Merge pull request #44 from arm-university/V3x-0E-patch-1

matt-cossins · web-flow · commit 2ee477e9e0d9 · 2025-12-23T09:12:57.000Z
trying again
diff --git a/docs/_posts/2025-05-30-AI-Agents.md b/docs/_posts/2025-05-30-AI-Agents.md
@@ -66,6 +66,7 @@ full_description: |-
 
   3. [AI agent to track real-time student engagement and exam performance (Jasper Wang, Sritej Tummuru, Talha Javed)](https://github.com/JasperWANG-911/AI_Agent)
 ---
+
 ### Description
 
 **Why this is important?** 
diff --git a/docs/_posts/2025-05-30-AI-Powered-Porting-Tool.md b/docs/_posts/2025-05-30-AI-Powered-Porting-Tool.md
@@ -74,6 +74,7 @@ full_description: |-
 
   To receive the benefits, you must show us your project through our [online form](https://forms.office.com/e/VZnJQLeRhD). Please do not include any confidential information in your contribution. Additionally if you are affiliated with an academic institution, please ensure you have the right to share your material.
 ---
+
 ## Description
 
 **Why this is important?** 
diff --git a/docs/_posts/2025-05-30-AMBA-Simulator-Framework.md b/docs/_posts/2025-05-30-AMBA-Simulator-Framework.md
@@ -22,7 +22,7 @@ layout: article
 sidebar:
   nav: projects
 full_description: |-
-  <img class="image image--xl" src="/Arm-Developer-Labs/images/AMBA.avif"/>
+  <img class="image image--xl" src="/Arm-Developer-Labs/images/AMBA.avif" loading="lazy" decoding="async" />
 
   ## Audience
   Electronic Engineering
@@ -59,7 +59,8 @@ full_description: |-
 
   To receive the benefits, you must show us your project through our [online form](https://forms.office.com/e/VZnJQLeRhD). Please do not include any confidential information in your contribution. Additionally if you are affiliated with an academic institution, please ensure you have the right to share your material.
 ---
-<img class="image image--xl" src="/Arm-Developer-Labs/images/AMBA.avif"/>
+
+<img class="image image--xl" src="/Arm-Developer-Labs/images/AMBA.avif" loading="lazy" decoding="async" />
 
 ## Audience
 Electronic Engineering
diff --git a/docs/_posts/2025-05-30-Academic-Trends-Dashboard.md b/docs/_posts/2025-05-30-Academic-Trends-Dashboard.md
@@ -25,7 +25,7 @@ layout: article
 sidebar:
   nav: projects
 full_description: |-
-  <img class="image image--xl" src="/Arm-Developer-Labs/images/dashboard.png"/>
+  <img class="image image--xl" src="/Arm-Developer-Labs/images/dashboard.png" loading="lazy" decoding="async" />
 
   ## Description
 
@@ -61,7 +61,8 @@ full_description: |-
 
   To receive the benefits, you must show us your project through our [online form](https://forms.office.com/e/VZnJQLeRhD). Please do not include any confidential information in your contribution. Additionally if you are affiliated with an academic institution, please ensure you have the right to share your material.
 ---
-<img class="image image--xl" src="/Arm-Developer-Labs/images/dashboard.png"/>
+
+<img class="image image--xl" src="/Arm-Developer-Labs/images/dashboard.png" loading="lazy" decoding="async" />
 
 ## Description
 
diff --git a/docs/_posts/2025-05-30-Architecture-Insight-Dashboard.md b/docs/_posts/2025-05-30-Architecture-Insight-Dashboard.md
@@ -25,7 +25,7 @@ layout: article
 sidebar:
   nav: projects
 full_description: |-
-  <img class="image image--xl" src="/Arm-Developer-Labs/images/can-i-use.jpg"/>
+  <img class="image image--xl" src="/Arm-Developer-Labs/images/can-i-use.jpg" loading="lazy" decoding="async" />
 
 
   ### Description
@@ -69,7 +69,8 @@ full_description: |-
 
   To receive the benefits, you must show us your project through our [online form](https://forms.office.com/e/VZnJQLeRhD). Please do not include any confidential information in your contribution. Additionally if you are affiliated with an academic institution, please ensure you have the right to share your material.
 ---
-<img class="image image--xl" src="/Arm-Developer-Labs/images/can-i-use.jpg"/>
+
+<img class="image image--xl" src="/Arm-Developer-Labs/images/can-i-use.jpg" loading="lazy" decoding="async" />
 
