · salience
responsibility · 1.0
Template
ASSURE RULE 0.85
Family · stack
F_QE LLM
Role
qa-engineer LLM 0.85
Decision log · how the role was finalized1 steps
  1. 61 ms REPEAT CHECK hit: answered from the stored run
    doc_hash 00d19f261542answered_from c7738539-cf10-4808-92e1-b3569b9d9791
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 grain1 cells
RoleFamilyTemplateStackLinesShare
qa-engineerF_QEASSURE—4100%
run 67f53ed8-65fd-4cf5-8218-7a50fb1a7367 · versions {"engine": "d27aa18bd299", "family": "v5-family-2", "gold": "v5-gold-2", "role": "v5-role-1", "template": "v5-template-1"}