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Research Scientist – World Modeling

Percepta· Research
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New York City, BostonFull-timePosted 11mo ago

About the role

Design and build learned world models and digital twins to represent complex, multi-modal operational data for forecasting, optimization, and decision-making in critical industries.

Responsibilities

  • Design and build learned world models that compress messy, multi-modal operational data (notes, transcripts, contracts, telemetry) into tractable, decision-relevant representations.
  • Model the transition dynamics of real operations — how a workforce, facility, or network evolves state-to-state — so downstream systems can run counterfactuals before a decision touches a real person or asset.
  • Build and validate digital twins of customer operations, benchmarked against replayable, real-world testbeds with defensible ground truth.
  • Partner closely with the forecasting and optimization teams to ensure representations are suitable substrates for calibrated predictions and for finding optimal actions.
  • Bridge research into practice by partnering with engineers to deploy world models into live customer environments and push toward end-to-end production systems.

Qualifications

  • PhD degree in Computer Science, Operations Research, Industrial Engineering, or Applied Mathematics or equivalent research/industry experience.
  • Deep experience in simulation or world modeling.
  • Experience with novel machine learning techniques for control and optimization, including test-time search and reinforcement learning for sequential decision-making.
  • Comfort implementing and debugging large-scale optimization systems, and designing benchmarks with real ground truth.
  • Motivation to impact critical industries including healthcare, supply chains, energy, and finance.
  • Proven track record of execution.
  • Excellent communication with technical and non-technical stakeholders.
  • Ownership mindset.
  • Passion for AI's transformative potential.

Skills

Required:World modelingSimulationReinforcement learningOptimization

Benefits

  • Competitive compensation
  • Equity
  • 401(k) matching
  • Comprehensive health and family benefits
  • Lunch every day
Last updated Oct 7, 2026. Interested? Apply on the company site.
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Percepta is a General Catalyst transformation company helping critical institutions actualize AI transformation.

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