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Adaptive Engine

The flywheel for enterprise AI: Evaluate, tune, and serve the best LLMs for your business.

About Adaptive Engine

Adaptive Engine is a software tool designed for enterprise AI teams that need to evaluate, tune, and deploy large language models. It emphasizes reinforcement learning-based tuning, synthetic data methods, and production feedback loops to align models with business KPIs. The tool is a platform for managing model performance, experimentation, and deployment in a scalable way.

The product supports tuning through reinforcement learning methods, including one-click PPO, GRPO, DPO, and more, with options for full model or adapter tuning. It also enables learning from AI and human feedback, and provides synthetic data recipes to accelerate model refinement.

Adaptive Engine offers inference-time strategies to improve reasoning, including automated reasoning tuning and test-time search. It records metrics and provides a way to monitor and optimize model performance during inference, aiming to keep models aligned with evolving requirements.

The platform highlights production feedback workflows and customizable tuning pipelines. Users can leverage Python recipes and custom jobs to tailor experiments, evaluations, and deployments to their specific needs.

Use cases

  • RAG workflows for retrieval-augmented generation
  • Customer support and workflow automation

Key features

  • Tune models with reinforcement learning
  • Learn efficiently with synthetic data
  • Unlock reasoning for your models
  • Refine with production feedback
  • Customize recipes
  • Evaluate and compare models
  • Personalize evaluations with AI judge
  • Run A/B tests in production
  • Monitor in production
  • Proprietary inference engine

Pros and cons

Cons

There are places proprietary APls can't go.

Reviews

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Frequently asked questions

What is Adaptive Engine for?
Adaptive Engine evaluates, tunes, and serves large language models for enterprise AI with reinforcement learning.
What can be tuned with Adaptive Engine?
Tune models with reinforcement learning, including one-click PPO, GRPO, DPO, and more.

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