Adaptive ML, Inc.

Adaptive ML, Inc.

Adaptive ML, Inc. specializes in tuning and deploying open models using reinforcement learning to achieve high performance, offering a range of features including fast inference, feedback collection, and safety guardrails.

Services

Adaptive ML, Inc. specializes in tuning and deploying open models using reinforcement learning to achieve frontier performance. The company offers a comprehensive suite of services including model adaptation with RLHF (Reinforcement Learning from Human Feedback) and RLAIF (Reinforcement Learning from AI Feedback), fast inference, feedback collection, safety guardrails, automated A/B testing, and more. It captures business KPIs, user metrics, and usage statistics in one central location without sending data to third parties.

Products

Adaptive ML, Inc. features two main products: Adaptive Engine and Adaptive Harmony. Adaptive Engine is a simple drop-in replacement for existing LLM APIs and can be deployed on AWS, Azure, GCP, or private infrastructure using Docker images. It supports various use cases including customer engagement, custom copilots, and productivity assistants. Adaptive Harmony is an in-house preference tuning stack built in Rust with machine learning logic exposed in Python. It integrates custom kernels and careful memory management, and is extensively tested for robustness and performance.

Technology Stack

Adaptive ML, Inc.'s technology stack includes cutting-edge components. The Adaptive Engine supports features such as inference, monitoring, model adaptation, automated A/B testing, outcome-based reinforcement learning, and metrics pipelines. Adaptive Harmony, built in Rust with Python machine learning logic, decouples environments, logic, and model distribution for flexibility. It enables researchers to focus on creative experiments and novel recipes by integrating preference tuning and accelerating workflows.

Funding

Adaptive ML, Inc. has successfully raised a $20M Seed round led by Index Ventures and ICONIQ Capital. This funding round has provided the company with the necessary resources to further develop its technology and expand its operations across multiple locations, including offices in Paris and New York.

Office Locations

Adaptive ML, Inc. operates out of offices located in Paris and New York. These strategic locations allow the company to tap into diverse talent pools and cater to a wide range of clients from different regions, thereby enhancing its global presence and reach.

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