# 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](https://instadeep.com/research/blog/autoregressive-neural-network-wavefunctions-for-ab-initio-quantum-chemistry/) - [Multi\-Agent Reinforcement Learning for Resource Balancing in Marine Transportation](https://instadeep.com/research/blog/multi-agent-reinforcement-learning-for-resource-balancing-in-marine-transportation/) - [Model Agnostic Meta\-Learning made simple](https://instadeep.com/research/blog/model-agnostic-meta-learning-made-simple/) ## Categories - [Blog](https://instadeep.com/category/blog/) - [News](https://instadeep.com/category/news/) - [Event](https://instadeep.com/category/event/) - [Research](https://instadeep.com/category/research/) - [Decision\-Making](https://instadeep.com/category/decision-making/) ## Tags - [AI](https://instadeep.com/tag/ai/) - [Reinforcement Learning](https://instadeep.com/tag/reinforcement-learning/) - [research](https://instadeep.com/tag/research/) - [Artificial Intelligence](https://instadeep.com/tag/artificial-intelligence/) - [NeurIPS](https://instadeep.com/tag/neurips/) ## Optional - [Sitemap index](https://instadeep.com/sitemap_index.xml)