 
 ### Description
diff --git a/docs/_posts/2025-05-30-Arduino-IDE-Windows-on-Arm.md b/docs/_posts/2025-05-30-Arduino-IDE-Windows-on-Arm.md
@@ -24,7 +24,7 @@ layout: article
 sidebar:
   nav: projects
 full_description: |-
-  <img class="image image--xl" src="/Arm-Developer-Labs/images/arduino_logo.png"/>
+  <img class="image image--xl" src="/Arm-Developer-Labs/images/arduino_logo.png" loading="lazy" decoding="async" />
 
 
   ## Description
@@ -73,7 +73,8 @@ full_description: |-
 
   To receive the benefits, you must show us your project through our [online form](https://forms.office.com/e/VZnJQLeRhD). Please do not include any confidential information in your contribution. Additionally if you are affiliated with an academic institution, please ensure you have the right to share your material.
 ---
-<img class="image image--xl" src="/Arm-Developer-Labs/images/arduino_logo.png"/>
+
+<img class="image image--xl" src="/Arm-Developer-Labs/images/arduino_logo.png" loading="lazy" decoding="async" />
 
 
 ## Description
diff --git a/docs/_posts/2025-05-30-Bioinformatic-Pipeline-Analysis.md b/docs/_posts/2025-05-30-Bioinformatic-Pipeline-Analysis.md
@@ -73,6 +73,7 @@ full_description: |-
 
   To receive the benefits, you must show us your project through our [online form](https://forms.office.com/e/VZnJQLeRhD). Please do not include any confidential information in your contribution. Additionally if you are affiliated with an academic institution, please ensure you have the right to share your material.
 ---
+
 ### Description
 
 **Why this is important?**
diff --git a/docs/_posts/2025-05-30-Compliance-Ready-Smart-Camera-System.md b/docs/_posts/2025-05-30-Compliance-Ready-Smart-Camera-System.md
@@ -63,6 +63,7 @@ full_description: |-
 
   To receive the benefits, you must show us your project through our [online form](https://forms.office.com/e/VZnJQLeRhD). Please do not include any confidential information in your contribution. Additionally if you are affiliated with an academic institution, please ensure you have the right to share your material.
 ---
+
 Reach out to Arm at [education@arm.com](mailto:education@arm.com) if you'd like to participate in this challenge.
 
 
diff --git a/docs/_posts/2025-05-30-FPGA-Accellerator-with-DDR.md b/docs/_posts/2025-05-30-FPGA-Accellerator-with-DDR.md
@@ -48,6 +48,7 @@ full_description: |-
 
   To receive the benefits, you must show us your project through our [online form](https://forms.office.com/e/VZnJQLeRhD). Please do not include any confidential information in your contribution. Additionally if you are affiliated with an academic institution, please ensure you have the right to share your material.
 ---
+
 ## Description
 This project aims to leverage the Corstone-1000 platform to host and support a custom research accelerator. The main deliverables include prototyping the accelerator in FPGA and then creating a physical silicon implementation using a pre-verified programmable control system. The project will provide practical experience in SoC design, FPGA prototyping, and hardware acceleration. The final output will be a functional SoC FPGA prototyping platform with DDR memory, capable of running Linux and demonstrating the feasibility and performance of the design. **To undertake this project, please reach out to SoC Labs** in [this link](https://soclabs.org/).
 
diff --git a/docs/_posts/2025-05-30-HPC-Algorithm.md b/docs/_posts/2025-05-30-HPC-Algorithm.md
@@ -57,6 +57,7 @@ full_description: |-
 
   To receive the benefits, you must show us your project through our [online form](https://forms.office.com/e/VZnJQLeRhD). Please do not include any confidential information in your contribution. Additionally if you are affiliated with an academic institution, please ensure you have the right to share your material.
 ---
+
 ## Description
 
