Senior Python AI Engineer (LLM & Multi-Agent Systems)
פורסם לפני 29 ימים · 0 מועמדים
התפקיד במילים פשוטות
תפקיד זה מתמקד בפיתוח המערכת Ask Seeking Alpha, מערכת לניתוח פיננסי המבוססת על מודלי שפה גדולים (LLM). העבודה היומיומית כוללת תכנון תהליכי עבודה של סוכנים (agent workflows), אופטימיזציה של אינטראקציות עם מודלים כמו OpenAI ו-AWS Bedrock, והבטחת אמינות המערכת בסביבת פרודקשן.
- Python with deep understanding of asyncio patterns
- FastAPI and Pydantic (v2)
- LangChain
- LangGraph or state-machine based agent frameworks
- LLM non-determinism management, hallucinations handling, and structured outputs
- Elasticsearch
- Vector databases and embedding models
חולץ מתיאור המשרה · מתעדכן אוטומטית
למי זה מתאים
התפקיד מתאים למהנדסי פייתון בכירים עם ניסיון מעשי ב-FastAPI, asyncio ופריימוורקים של AI כמו LangChain ו-LangGraph. הוא פחות מתאים למי שאין לו ניסיון עמוק בעבודה עם מודלי שפה, ניהול פלט לא-דטרמיניסטי ואופטימיזציה של חלונו הקשר.
תיאור המשרה המלא
המשרה המקורית · נשמר לעיוןJoin a Company That Invests in You Seeking Alpha is the world’s leading community of engaged investors. We’re the go-to destination for investors looking for actionable stock market opinions, real-time market analysis, and unique financial insights. At the same time, we’re also dedicated to creating a workplace where our team thrives. We’re passionate about fostering a flexible, balanced environment with remote work options and an array of perks that make a real difference. Here, your growth matters. We prioritize your development through ongoing learning and career advancement opportunities, helping you reach new milestones. Join Seeking Alpha to be part of a company that values your unique journey, supports your success, and champions both your personal well-being and professional goals. What We're Looking For Role Overview: We are developing Ask Seeking Alpha — a high-load financial analysis system based on Large Language Models. The architecture is built on complex multi-agent orchestration using LangGraph , FastAPI , and Elasticsearch . We are looking for a Senior Backend Engineer specialized in Generative AI to design agent workflows, optimize interactions with models (OpenAI, AWS Bedrock), and ensure the reliability of non-deterministic systems in production. Tech Stack: Python (Asyncio), FastAPI, LangChain, LangGraph, Pydantic, Elasticsearch, AWS Bedrock / OpenAI API, LangSmith.
Requirements: • Python Expert: Strong proficiency in modern Python. Deep understanding of asynchronous programming (asyncio) patterns is mandatory, as our entire I/O pipeline (Network, DB, LLM) is non-blocking. Experience with FastAPI and Pydantic (v2). • Agentic Frameworks: Production experience with LangChain . Hands-on experience or deep conceptual understanding of LangGraph (or similar state-machine based agent frameworks). Deep LLM Expertise (What we mean by "Deep"): • Non-determinism Management: Strategies for handling LLM hallucinations and ensuring reliable outputs (e.g., self-correction loops, specific prompting techniques like CoT/ReAct). • Structured Outputs: Experience forcing LLMs to adhere to strict schemas (Pydantic/JSON mode) for reliable downstream processing. • Context Optimization: Advanced strategies for managing limited context windows (summarization chains, sliding windows, selective context injection) beyond simple truncation. • Inference Economics: Understanding the trade-offs between model size, latency, and cost (e.g., when to route to GPT-4 vs. a smaller/faster model). Nice to Have • Experience with Elasticsearch (DSL queries, analyzers). • Knowledge of vector databases and embedding models. • Background in FinTech or familiarity with financial data structures.
שאלות על המשרה
- המשרה לא ציינה שכר. אנחנו מציגים שכר רק כשהמעסיק מפרסם אותו.
- מרחוק
- Python with deep understanding of asyncio patterns, FastAPI and Pydantic (v2), LangChain, LangGraph or state-machine based agent frameworks, LLM non-determinism management, hallucinations handling, and structured outputs