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Scale AI Infra Engineer Serving Platform – inference serving infra overlaps with candidate's inference efficiency work. Infra-heavy but relevant domain.

Scale AI MLE Global Public Sector – MLE title with applied GenAI work; public sector deployment context less ideal but LLM skills transfer.

Scale AI MLE Platform – ML platform engineering; post-training/LLM background useful but platform infra focus is secondary fit.

Scale AI ML Fellow UK – fellowship/research program; LLM expertise strong fit but level ambiguity relative to senior IC target.

Scale AI Staff Applied AI Engineer – applied LLM work at Staff level; good seniority match, but role scope unclear. GenAI experience transfers.

Scale AI Infra Engineer Sandbox – infra/platform focus; ML adjacent but not modeling. Weaker fit vs. applied/research roles.

Scale AI Applied AI Engineer Public Sector – forward-deployed/solutions angle; directional mismatch per rules. Cap at 2.

Scale AI Sr Staff ML Forward Deployed Engineer – forward-deployed/customer-facing role; directional mismatch per scoring rules. Cap at 2.