 **Why this is important?**
diff --git a/docs/_posts/2025-05-30-Haskell-Compiler-Windows-on-Arm.md b/docs/_posts/2025-05-30-Haskell-Compiler-Windows-on-Arm.md
@@ -24,7 +24,7 @@ layout: article
 sidebar:
   nav: projects
 full_description: |-
-  <img class="image image--xl" src="/Arm-Developer-Labs/images/Learn_on_Arm_banner.png"/>
+  <img class="image image--xl" src="/Arm-Developer-Labs/images/Learn_on_Arm_banner.png" loading="lazy" decoding="async" />
 
 
   ## Description
@@ -74,7 +74,8 @@ full_description: |-
 
   To receive the benefits, you must show us your project through our [online form](https://forms.office.com/e/VZnJQLeRhD). Please do not include any confidential information in your contribution. Additionally if you are affiliated with an academic institution, please ensure you have the right to share your material.
 ---
-<img class="image image--xl" src="/Arm-Developer-Labs/images/Learn_on_Arm_banner.png"/>
+
+<img class="image image--xl" src="/Arm-Developer-Labs/images/Learn_on_Arm_banner.png" loading="lazy" decoding="async" />
 
 
 ## Description
diff --git a/docs/_posts/2025-05-30-Human-Centric-Robotics.md b/docs/_posts/2025-05-30-Human-Centric-Robotics.md
@@ -70,6 +70,7 @@ full_description: |-
 
   To receive the benefits, you must show us your project through our [online form](https://forms.office.com/e/VZnJQLeRhD). Please do not include any confidential information in your contribution. Additionally if you are affiliated with an academic institution, please ensure you have the right to share your material.
 ---
+
 Reach out to Arm at [education@arm.com](mailto:education@arm.com) if you'd like to participate in this challenge.
 
 ## Description
diff --git a/docs/_posts/2025-05-30-LLM-Benchmark-on-Arm-Server.md b/docs/_posts/2025-05-30-LLM-Benchmark-on-Arm-Server.md
@@ -50,6 +50,7 @@ full_description: |-
 
   To receive the benefits, you must show us your project through our [online form](https://forms.office.com/e/VZnJQLeRhD). Please do not include any confidential information in your contribution. Additionally if you are affiliated with an academic institution, please ensure you have the right to share your material.
 ---
+
 ## Description
 This project aims to benchmark inference on Arm-based servers using the MLPerf Inference benchmark suite. The project spans performance analysis across different configurations of Arm-based servers. The main deliverable is a comprehensive benchmarking setup that can evaluate the performance of large language models (LLMs) on various Arm server configurations in addition to a report highlighting the performance difference and how to recreate the results. This project will provide practical experience in benchmarking, performance analysis, and working with Arm-based server architectures. The final output will be a detailed report and a functional benchmarking infrastructure that can be used for further research and development.
 
diff --git a/docs/_posts/2025-05-30-Machine-Learning-on-AWS-Graviton.md b/docs/_posts/2025-05-30-Machine-Learning-on-AWS-Graviton.md
@@ -24,7 +24,7 @@ layout: article
 sidebar:
   nav: projects
 full_description: |-
-  <img class="image image--xl" src="/Arm-Developer-Labs/images/opensora.png"/>
+  <img class="image image--xl" src="/Arm-Developer-Labs/images/opensora.png" loading="lazy" decoding="async" />
 
   ## Description
 
@@ -67,7 +67,8 @@ full_description: |-
 
   To receive the benefits, you must show us your project through our [online form](https://forms.office.com/e/VZnJQLeRhD). Please do not include any confidential information in your contribution. Additionally if you are affiliated with an academic institution, please ensure you have the right to share your material.
 ---
-<img class="image image--xl" src="/Arm-Developer-Labs/images/opensora.png"/>
+
+<img class="image image--xl" src="/Arm-Developer-Labs/images/opensora.png" loading="lazy" decoding="async" />
 
 ## Description
 
diff --git a/docs/_posts/2025-05-30-Processor-in-the-Loop-Automotive.md b/docs/_posts/2025-05-30-Processor-in-the-Loop-Automotive.md
@@ -26,7 +26,7 @@ layout: article
 sidebar:
   nav: projects
 full_description: |-
-  <img class="image image--xl" src="/Arm-Developer-Labs/images/mathworks2.png"/>
+  <img class="image image--xl" src="/Arm-Developer-Labs/images/mathworks2.png" loading="lazy" decoding="async" />
 
