



About Our Lab
At trainloop, we’re creating AI systems that are as unique and specialized as the humans that guide them.
We achieve this through theory-driven research and tooling innovations across machine learning, information theory, and cognitive science.
In addition to research, we collaborate with organizations possessing unique datasets or specialized technological resources to train state-of-the-art reasoning models on their tasks.
our focus
Continual Learning
Exploring the emergent properties of models that are always learning
Information Theory
Capacity‑aware objectives that promote stable, interpretable reasoning.
Feedback Alignment
Novel environment and reward signal curation, aligned with the objectives of the humans guiding them.
Evaluation & Interpretability
Tools to understand both external behavior and internal symbolism of models.
OUR TEAM
book a call
book a call
book a call
We’re a lean team of researchers and compute engineers, serving customers that range from startups to publicly traded companies.
Each member of our team actively contributes to our research, working together to redefine the experience and expectations of model post-training.
outcomes
Our models frequently achieve state of the art or pareto-optimal performance on their task.
10%
10%
90%
90%
on SOTA MODELS

90+%

10%

90+%

10%


partnerships
We collaborate with organizations possessing unique datasets or specialized technological resources. These partnerships seek to leverage these data advantages into academically rigorous, specialized AI models.
book a call
book a call
book a call
Our collaboration
process
Identification of Research Objectives.
Provide us access to your real usage data through a simple integration or direct upload—no heavy implementation needed.
Model Development and Experimentation
Our experts apply the latest RL algorithms like DPO and GRPO to fine-tune your model for accurate reasoning and preferred responses.
Integration and Continuous Optimization
We deliver your custom, fine-tuned model ready to deploy via an OpenAI API-compatible endpoint, fully managed by our team.
Backed by Y Combinator (W25), we help developers build AI products they can trust.


North Beach,
San Francisco, CA
Email:
founders@trainloop.ai
© 2025 TrainLoop. All rights reserved.


North Beach,
San Francisco, CA
Email:
founders@trainloop.ai
© 2025 TrainLoop. All rights reserved.
About Our Lab
At trainloop, we’re creating AI systems that are as unique and specialized as the humans that guide them.
We achieve this through theory-driven research and tooling innovations across machine learning, information theory, and cognitive science.
In addition to research, we collaborate with organizations possessing unique datasets or specialized technological resources to train state-of-the-art reasoning models on their tasks.
book a call
book a call
book a call
book a call
About Our Lab
At trainloop, we’re creating AI systems that are as unique and specialized as the humans that guide them.
We achieve this through theory-driven research and tooling innovations across machine learning, information theory, and cognitive science.
In addition to research, we collaborate with organizations possessing unique datasets or specialized technological resources to train state-of-the-art reasoning models on their tasks.
outcomes
Our models frequently achieve state of the art or pareto-optimal performance on their task.
10%
90%
on SOTA MODELS

90+%

10%

90+%

10%


Advance your AI Capabilities.
Book a call with our team today to explore how we can help your company systematically translate your proprietary datasets and tools into scientifically robust AI solutions.
Backed by Y Combinator (W25), we help developers build AI products they can trust.
book a call
book a call
our focus
Continual Learning
Exploring the emergent properties of models that are always learning
Information Theory
Capacity‑aware objectives that promote stable, interpretable reasoning.
Feedback Alignment
Novel environment and reward signal curation, aligned with the objectives of the humans guiding them.
Evaluation & Interpretability
Tools to understand both external behavior and internal symbolism of models.
OUR TEAM
We’re a lean team of researchers and compute engineers, serving customers that range from startups to publicly traded companies.
Each member of our team actively contributes to our research, working together to redefine the experience and expectations of model post-training.
book a call
book a call
partnerships
We collaborate with organizations possessing unique datasets or specialized technological resources. These partnerships seek to leverage these data advantages into academically rigorous, specialized AI models.
book a call
book a call


North Beach,
San Francisco, CA
Email:
founders@trainloop.ai
© 2025 TrainLoop. All rights reserved.


North Beach,
San Francisco, CA
Email:
founders@trainloop.ai
© 2025 TrainLoop. All rights reserved.
Our collaboration
process
Identification of Research Objectives.
Provide us access to your real usage data through a simple integration or direct upload—no heavy implementation needed.
Model Development & Experimentation
Our experts apply the latest RL algorithms like DPO and GRPO to fine-tune your model for accurate reasoning and preferred responses.
Integration and Continuous Optimization
We deliver your custom, fine-tuned model ready to deploy via an OpenAI API-compatible endpoint, fully managed by our team.