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What Comes After LLMs? Mamba, Diffusion & World Models

glukhov.org · published 7 September 2026

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Cost Optimization for LLM Systems: Where the Money Actually Goes Read at the source ↗

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Multi-Model System Design: When One Model Isn't Enough Read at the source ↗

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https://research.nvidia.com/publication/2025-04_gated-delta-networks-improving-mamba2-delta-rule

research.nvidia.com

https://www.reddit.com/r/deeplearning/comments/1k8gdwg/following_a_3year_ai_breakthrough_cycle

reddit.com

https://labs.adaline.ai/p/the-ai-research-landscape-in-2026

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https://medium.com/@aftab001x/the-end-of-llms-as-we-know-them-why-2026-marks-the-beginning-of-ais-next-architecture-revolution-902ee29484f7

medium.com

https://cacm.acm.org/news/beyond-llms-a-post-transformer-world-emerges

cacm.acm.org

https://arxiv.org/html/2607.05722v1

arxiv.org

NVIDIA AI Releases Nemotron-Labs-Diffusion: A Tri-Mode Language Model with 6× Tokens Per Forward Over Qwen3-8B Read at the source ↗

marktechpost.com

https://arxiv.org/pdf/2512.10942

arxiv.org

https://openreview.net/forum?id=tjimrqc2BU

openreview.net

https://laonpeople.com/en/blog/why-did-qwen3-5-choose-gated-deltanet

laonpeople.com

https://deepmind.google/models/gemini-diffusion

deepmind.google

https://www.alphaxiv.org/abs/2603.22075

alphaxiv.org

https://blog.jetbrains.com/ai/2025/11/why-diffusion-models-could-change-developer-workflows-in-2026

blog.jetbrains.com

https://www.spheron.network/blog/mamba-3-state-space-model-gpu-cloud-deployment

spheron.network

https://www.gartner.com/en/newsroom/press-releases/2025-08-26-gartner-predicts-40-percent-of-enterprise-apps-will-feature-task-specific-ai-agents-by-2026-up-from-less-than-5-percent-in-2025

gartner.com

https://doi.org/10.48550/arxiv.2312.00752

doi.org

https://arxiv.org/abs/2405.21060

arxiv.org

https://ai.meta.com/blog/yann-lecun-ai-model-i-jepa/

ai.meta.com

https://openreview.net/forum?id=BZ5a1r-kVsf

openreview.net