 
   ## Description
@@ -73,7 +73,8 @@ full_description: |-
 
   To receive the benefits, you must show us your project through our [online form](https://forms.office.com/e/VZnJQLeRhD). Please do not include any confidential information in your contribution. Additionally if you are affiliated with an academic institution, please ensure you have the right to share your material.
 ---
-<img class="image image--xl" src="/Arm-Developer-Labs/images/mathworks2.png"/>
+
+<img class="image image--xl" src="/Arm-Developer-Labs/images/mathworks2.png" loading="lazy" decoding="async" />
 
 
 ## Description
diff --git a/docs/_posts/2025-05-30-Quantisation-Aware-Training.md b/docs/_posts/2025-05-30-Quantisation-Aware-Training.md
@@ -65,6 +65,7 @@ full_description: |-
 
   To receive the benefits, you must show us your project through our [online form](https://forms.office.com/e/VZnJQLeRhD). Please do not include any confidential information in your contribution. Additionally if you are affiliated with an academic institution, please ensure you have the right to share your material.
 ---
+
 ## Description  
 
 This open-ended project invites students to explore **Quantization-Aware Training (QAT)** with PyTorch to optimize computer vision models for **Arm-based mobile devices** (e.g., Android smartphones).
diff --git a/docs/_posts/2025-05-30-R-Arm-Community-Support.md b/docs/_posts/2025-05-30-R-Arm-Community-Support.md
@@ -23,7 +23,7 @@ layout: article
 sidebar:
   nav: projects
 full_description: |-
-  <img class="image image--xl" src="/Arm-Developer-Labs/images/Learn_on_Arm_banner.png"/>
+  <img class="image image--xl" src="/Arm-Developer-Labs/images/Learn_on_Arm_banner.png" loading="lazy" decoding="async" />
 
 
   ## Description  
@@ -80,7 +80,8 @@ full_description: |-
 
   To receive the benefits, you must show us your project through our [online form](https://forms.office.com/e/VZnJQLeRhD). Please do not include any confidential information in your contribution. Additionally if you are affiliated with an academic institution, please ensure you have the right to share your material.
 ---
-<img class="image image--xl" src="/Arm-Developer-Labs/images/Learn_on_Arm_banner.png"/>
+
+<img class="image image--xl" src="/Arm-Developer-Labs/images/Learn_on_Arm_banner.png" loading="lazy" decoding="async" />
 
 
 ## Description  
diff --git a/docs/_posts/2025-05-30-Real-Time-Image-Classification.md b/docs/_posts/2025-05-30-Real-Time-Image-Classification.md
@@ -25,7 +25,7 @@ layout: article
 sidebar:
   nav: projects
 full_description: |-
-  <img class="image image--xl" src="/Arm-Developer-Labs/images/computer_vision.jpg"/>
+  <img class="image image--xl" src="/Arm-Developer-Labs/images/computer_vision.jpg" loading="lazy" decoding="async" />
 
 
   ## Description
@@ -61,7 +61,8 @@ full_description: |-
 
   To receive the benefits, you must show us your project through our [online form](https://forms.office.com/e/VZnJQLeRhD). Please do not include any confidential information in your contribution. Additionally if you are affiliated with an academic institution, please ensure you have the right to share your material.
 ---
-<img class="image image--xl" src="/Arm-Developer-Labs/images/computer_vision.jpg"/>
+
+<img class="image image--xl" src="/Arm-Developer-Labs/images/computer_vision.jpg" loading="lazy" decoding="async" />
 
 
 ## Description
diff --git a/docs/_posts/2025-05-30-Responsible-AI-and-Yellow-Teaming.md b/docs/_posts/2025-05-30-Responsible-AI-and-Yellow-Teaming.md
@@ -83,6 +83,7 @@ full_description: |-
 
   To receive the benefits, you must show us your project through our [online form](https://forms.office.com/e/VZnJQLeRhD). Please do not include any confidential information in your contribution. Additionally if you are affiliated with an academic institution, please ensure you have the right to share your material.
 ---
+
 ## Description
 
 
diff --git a/docs/_posts/2025-05-30-Sentiment-Analysis-Dashboard.md b/docs/_posts/2025-05-30-Sentiment-Analysis-Dashboard.md
@@ -55,6 +55,7 @@ full_description: |-
 
