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InstaDeep

InstaDeep delivers AI\-powered decision\-making systems for the Enterprise\. With expertise in both machine intelligence research and concrete business deployments, we provide a competitive advantage to our customers in an AI\-first world\.

For agents: InstaDeep builds AI-powered decision-making systems for enterprises; the llms.txt lists solutions, news and research posts on RL and ML.

enterprise-aidecision-making-systemsreinforcement-learningbayesian-flow-networksmachine-learning

Their llms.txt

The beginning of the file, from our validated copy saved 2026-10-21T01:27:19.618Z. Cached copy · Source on instadeep.com

# InstaDeep

> InstaDeep delivers AI\-powered decision\-making systems for the Enterprise\. With expertise in both machine intelligence research and concrete business deployments, we provide a competitive advantage to our customers in an AI\-first world\.

Generated by Yoast SEO v27.7, this is an llms.txt file, meant for consumption by LLMs.

## Pages
- [Cookie Policy](https://instadeep.com/cookienotice/)
- [InstaDeep Online Privacy Notice](https://instadeep.com/privacynotice/)
- [Talk to us](https://instadeep.com/contact/)
- [Home](https://instadeep.com/)
- [Solutions](https://instadeep.com/solutions/)

## Posts
- [TIME honours InstaDeep CEO for building a better world with AI](https://instadeep.com/2024/02/time-honours-instadeep-ceo/)
- [Strategic partnership: Wilo and InstaDeep shape the smart future of water](https://instadeep.com/2026/03/strategic-partnership-wilo-and-instadeep-shape-the-smart-future-of-water/)
- [Introducing DEgym: A framework for developing Reinforcement Learning Environments for Dynamical Systems](https://instadeep.com/2025/09/introducing-degym-a-framework-for-developing-reinforcement-learning-environments-for-dynamical-systems/)
- [Advancing AI with Bayesian Flow Networks](https://instadeep.com/2025/09/advancing-ai-with-bayesian-flow-networks/)
- [Oryx: InstaDeep’s scalable sequence model for multi\-agent coordination in offline settings](https://instadeep.com/2025/11/oryx-instadeeps-scalable-sequence-model-for-multi-agent-coordination-in-offline-settings/)

## Research Papers
- [Generalizable direct protein sequencing with InstaNexus](https://instadeep.com/research/paper/generalizable-direct-protein-sequencing-with-instanexus/)
- [GeoGraph: Geometric and Graph\-based Ensemble Descriptors for Intrinsically Disordered Proteins](https://instadeep.com/research/paper/geograph-geometric-and-graph-based-ensemble-descriptors-for-intrinsically-disordered-proteins/)
- [Bayes\-PD: Exploring a Sequence to Binding Bayesian Neural Network model trained on Phage Display data](https://instadeep.com/research/paper/bayes-pd-exploring-a-sequence-to-binding-bayesian-neural-network-model-trained-on-phage-display-data/)
- [Protein sequence modelling with Bayesian flow networks](https://instadeep.com/research/paper/protein-sequence-modelling-with-bayesian-flow-networks-2/)
- [Breaking the Performance Ceiling in Reinforcement Learning requires Inference Strategies](https://instadeep.com/research/paper/breaking-the-performance-ceiling-in-reinforcementlearning-requires-inference-strategies/)

## Research Blog
- [Exact Combinatorial Optimisation with Deep Reinforcement Learning](https://instadeep.com/research/blog/exact-combinatorial-optimisation-with-deep-reinforcement-learning/)
- [Population\-Based Reinforcement Learning for Combinatorial Optimization](https://instadeep.com/research/blog/population-based-reinforcement-learning-for-combinatorial-optimization/)
- [Autoregressive neural\-network wavefunctions for ab initio quantum chemistry](http
…

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