Founding AI / ML Engineer - Known
Pear VC
•
Austin, TX
Company
Pear VC
Location
Austin, TX
Type
Full Time
Job Description
About the role
You’ll develop and deploy the ML systems that make Known work - from compatibility scoring and recommendations to natural language/voice interaction. You’ll work closely with platform engineers to shape the data foundation and with product engineers to deliver delightful user experiences.Responsibilities
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Design and implement profile matching algorithms (recommendations, search, personalization).
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Build ML-specific pipelines for model training, evaluation, and inference at scale.
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Research, experiment, and productionize agentic workflows to power voice agent and other similar functionalities
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Deploy models into production and ensure monitoring, retraining, and evaluation loops.
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Partner with the product team to run offline & online experiments to improve outcomes.Requirements
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4+ years in applied ML engineering.
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Expertise in Python with ML frameworks (PyTorch, TensorFlow).
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Experience with recommendation/search/matching systems and LLM/agentic workflows.
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Expertise in reinforcement learning is a big plus.
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Familiar with model deployment, A/B testing, and monitoring in real-world systems.Example Projects
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Develop an embeddings-based retrieval + re-ranking system for user compatibility.
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Deploy a lightweight LLM agent for intake calls/voice matching.
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Build an evaluation harness for offline model testing and online experimentation.
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Company Info
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Date Posted
10/10/2025
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