   To receive the benefits, you must show us your project through our [online form](https://forms.office.com/e/VZnJQLeRhD). Please do not include any confidential information in your contribution. Additionally if you are affiliated with an academic institution, please ensure you have the right to share your material.
 ---
+
 ## Description
 This project aims to develop a sentiment analysis dashboard for keywords related to the semiconductor industry. The main deliverable is a web scraping script that gathers text data from various semiconductor news sites. Example sites are [SemiconductorEngineering.com](https://semiengineering.com/), [IEEE Spectrum](https://spectrum.ieee.org/), [EETimes](https://www.eetimes.com/tag/semiconductors/), [SemiconductorDigest](https://www.semiconductor-digest.com/), [SemiconductorToday](https://semiconductor-today.com/), [Financial Times - Semiconductors](https://www.ft.com/semiconductors), [Bezinga Semiconductors](https://www.benzinga.com/topic/semiconductors).
 
diff --git a/docs/_posts/2025-05-30-Smart-Voice-Assistant.md b/docs/_posts/2025-05-30-Smart-Voice-Assistant.md
@@ -24,7 +24,7 @@ layout: article
 sidebar:
   nav: projects
 full_description: |-
-  <img class="image image--xl" src="/Arm-Developer-Labs/images/Educate_on_Arm_banner.png"/>
+  <img class="image image--xl" src="/Arm-Developer-Labs/images/Educate_on_Arm_banner.png" loading="lazy" decoding="async" />
 
 
   ## Description
@@ -57,7 +57,8 @@ full_description: |-
 
   To receive the benefits, you must show us your project through our [online form](https://forms.office.com/e/VZnJQLeRhD). Please do not include any confidential information in your contribution. Additionally if you are affiliated with an academic institution, please ensure you have the right to share your material.
 ---
-<img class="image image--xl" src="/Arm-Developer-Labs/images/Educate_on_Arm_banner.png"/>
+
+<img class="image image--xl" src="/Arm-Developer-Labs/images/Educate_on_Arm_banner.png" loading="lazy" decoding="async" />
 
 
 ## Description
diff --git a/docs/_posts/2025-05-30-SpecINT2017-benchmarking-on-Arm64.md b/docs/_posts/2025-05-30-SpecINT2017-benchmarking-on-Arm64.md
@@ -74,6 +74,7 @@ full_description: |-
 
   To receive the benefits, you must show us your project through our [online form](https://forms.office.com/e/VZnJQLeRhD). Please do not include any confidential information in your contribution. Additionally if you are affiliated with an academic institution, please ensure you have the right to share your material.
 ---
+
 ### Description
 
 **Why this is important?**
diff --git a/docs/_posts/2025-05-30-Write-A-Learning-Path.md b/docs/_posts/2025-05-30-Write-A-Learning-Path.md
@@ -29,7 +29,7 @@ layout: article
 sidebar:
   nav: projects
 full_description: |-
-  <img class="image image--xl" src="/Arm-Developer-Labs/images/Educate_on_Arm_banner.png"/>
+  <img class="image image--xl" src="/Arm-Developer-Labs/images/Educate_on_Arm_banner.png" loading="lazy" decoding="async" />
 
 
   ## Description
@@ -54,7 +54,8 @@ full_description: |-
 
   To receive the benefits, you must show us your project through our [online form](https://forms.office.com/e/VZnJQLeRhD). Please do not include any confidential information in your contribution. Additionally if you are affiliated with an academic institution, please ensure you have the right to share your material.
 ---
-<img class="image image--xl" src="/Arm-Developer-Labs/images/Educate_on_Arm_banner.png"/>
+
+<img class="image image--xl" src="/Arm-Developer-Labs/images/Educate_on_Arm_banner.png" loading="lazy" decoding="async" />
 
 
 ## Description
diff --git a/docs/_posts/2025-05-30-projects.md b/docs/_posts/2025-05-30-projects.md
@@ -8,6 +8,7 @@ full_description: |-
 
   Filter or keyword search below.  You can take a project as is, adapt it to your circumstances or simply take inspiration from it.  Each project link shows what contextual collateral and resources are available.  To get benefits from Arm, you need to tell us about your work.  Read more on the [homepage](https://arm-university.github.io/Arm-Developer-Labs/).
 ---
+
 **Arm Developer Labs** is a repository of software and hardware project suggestions sourced from internal Arm teams and our network of eco-system partners but framed in way to be immediately accessible and useful to both academics and professional software developers alike. 
 
