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AI Engineer
hace 57 minutos
The Role
Own and evolve the core "brain" service that powers Qu. Design, build, and operate multi-agent LLM systems that communicate in real time over text and voice. Ship fast Python services with FastAPI, keep latency low, quality high, and evaluation continuous.
What You'll Do
- Own Qu's brain service end to end:
architecture, SLAs, latency budgets, error modes, rollouts. - Low-latency comms:
streaming text and voice, VAD, barge-in, turn-taking, interruption handling. WebRTC, SIP, and LiveKit experience is a strong plus. - Multi-agent orchestration:
planner–executor–critic patterns, role routing, shared memory, tool routers, coordination protocols and evaluation. - Reasoning & optimization:
ReAct, Chain-of-Thought, plus Tree-/Graph-of-Thoughts when useful. - Programmatic prompt optimization:
DSPy for prompt/program compilation; integrate MiPRO and GEPA for iterative prompt evolution under eval constraints. - RAG engineering:
high-signal retrieval (chunking, hybrid search, re-ranking), query rewriting, compression, caching, freshness, and strong grounding; evaluate faithfulness, context precision/recall, and answer relevancy. - Evaluation & observability:
Pre-call validate inputs, enforce safety, and verify retrieval quality for RAG; in-call trace prompts, tool calls, token/latency/cost and enforce streaming guardrails; post-call run automated task evals (faithfulness, relevancy, hallucination, safety), regressions, red-teaming, and CI/CD gates. Instrument with structured logs and OpenTelemetry, surface dashboards and alerts, and feed live traffic slices into shadow evals for drift detection.
Minimum Qualifications
- 5+ years in ML or backend engineering in product environments; recent focus on LLM systems.
- Expert Python. Strong FastAPI, asyncio, pydantic, and production observability.
- Real-time systems: you've built or integrated low-latency text/voice. You have used LiveKit, Pipecat or similar tech.
- Working knowledge of agent patterns and eval-driven development.
- Hands-on with ReAct and CoT; pragmatic with ToT/GoT tradeoffs.
- Prior startup experience.
Nice To Have
- DSPy for compilation and self-improving workflows; MiPRO/GEPA integration.
- Experience with evaluation tooling and LLM-as-judge setups.
- WebRTC/SRTP, jitter buffers, SIP basics; LiveKit a plus.
- LiveKit Agents, SIP–WebRTC gateways, TURN/SFU tuning.
- GCP: Cloud Run/GKE, Pub/Sub, Vertex AI, GCS, Secret Manager, Cloud Logging/Trace.
- Healthcare data familiarity.
Example Problems You'll Tackle
- Push median voice round-trip under 2 seconds while preserving turn-taking and barge-in.
- Set up OTEL-first tracing for the agent graph with automated eval triggers on production traffic slices.
- Improve our RAG pipeline with hybrid retrieval and re-ranking, then prove gains via faithfulness and context metrics with regression harnesses.
- Turn EHR integrations into LLM tools.
Tech Stack
Python, FastAPI, pydantic, asyncio, Redis, Postgres, vector stores, WebRTC stacks, LiveKit, SIP gateways, STT/TTS, Docker, Terraform, K8s, OTEL, DeepEval.
What You Get
- Work on cutting-edge real-time agent tech with a best-in-class team in healthtech.
- Fun off-sites in Barcelona.
- High-tech laptop and solid dev ergonomics.
- Flexibility: work from home or hybrid in Barcelona/London.
