Skill-Profil

LLM Scaling

Dieser Skill definiert Erwartungen über Rollen und Level.

Machine Learning & AI LLM & Generative AI

Rollen

wo dieser Skill vorkommt

Stufen

strukturierter Entwicklungspfad

Pflichtanforderungen

die anderen 5 optional

Machine Learning & AI

LLM & Generative AI

22.2.2026

Wählen Sie Ihr aktuelles Level und vergleichen Sie die Erwartungen.

Was wird auf jedem Level erwartet

Die Tabelle zeigt, wie die Tiefe von Junior bis Principal wächst.

Rolle	Pflicht	Beschreibung
LLM Engineer		Knows basic LLM scaling concepts: scaling laws, compute-optimal training, emergent abilities. Understands trade-offs between model size and computational resources for different tasks.

Rolle	Pflicht	Beschreibung
LLM Engineer		Independently plans scaling strategies: compute budget calculation using scaling laws, model size vs data size selection. Optimizes training and inference costs for 7B-13B parameter models.

Rolle	Pflicht	Beschreibung
LLM Engineer		Designs scaling strategy for large LLM: multi-stage scaling plans, Chinchilla-optimal training, progressive training. Optimizes balance between model quality, training cost, and inference latency.

Rolle	Pflicht	Beschreibung
LLM Engineer		Defines scaling standards for the LLM team. Establishes guidelines for compute budgeting, model size selection, cost-benefit analysis. Coordinates scaling decisions for multiple products.

Rolle	Pflicht	Beschreibung
LLM Engineer		Shapes enterprise LLM scaling strategy. Defines long-term compute strategy, cloud provider partnerships, and hardware planning. Ensures optimal scaling decisions at organizational level.

Junior 1 Anforderungen

LLM Engineer

Knows basic LLM scaling concepts: scaling laws, compute-optimal training, emergent abilities. Understands trade-offs between model size and computational resources for different tasks.

Middle 1 Anforderungen

LLM Engineer

Independently plans scaling strategies: compute budget calculation using scaling laws, model size vs data size selection. Optimizes training and inference costs for 7B-13B parameter models.

Senior 1 Anforderungen

LLM Engineer

Designs scaling strategy for large LLM: multi-stage scaling plans, Chinchilla-optimal training, progressive training. Optimizes balance between model quality, training cost, and inference latency.

Lead / Staff 1 Anforderungen

LLM Engineer

Defines scaling standards for the LLM team. Establishes guidelines for compute budgeting, model size selection, cost-benefit analysis. Coordinates scaling decisions for multiple products.

Principal 1 Anforderungen

LLM Engineer

Shapes enterprise LLM scaling strategy. Defines long-term compute strategy, cloud provider partnerships, and hardware planning. Ensures optimal scaling decisions at organizational level.

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