AI Forward Deploy Engineer Ajouter aux favoris
Key Responsibilities:
- Partner with customer sponsors, SMEs, and operators to identify high-value AI use cases.
- Define success metrics, SLAs/SLOs, data access needs, and a delivery plan (PoV → pilot → production)
- Build end-to-end prototypes (data connectors, RAG pipelines, prompts/tools, UIs/APIs).
- Productionize into secure, observable services with CI/CD, infrastructure-as-code, and proper testing
- Implement retrieval-augmented generation (chunking, embeddings, ranking, caching) and tool/call orchestration.
- Evaluate and iterate prompts, models, and retrieval strategies using offline/online metrics and A/B tests.
- Where needed, fine-tune or adapt models (LoRA/PEFT, preference optimization/DPO, distillation) and optimize inference (quantization, batching, vLLM/TGI/TensorRT-LLM)
- Build robust data pipelines (ETL/ELT), vector indices, and metadata governance.
- Monitor quality, drift, hallucination/guardrail events, latency, and cost; set up alerting and dashboards
- Implement role-based access, secrets management, audit logging, PII redaction, and content safety filters.
- Align solutions to customer requirements (e.g., SOC2/ISO 27001, GDPR/CCPA, HIPAA as applicable)
- Document architectures and playbooks; train customer engineers and end users.
- Capture product feedback and influence [Company]'s roadmap with field learnings.
- 4+ years of software engineering experience building and operating production systems (or equivalent).
- Strong AI, Python skills; solid understanding of data structures, networking, concurrency, and systems design.
- Strong database skills; Graph, NoSQL, Key Value
- Hands-on experience with modern LLMs and tooling (e.g., OpenAI/Anthropic/Llama, Hugging Face, LangChain/LlamaIndex, function/tool calling).
- Retrieval and vector databases (FAISS, pgvector, Pinecone, Weaviate, or similar).
- Cloud & containers (AWS/GCP/Azure), Docker/Kubernetes, IaC (Terraform/CloudFormation), and CI/CD.
- Observability (metrics, logs, traces) and performance tuning for latency-sensitive services.
- Excellent communication; experience working directly with customers or cross-functional stakeholders.
- Front-end or full-stack experience (TypeScript/React, Next.js) for light UI prototyping.
- Search/IR fundamentals (BM25, hybrid retrieval, re-ranking).
- MLOps platforms (MLflow, Weights & Biases), evaluation frameworks (Ragas, promptfoo, DeepEval).
- Inference optimization (vLLM, Text Generation Inference, Triton, TensorRT-LLM, quantization).
- Domain experience in [finance/healthcare/public sector/manufacturing/retail].
- Security/compliance familiarity; prior work with data residency, KMS/HSM, or private networking.
- French Government/industry experiences
- 2-4 customer use cases deployed to production with agreed-upon uptime, latency, and cost targets.
- Demonstrable quality lifts (e.g., task accuracy, deflection rate, cycle time) backed by evals and telemetry.
- Reusable building blocks (templates/operators/connectors) adopted by the broader delivery team.
- Customer enablement completed (runbooks, docs, training) with strong satisfaction/NPS.
- Models & SDKs: OpenAI, Anthropic, Meta Llama, Hugging Face
- Retrieval: FAISS, pgvector, Pinecone, Weaviate; rerankers (ColBERT, cross-encoders)
- Pipelines & Orchestration: LangChain, LlamaIndex, Ray, Airflow
- MLOps & Evals: MLflow, Weights & Biases, Ragas, promptfoo, Great Expectations
- Serving & Infra: vLLM, TGI, FastAPI/gRPC, Docker/K8s, Terraform, GitHub Actions
- Observability & Guardrails: OpenTelemetry, Prometheus/Grafana, Llama Guard/Content Safety, custom filters
- Data: Postgres/BigQuery/Snowflake; Kafka; object storag
- Contributing to cutting-edge AI and data infrastructure
- Collaborating with experienced engineers, marketers, and product leaders
- Helping shape how enterprises build AI-powered applications
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