Updated links, images, and image paths

Author: obx-vivien

docs/on-device-ai-goes-mainstream.mdx

@@ -76,7 +76,7 @@ Large foundation models (LLMs) remain costly and centralized. In contrast, [**Sm
 This makes them ideal for **local AI** scenarios: assistants, semantic search, or multimodal apps running directly on-device. However....
 
 ### Frontier AI Models are still getting bigger and costs are skyrocketing
-<img src="/img/edge-ai/slm-quality-cost.png" alt="SLM quality and cost comparison" />
+<img src="/img/edge-ai/llm-costs-still-skyrocketing.png" alt="SLM quality and cost comparison" />
 
 ### Why this matters for developers: Monetary and hidden costs of using Cloud AI
 
@@ -87,15 +87,15 @@ Running cloud AI comes at a cost:
 - **Dependency**: Few tech giants hold all major AI models, the data, and the know-how, and they make the rules (e.g. thin AI layers on top of huge cloud AI models will fade away due to vertical integration)
 - **Data privacy & compliance**: Sending data around adds risk, sharing data too (what are you agreeing to?)
 - **Sustainability**: Large models consume waqy more energy, and transmitting data unnecessarily consumes way more energy too (think of this as shopping apples from New Zealand in Germany) ([Sustainable Future with Edge Computing](https://objectbox.io/why-do-we-need-edge-computing-for-a-sustainable-future/)).
-<img src="/img/edge-ai/slm-quality-cost.png" alt="SLM quality and cost comparison" />
+<img src="/img/edge-ai/why-llm-costs-and-energy-consumption-impacts-developers.png" alt="SLM quality and cost comparison" />
 
 ### What about Open Source AI Models?
 
 Yes, they are an option, but be mindful of potential risks and caveats. Be aware that you also pay to be free of liability risks.
-<img src="/img/edge-ai/slm-quality-cost.png" alt="SLM quality and cost comparison" />
+<img src="/img/edge-ai/opensource-ai-models.png" alt="SLM quality and cost comparison" />
 
 ### While SLM are all the rage, it's really about specialised AI models in Edge AI (at this moment...)
-<img src="/img/edge-ai/slm-quality-cost.png" alt="SLM quality and cost comparison" />
+<img src="/img/edge-ai/for-mobile-it-is-specialized-models-not-SLM.png" alt="SLM quality and cost comparison" />
 
 
 ## On-device Vector Databases are the second essential piece of the Edge AI Tech Stack