 Filter or keyword search below.  You can take a project as is, adapt it to your circumstances or simply take inspiration from it.  Each project link shows what contextual collateral and resources are available.  To get benefits from Arm, you need to tell us about your work.  Read more on the [homepage](https://arm-university.github.io/Arm-Developer-Labs/).
diff --git a/docs/_posts/2025-07-11-C-Based-Application-from-Scratch.md b/docs/_posts/2025-07-11-C-Based-Application-from-Scratch.md
@@ -62,6 +62,7 @@ full_description: |-
   1. [Plant Health Analysis System, Arnav Gupta et al. Imperial College London](https://github.com/Arg2006/ARM_Presentation.git).
   2. [VR Voxel Game. Imperial College London](https://github.com/lxkast/vr-voxel-game).
 ---
+
 ## Description
 
 **Why this is important?** 
diff --git a/docs/_posts/2025-08-28-NPC-LLM-Runtime.md b/docs/_posts/2025-08-28-NPC-LLM-Runtime.md
@@ -71,6 +71,7 @@ full_description: |-
 
   To receive the benefits, you must show us your project through our [online form](https://forms.office.com/e/VZnJQLeRhD). Please do not include any confidential information in your contribution. Additionally if you are affiliated with an academic institution, please ensure you have the right to share your material.
 ---
+
 ## Description
 
 **Why is this important?**
diff --git a/docs/_posts/2025-11-03-Python-Porting-Challenge.md b/docs/_posts/2025-11-03-Python-Porting-Challenge.md
@@ -21,7 +21,7 @@ layout: article
 sidebar:
   nav: projects
 full_description: |-
-  <img class="image image--xl" src="/Arm-Developer-Labs/images/Educate_on_Arm_banner.png"/>
+  <img class="image image--xl" src="/Arm-Developer-Labs/images/Educate_on_Arm_banner.png" loading="lazy" decoding="async" />
 
   ### *We are open to supporting participants through hardware donations, such as gift cards to help procure Windows on Arm laptops for development and research purposes. Please reach out to us at Arm-Developer-Labs@arm.com for more details on eligibility*
 
@@ -69,7 +69,8 @@ full_description: |-
 
   To receive the benefits, you must share your contribution through our [online form](https://forms.office.com/e/VZnJQLeRhD). Please do not include any confidential information in your contribution. Additionally if you are affiliated with an academic institution, please ensure you have the right to share your material.
 ---
-<img class="image image--xl" src="/Arm-Developer-Labs/images/Educate_on_Arm_banner.png"/>
+
+<img class="image image--xl" src="/Arm-Developer-Labs/images/Educate_on_Arm_banner.png" loading="lazy" decoding="async" />
 
 ### *We are open to supporting participants through hardware donations, such as gift cards to help procure Windows on Arm laptops for development and research purposes. Please reach out to us at Arm-Developer-Labs@arm.com for more details on eligibility*
 
diff --git a/docs/_posts/2025-11-27-Always-On-AI-with-Ethos-U85-NPU.md b/docs/_posts/2025-11-27-Always-On-AI-with-Ethos-U85-NPU.md
diff --git a/docs/_posts/2025-11-27-Edge-AI-On-Mobile.md b/docs/_posts/2025-11-27-Edge-AI-On-Mobile.md
diff --git a/docs/_posts/2025-11-27-Ethos-U85-NPU-Applications.md b/docs/_posts/2025-11-27-Ethos-U85-NPU-Applications.md
diff --git a/docs/_posts/2025-11-27-Game-Dev-Using-Neural-Graphics-&-Unreal-Engine.md b/docs/_posts/2025-11-27-Game-Dev-Using-Neural-Graphics-&-Unreal-Engine.md
diff --git a/scripts/update_docs.py b/scripts/update_docs.py
