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описание
Orbio is an AI-native human capital management platform building a Digital Workforce for HR. It designs and deploys agentic systems that execute operational workflows across hiring, onboarding, and employee operations while keeping humans in control.
задачи
Build, operate, and continuously improve the reliability of agentic AI systems in production;
Build agent evaluation pipelines for consistency, accuracy, and reliability;
Design test harnesses for non-deterministic systems;
Perform regression testing for prompt and model changes;
Generate synthetic data for agent testing;
Benchmark performance and profile latency;
Implement observability for agent systems through tracing, logging, and metrics;
Track and optimize costs across model calls;
Set up alerting for agent failures, hallucinations, and degraded performance;
Debug complex multi-step agent behaviors in production;
Implement guardrails, safety layers, and graceful degradation strategies;
Develop prompt engineering, chaining, and caching strategies;
Build RAG pipelines and work with vector databases;
Select and fine-tune models and optimize costs;
Develop production-grade applications with Python;
Work with async programming, Django/Channels, and real-time ASGI;
Build high-throughput systems using Celery and Redis;
Implement testing, logging, and performance optimization;
Develop voice pipelines covering STT, TTS, turn-taking, and interruption handling;
Integrate telephony with Twilio and optimize latency;
Design conversation flows and fallback strategies;
Build frontend features with React;
Develop CI/CD pipelines and cloud deployments;
Deploy and operate AI systems in production.
требования
Experience with agent testing and evaluation;
Experience designing test harnesses for non-deterministic systems;
Experience with observability, monitoring, and production debugging;
Knowledge of prompt engineering, chaining, caching, RAG, and vector databases;
Understanding of model selection, fine-tuning, evaluation metrics, and benchmarks;
Python backend development experience;
Experience with async programming, Django/Channels, and ASGI;
Experience with Celery, Redis, testing, logging, and performance optimization;
Knowledge of conversational AI and voice pipelines;
Experience with frontend development;
Experience with CI/CD and cloud deployment on AWS or GCP;