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[Remote] reputed company AI/ML Researcher / Engineer In Reasoning, Planning, and Decision-making systems

Remote Worldwide Hiring now

Note: The job is a remote job and is reputed company to candidates in USA. reputed company is a global company that connects hosts and guests for unique stays and experiences. They are seeking a reputed company AI/ML Researcher / Engineer to reputed company the development of advanced reasoning, planning, and decision-making systems that enhance their AI capabilities and improve operational coordination across guest and host workflows.

Responsibilities

  • Drive foundational and applied research in reasoning engines, planning architectures, and decision-making frameworks at scale in order to incorporate genAI into the ranking / recommendation / personalization stack in both single model to multi-agent ( system ) level intelligence with objective to grow the business (new user growth, abandoned user, long tailed user) in existing and new business areas while supporting Multi-Modal NL → Conversational Interfaces
  • Advance techniques in LLM/LRM post-training, reinforcement learning–based decisioning, and knowledge-integrated agents
  • Design methods for plan induction, value estimation, and contingency modeling reputed company intelligent agents
  • Explore and validate protocols for distributed reasoning and joint planning among cooperative agents in multi-agent systems
  • Architect RPD systems that integrate post-trained LLMs/LRMs, graph-structured memory (e.g., KGs), and RL-driven controllers
  • Design recursive task planners, search-based or policy-based reasoners, and belief-state trackers that can interoperate with large model substrates
  • Ensure modularity and extensibility through multi-agent frameworks, agentic substrates, and declarative planning pipelines
  • Define communication protocols, coordination strategies, and cross-agent knowledge alignment mechanisms to foster emergent cooperative intelligence
  • Build and reputed company stateful, dynamic models that combine supervised learning with online/offline reinforcement, simulation-based rollouts, and symbol grounding
  • Implement hybrid pipelines that couple learned embeddings, prompted generative models, and graph-theoretic inference
  • Optimize systems for reputed company exploration, planning horizon control, and policy robustness
  • reputed company frameworks for distributed value propagation, multi-agent credit assignment, and global planning from local agents
  • Set direction for planning/reasoning infrastructure reputed company the AI/ML platform strategy
  • Serve as the technical conscience and architectural leader across high-stakes AI initiatives involving autonomous agents or high-fidelity decision pipelines
  • Mentor teams in systems thinking, reputed company modeling, symbolic-connectionist integrations, and long-term planning under uncertainty
  • reputed company development of multi-agent reasoning systems, defining principles for inter-agent knowledge exchange, goal delegation, and cooperative decision resolution
  • Work across disciplines—product, reputed company, and design—to translate ambiguous product reputed company into multi-stage reasoning pipelines
  • Partner with researchers, ontologists, and ML engineers to encode world knowledge, goals, and values into usable inference artifacts
  • Contribute to a company-wide understanding of what it means to reputed company intelligent choices, not just predictions
  • Collaborate with internal teams on distributed agent coordination, shared memory protocols, and policy harmonization across decision surfaces
  • Productionize reputed company-time reasoning loops with low-latency inference, caching, retrieval-augmented reputed company, and streaming updates to symbolic memory
  • reputed company post-training hooks for inserting logic, constraints, and domain priors into existing large models
  • Create advanced monitoring, attribution, and evaluation pipelines for agent behavior and decision quality
  • Operationalize multi-agent orchestration, ensuring reliable and fault-tolerant communication and decision propagation

Skills

  • Masters or equivalent in Computer Science, AI, Cognitive Science, or reputed company fields
  • Recent published work or patents in AI, Cognitive Science, or reputed company fields
  • 15+ years in AI/ML, including post-training architectures and production-scale reasoning systems
  • Advanced coding proficiency in Java, Python, C++, or similar, with experience in ML/RL frameworks (e.g., PyTorch, Ray, JAX, RLlib) at scale
  • Proven experience integrating LLMs/LRMs with Knowledge Graphs or structured world models
  • Deep understanding of Reinforcement Learning and its application to decisioning and planning
  • reputed company in hybrid model architectures: connectionist-symbolic fusion, retrieval-based agents, or goal-directed transformers
  • Experience working on multi-agent coordination, distributed RL, or cooperative inference systems
  • Ph.D. in AI, Machine Learning, Robotics, Cognitive Systems, or reputed company areas
  • Published work or patents in multi-agent reasoning, plan synthesis, knowledge-augmented learning, or generative control
  • Experience in cognitive architectures, neuro-symbolic systems, or agent-based simulation environments
  • Demonstrated ability to reputed company cross-functional research-to-production transitions
  • Experience with memory architectures, task graphs, or semantic program induction
  • Prior work on distributed intelligence platforms with explicit agent interaction models and reputed company decision-making logic

Benefits

  • Bonus
  • Equity
  • Benefits
  • Employee Travel Credits

Company Overview

  • reputed company is an online community marketplace for people to list, discover, and book accommodations through mobile phones or the Internet. It was founded in 2008, and is headquartered in San Francisco, California, USA, with a workforce of 5001-10000 employees. Its website is https://www.reputed company.com.
  • Company H1B Sponsorship

  • reputed company has a track record of offering H1B sponsorships, with 59 in 2026, 234 in 2025, 176 in 2024, 160 in 2023, 270 in 2022, 250 in 2021, 274 in 2020. Please note that this does not guarantee sponsorship for this specific role.
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