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Senior Software Engineer – Applied AI
AMC HealthSenior Software Engineer developing and maintaining AI voice agents and machine learning systems at AMC Health. Collaborating on real-time systems, LLM engineering, and cloud infrastructure.
Core Competencies
Role fitCore Competencies
Use this summary to align your resume positioning with the role.
Demonstrates expertise in building and operating production backend systems, with a strong focus on Python programming and the machine learning lifecycle. Proficient in managing LLMs and ensuring system reliability in regulated environments.
Highest-signal resume keywords
Python ProgrammingProduction Backend SystemsLLM ExperienceDistributed SystemsMachine Learning Lifecycle
ATS Keywords
Tailor your resumeApplicant Tracking System Keywords
Tip: use these terms in your resume and cover letter to boost ATS matches.
Hard Skills
Production Backend SystemsPython ProgrammingLLM DevelopmentMachine Learning WorkflowsDebuggingTelemetry AnalysisRoot Cause AnalysisBatch-Analysis PipelinesControl Systems DesignReal-Time Systems
Soft Skills
Judgment in Model UsageAttention to Detail
Tools & Technologies
Cloud InfrastructureTelemetry ToolsDebugging Tools
Industry Keywords
Regulated EnvironmentSensitive Data HandlingProduction InferenceMetric Anomaly
Tech Stack
Tools & technologiesCloudDistributed SystemsPython
About the role
Key responsibilities & impact- Ship and debug code on a live, real-time voice pipeline where latency and correctness are user-facing
- Design control systems around LLMs: guardrails, budgets, watchdogs, safe fallbacks
- Build and operate LLM evaluation and batch-analysis pipelines
- Own traditional ML workflows from data to scheduled production inference
- Trace production issues from a metric anomaly to root cause, including building the evidence when the cause is a vendor
Requirements
What you’ll need- 7+ years building and operating production backend systems, with strong general-purpose programming skills (primarily in Python)
- Experience running distributed systems in the cloud; comfortable debugging from telemetry to root cause
- Hands-on production experience with LLMs or generative AI, plus the judgment to know when not to use a model
- Working fluency across the traditional machine learning lifecycle (you productionize; you do not need to publish)
- Disciplined in a regulated environment: small, reviewable changes and careful handling of sensitive data
Benefits
Comp & perks- Health insurance
- 401(k) matching
- Flexible work hours
- Paid time off