Jobs · Engineering · Louisiana

AI/ML Engineer

Facilities Maintenance Management, LLC. (FMM) · Denham Springs, LA · 2 mo ago
On-siteEngineeringFull-time

Benefits

  • 401(k) matching
  • Health insurance
  • Opportunity for advancement
  • Paid time off
  • Training & development

Essential Job Responsibilities

  • Implement AI workflows, including workflow logic, intent classification, entity extraction, and multi-step decision processes
  • Build and tune LLM-powered features using OpenAI, Anthropic, and other APIs — including prompt engineering, structured output parsing, and function calling
  • Develop NLP/classification systems for routing
  • Design and run model evaluations: build test sets, measure accuracy/latency/cost, iterate on prompts and model choices
  • Tune confidence thresholds (e.g., 90%/70% auto-vs-human routing) and monitor drift in production
  • Integrate AI and workflows with existing enterprise systems
  • Implement observability for AI systems, including structured logging, prompt and pipeline tracing, and cost attribution per execution
  • Collaborate with cross-functional teams to operationalize and iterate on prompts
  • Contribute to code review, technical design docs, and on-call rotations
  • Delivers responsive and professional customer support by diagnosing and resolving technical issues, communicating clearly with non-technical users, and ensuring timely follow-up to maintain high levels of customer satisfaction
  • Keep up with rapidly evolving technologies, algorithms, and industry trends
  • Work closely with business managers and other engineers to align AI strategies with company goals

Required Qualifications

  • Strong experience and knowledge in Python and TypeScript
  • Hands-on LLM API experience: Anthropic Claude, OpenAI, at least one other provider; function calling, JSON mode, streaming
  • Prompt engineering as a systematic practice — not ad-hoc wordsmithing, but versioned prompts with test sets and regression checks
  • NLP fundamentals: intent classification, NER, embeddings, semantic search (pgvector, Pinecone)
  • Create evaluation approaches that define meaningful success metrics, build test datasets, and track performance against client-specific KPIs.
  • Model selection tradeoffs: when to use GPT-5 vs. Claude Sonnet vs. Haiku, when to fine-tune, when RAG is the right pattern
  • Voice AI STT/TTS integration: Deepgram Nova/Aura, Whisper, ElevenLabs
  • Real-time streaming audio handling — latency budgets, interruption handling, turn-taking
  • Twilio Voice API, SIP trunking concepts, WebRTC awareness
  • Software Engineering Backend development: REST APIs, async patterns, message queues
  • Databases: SQL (PostgreSQL, SQL Server), basic schema design; vector DB basics
  • Cloud: Azure (AWS/GCP acceptable), containerization (Docker)
  • Git, CI/CD, code review fundamentals

Preferred Skills

  • MLOps tooling: Langfuse, MLflow, Weights & Biases
  • Familiarity with model adaptation techniques, such as fine-tuning (e.g., LoRA, supervised approaches)
  • Experience with frameworks: LangChain, LlamaIndex, Pydantic AI — used judiciously, not as a crutch

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