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Astreya
Astreya

Artificial Intelligence Engineer

Location

Remote restrictions apply
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Salary Estimate

N/AIconOpenNewWindows

Seniority

N/A

Tech stacks

Python
AI
Data
+17

Permanent role
3 days ago
Apply now

Data Scientist (AI/ML) — Mid-level (3–5 years)

ABOUT THE ROLE

We build agentic AI applications for large-scale enterprise clients, including network support systems, recommendation engines, etc.. You'll work at the intersection of applied machine learning and production software — fine-tuning LLMs, routing between agents, and building retrieval pipelines that solve real operational problems. This is a hands-on engineering role, not a research position. You will own solutions end-to-end, from prototype to production.

RESPONSIBILITIES- Design, fine-tune, and evaluate AI solutions for domain-specific tasks (network support, ops automation)- Build and maintain LLM routing logic — selecting and orchestrating between multiple model providers based on task, cost, and latency requirements- Integrate LLMs into agentic AI workflows and orchestration layers- Implement RAG pipelines including chunking strategies, embedding models, and vector store management when retrieval is required- Write clean, production-ready Python code following modern project tooling standards (Hatch, pyproject.toml)- Collaborate with engineering, product, and client stakeholders to translate business requirements into data and model solutions- Evaluate model performance using rigorous metrics; run A/B tests and regression tests on model changes- Monitor deployed models in production and respond to drift, degradation, or failure modes- Document technical decisions and contribute to internal knowledge sharing

REQUIRED SKILLS

Languages & tooling: Python, Hatch, SQL,GitLLM & AI: Fine-tuning, LLM routing, Prompt engineering, RAG, Embeddings, Agentic workflows

EXPERIENCE REQUIREMENTS-

3–5 years of data science or ML engineering experience in an industry setting-

Demonstrated experience deploying models or AI systems to production (not just notebooks or prototypes)-

Hands-on experience with at least two major LLM providers (OpenAI, Anthropic, Mistral, Llama,

etc.)- Experience working within a client-delivery or product team environment-

Familiarity with modern Python project structure and packaging (pyproject.toml, virtual environments)

NICE TO HAVE- Experience in telecom, networking, or infrastructure domains- Familiarity with agentic frameworks (AutoGen, CrewAI, custom tool-use patterns)- Experience working with or alongside large tech clients- Contributions to open-source ML tooling

WHAT WE'RE NOT LOOKING FOR

This is not a research role. We are not seeking candidates whose primary experience is publishing papers, developing novel algorithms, or academic benchmarking. We need practitioners who have shipped and maintained AI systems in production.

About Astreya

👥501-1000
📍San Jose, CA
🔗Website

Astreya Service

Astreya product / service
Astreya product / service
Astreya product / service
Astreya product / service
Astreya product / service

How does Astreya work?

We enable businesses to make better decisions, achieve operational efficiency and gain a competitive edge. The Astreya advantage is centered around focus and clear- vision, world-class talent, and innovative technology: Creativity is in our DNA.

Company culture

Make an impact

At Astreya, you have a chance to create change and build a new, better ‘normal’ based on how people really function and what allows us to thrive. We encourage our employees to explore the positive changes they can make within our personal and professional identities.

Work alongside data-driven technologists

As part of the Astreya team, you’ll have the opportunity to work with some of the largest and most innovative companies on the globe. You’ll gain exposure to empowering technologies as well as the newest and most efficient ways to work.

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