--- title: Imagination Blog | AI description: AI | --- [![Imagination](https://blog.imaginationtech.com/hubfs/Imagination_December2019%20Theme/Images/Header%20Logo%20White.svg) ![Imagination](https://blog.imaginationtech.com/hubfs/Imagination_December2019%20Theme/Images/Header%20Logo%20Black.svg)](https://blog.imaginationtech.com/) - [Products & Solutions](https://www.imaginationtech.com/products/) - [GPU](https://www.imaginationtech.com/products/gpu/) - [CPU](https://www.imaginationtech.com/products/cpu/) - [AI](https://www.imaginationtech.com/products/ai/) - [Ethernet](https://www.imaginationtech.com/products/ethernet/) - [Ray Tracing](https://www.imaginationtech.com/products/ray-tracing/) - [Automotive](https://www.imaginationtech.com/products/automotive/) - [Consumer](https://www.imaginationtech.com/products/consumer/) - [Desktop](https://www.imaginationtech.com/products/desktop/) - [Mobile](https://www.imaginationtech.com/products/mobile/) - [Product Finder](https://www.imaginationtech.com/products/catalog/) - 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[Read more](https://blog.imaginationtech.com/llm-performance-and-acceleration-on-powervr-part-2) [![](https://blog.imaginationtech.com/hubfs/Untitled%20design%20(4).png)](https://blog.imaginationtech.com/running-opencode-with-llama.cpp-and-qwen-3.5-on-e-series) ## [Running OpenCode with llama.cpp and Qwen 3.5 on E-Series](https://blog.imaginationtech.com/running-opencode-with-llama.cpp-and-qwen-3.5-on-e-series) [AI](https://blog.imaginationtech.com/tag/ai) [Software](https://blog.imaginationtech.com/tag/software) 5 min read Edge AI gets more interesting when a model does more than answer prompts. It plans, calls tools,... [Read more](https://blog.imaginationtech.com/running-opencode-with-llama.cpp-and-qwen-3.5-on-e-series) ### Subscribe to our blog ### Introducing E-Series GPU Imagination E-Series GPU IP breaks through the barriers of throughput, memory, and power at the edge.Built for next-gen AI, E-Series delivers high performance and adaptability across mobile, automotive, desktop, and consumer markets, avoiding the rigidity of fixed-function accelerators while retaining the flexibility of GPU programmability. [Learn more](https://www.imaginationtech.com/products/e-series/) [![](https://blog.imaginationtech.com/hubfs/neural%20network.jpeg)](https://blog.imaginationtech.com/how-to-scale-ai-arithmetic-efficiently) ## [How To Scale AI Arithmetic Efficiently](https://blog.imaginationtech.com/how-to-scale-ai-arithmetic-efficiently) [AI](https://blog.imaginationtech.com/tag/ai) [GPU](https://blog.imaginationtech.com/tag/gpu) 2 min read AI workloads feature matrix multiplications in a variety of number formats, such as INT8, FP4, FP8,... [Read more](https://blog.imaginationtech.com/how-to-scale-ai-arithmetic-efficiently) [![](https://blog.imaginationtech.com/hubfs/AI%20in%20Graphics%20Blog%20Image.png)](https://blog.imaginationtech.com/the-transformation-of-graphics-pipelines) ## [The Transformation of Graphics Pipelines](https://blog.imaginationtech.com/the-transformation-of-graphics-pipelines) [AI](https://blog.imaginationtech.com/tag/ai) [GPU](https://blog.imaginationtech.com/tag/gpu) 3 min read For many years, graphics pipelines relied on established, fixed function workloads such as geometry... [Read more](https://blog.imaginationtech.com/the-transformation-of-graphics-pipelines) [![Laptop with numbers on](https://blog.imaginationtech.com/hubfs/E-Series%20GPU%20-%20Imagination.png)](https://blog.imaginationtech.com/modern-trends-in-floating-point) ## [Modern Trends in Floating-Point](https://blog.imaginationtech.com/modern-trends-in-floating-point) [AI](https://blog.imaginationtech.com/tag/ai) [GPU](https://blog.imaginationtech.com/tag/gpu) 2 min read The requirement to support real numbers in computers has existed for as long as computers... [Read more](https://blog.imaginationtech.com/modern-trends-in-floating-point) [![](https://blog.imaginationtech.com/hubfs/AdobeStock_330073300.jpeg)](https://blog.imaginationtech.com/the-convergence-pattern-why-edge-gpus-cant-afford-specialisation) ## [The Convergence Pattern: Why Edge GPUs Can’t Afford Specialisation](https://blog.imaginationtech.com/the-convergence-pattern-why-edge-gpus-cant-afford-specialisation) [AI](https://blog.imaginationtech.com/tag/ai) [GPU](https://blog.imaginationtech.com/tag/gpu) [Gaming](https://blog.imaginationtech.com/tag/gaming) 4 min read Console Economics Want to know where graphics is going? Watch the console market. Not because... [Read more](https://blog.imaginationtech.com/the-convergence-pattern-why-edge-gpus-cant-afford-specialisation) [![](https://blog.imaginationtech.com/hubfs/social-suggested-images/blog.imaginationtech.comhubfsIMG%20AI%20Blog%20banner.jpg)](https://blog.imaginationtech.com/llm-performance-and-acceleration-introducing-llm-performance) ## [LLM Acceleration on PowerVR: Introducing LLM Performance](https://blog.imaginationtech.com/llm-performance-and-acceleration-introducing-llm-performance) [AI](https://blog.imaginationtech.com/tag/ai) [GPU](https://blog.imaginationtech.com/tag/gpu) 4 min read At Imagination, we are working to accelerate LLMs on everyday devices. In the first blog of this... [Read more](https://blog.imaginationtech.com/llm-performance-and-acceleration-introducing-llm-performance) [![Shrinking LLMs with Self-Compression blog Widget - 650 x 420 – 9](https://blog.imaginationtech.com/hubfs/Shrinking%20LLMs%20with%20Self-Compression%20blog%20Widget%20-%20650%20x%20420%20%E2%80%93%209.jpg)](https://blog.imaginationtech.com/shrinking-llms-with-self-compression) ## [Shrinking LLMs with Self-Compression](https://blog.imaginationtech.com/shrinking-llms-with-self-compression) [AI](https://blog.imaginationtech.com/tag/ai) 4 min read Language models are becoming ever larger, making on-device inference slow and energy-intensive. A... [Read more](https://blog.imaginationtech.com/shrinking-llms-with-self-compression) [![Heterogeneous Compute System - Widget - 650 x 420 – 7](https://blog.imaginationtech.com/hubfs/IMG%20-%20Heterogeneous%20Compute%20System%20-%20Widget%20-%20650%20x%20420%20%E2%80%93%207.jpg)](https://blog.imaginationtech.com/why-your-heterogeneous-compute-system-isnt-performing) ## [Why Your Heterogeneous Compute System Isn’t Performing… and What to Do About It](https://blog.imaginationtech.com/why-your-heterogeneous-compute-system-isnt-performing) [AI](https://blog.imaginationtech.com/tag/ai) [GPU](https://blog.imaginationtech.com/tag/gpu) [Editor's Pick](https://blog.imaginationtech.com/tag/editors-pick) 3 min read Are you designing multi-core or hybrid CPU/GPU systems, but still not hitting your performance... 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