Predicted role · from the KRAs, title advisory
Machine Learning Research Scientist
SINGLE · MAJORITY
JD title: Research Scientist, Distributed Training
LEVEL · L-MIDERA · ERA-CURRENT
COVERAGE · 100%
LLM CALLS · 0
$0.0
0.1 S
REPEAT · ANSWERED FROM 85b31f8d
What this role is made of1 role
Machine Learning Research Scientist
100%
F_MLRESEARCH3 LINESCELL GRAIN
Tier 1 · template mix1 values
RESEARCH
100%
Tier 2 · family mix2 values
F_ML
72%
F_SYSSW
28%
Responsibilities · the role each KRA was classified to4 voting lines
0 Investigate new techniques for distributed training of large language models RESEARCH→F_ML→ machine-learning-research-scientist 0.61
Section · salience
responsibility · 1.0Template
RESEARCH RULE 0.84Family · stack
F_ML RULE0Role
machine-learning-research-scientist RULE 0.851 Run experiments on optimizer and parallelism strategies and publish results RESEARCH→F_SYSSW→ systems-software-research-scientist COMPOSED 0.54
Section · salience
responsibility · 1.0Template
RESEARCH RULE 0.85Family · stack
F_SYSSW RULE0Role
systems-software-research-scientist COMPOSE 0.752 Prototype novel model architectures and evaluate them against baselines RESEARCH→F_ML→ machine-learning-research-scientist 0.55
Section · salience
responsibility · 1.0Template
RESEARCH RULE 0.76Family · stack
F_ML RULE0Role
machine-learning-research-scientist RULE 0.853 Publish papers at top machine learning conferences RESEARCH→F_ML→ machine-learning-research-scientist 0.43
Section · salience
responsibility · 0.7Template
RESEARCH RULE 0.85Family · stack
F_ML RULE0Role
machine-learning-research-scientist RULE 0.85Decision log · how the role was finalized1 steps
-
61 ms REPEAT CHECK hit: answered from the stored rundoc_hash 33d710d6923banswered_from 85b31f8d-fe64-4e05-80be-b4bee0101e0d
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 |
|---|---|---|---|---|---|
| machine-learning-research-scientist | F_ML | RESEARCH | — | 3 | 75% |
| systems-software-research-scientist | F_SYSSW | RESEARCH | — | 1 | 25% |
run e304e686-2b7a-4ebc-a9f9-1455654d8270 · versions {"engine": "d27aa18bd299", "family": "v5-family-2", "gold": "v5-gold-2", "role": "v5-role-1", "template": "v5-template-1"}