AI Research Engineer - Datadog AI Research (DAIR) Ajouter aux favoris
- World Models for Observability -- Training multimodal foundation models that learn the joint dynamics of distributed systems across metrics, traces, logs, topology, and events. These models power advanced forecasting, anomaly detection, root cause analysis, counterfactual simulation ("what if?"), and provide a learned planning backbone for our autonomous agents.
- Trained Agents for Observability -- Post-training models to operate autonomously across Datadog's domain. SRE incident response is our first target, with a clear path to code repair, security response, and infrastructure optimization. We build the simulation environments, RL training loops, and evaluation infrastructure needed to train agents that match or surpass frontier models at a fraction of the cost.
- Build and operate multimodal data pipelines, training and evaluation infrastructure, benchmarks, and internal tooling
- Implement models, run experiments at scale, and profile for reliability, performance, and cost
- Build simulation environments and replay infrastructure for agent training and evaluation
- Orchestrate distributed training and distributed RL with Ray, including scheduling, scaling, and failure recovery
- Establish rigorous automated benchmarks and regression tests for world model predictions, agent performance, and simulation fidelity
- Collaborate with Research Scientists, Product, and Engineering to integrate capabilities into Datadog's products and to harden prototypes into reliable services
- Contribute to research publications at top-tier conferences (e.g., NeurIPS, ICLR, ICML), and produce high-quality code, documentation, and open-source artifacts
- You have depth in distributed computing, RL Infra, and ML systems for training and inference at scale; experience with Ray, Slurm, or similar frameworks is a plus
- You are proficient in Python, familiar with a systems language (e.g., Rust, C++, or Go), and comfortable with modern cloud and data infrastructure
- You have practical experience implementing and operating ML training and inference systems (e.g., PyTorch or JAX), including containerization, orchestration, and GPU acceleration
- You have practical experience with large-scale model training and fine-tuning, including frameworks like Megatron-LM, DeepSpeed, SkyRL, VeRL, or TorchTitan, and techniques such as SFT, RLVR, RLHF, and efficient inference (quantization, speculative decoding)
- You can explain design and performance trade-offs clearly to both technical and non-technical audiences
- You have experience supporting or contributing to research publications
- You have strong software engineering skills with experience in domains such as observability, SRE, or security
- You have experience bridging research prototypes and real-world product applications, especially with large foundation models, world models, or RL-trained agents
- You have a passion for pushing the boundaries of AI with a focus on customer impact and scalable deployment
- You have hands-on experience with GPU programming and optimization, including CUDA
- You have experience writing production data pipelines and applications
- You have experience building simulation or sandbox environments for agent training
- Competitive global benefits
- New hire stock equity (RSUs) and employee stock purchase plan (ESPP)
- Opportunity to collaborate closely with colleagues across the Datadog offices in New York City and Paris
- Opportunity to attend and present at conferences and meetups
- Intra-departmental mentor and buddy program for in-house networking
- An inclusive company culture, ability to join our Community Guilds (Datadog employee resource groups)
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