Content refinements

Author: nicknettleton

src/content/blog/2025-10-10-explainability-challenge.md

@@ -78,7 +78,7 @@ Something that looks like magic, feels like magic, and we can't really explain h
 
 So, how do we solve this?
 
-I want to start by understanding the scale and reasons for the problem. In my next post, we'll dive deep into the Explainability Problem and what we really mean by Black Box. We'll compare a simple model with 2 parameters, which we can easily explain, to a modern AI with 1.5 trillion. 
+I want to start by understanding the scale and reasons for the problem. In my [next post](/blog/2025-10-16-simple-vs-complex-models/), we'll dive deep into the Explainability Problem and what we really mean by Black Box. We'll compare a simple model with 2 parameters, which we can easily explain, to a modern AI with 1.5 trillion. 
 
 This will then help us to understand where current approaches to explainability aren't working, and from this what we can do to solve them.
 

src/content/blog/2025-10-16-simple-vs-complex-models.md

@@ -99,6 +99,6 @@ It's hard to see how AI can progress at pace, outside of experimental and low-ri
 
 This is why the 'Black Box' is not just a technical curiosity; it is a governance crisis. If we cannot explain the model, we cannot fully trust its decisions in critical infrastructure. **We cannot regulate what we cannot read**.
 
-That's the Explainability Problem. In my next post, I'm going to explore the current state of AI explainability, and why, from a user perspective, it's not doing what we need it to. Then we can start to explore solutions.
+That's the Explainability Problem. In an upcoming post, I'll to explore the current state of AI explainability, and why, from a user perspective, it's not doing what we need it to. Then we can start to explore solutions.
 
 [^1]: See for example Epoch AI's training compute data on notable AI models - https://epoch.ai/data/ai-models

src/content/blog/2025-11-26-why-ai-needs-desigers.md

@@ -6,11 +6,11 @@ pubDate: "26 Nov 2025"
 
 Most writing and thinking by designers about AI today is about how to integrate AI into the process. For example, using AI to analyse sentiment and research, to support ideation, to automate parts of the creative process, or to predict how different design solutions might perform in real-world use.[^1]
 
-This is valuable work, but it's too small. AI is not just a helpful tool for designers. We desperately need designers, and Design Thinking, to play leading role in defining and executing the vision for AI in our world.
+This is valuable work, but it's too small. AI is not just a helpful tool for designers. We desperately need designers, and Design Thinking, to play a leading role in defining and executing the vision for AI in our world.
 
 Without Design Thinking, we risk having a lot of very clever technologies that don't solve real world problems very well.
 
-That's exactly what's happening now. Gartner predicted that by the end of 2025, 30% of GenAI projects would be abandoned. Hugging Face CEO Clem Delangue speaks of an LLM bubble. Google CEO Sundar Pichai reminds us not to trust everything AI tells us.[^2]
+In fact, that's exactly what's happening now. Gartner predicted that by the end of 2025, 30% of GenAI projects would be abandoned. Hugging Face CEO Clem Delangue speaks of an LLM bubble. Google CEO Sundar Pichai reminds us not to trust everything AI tells us.[^2]
 
 These are, partly, design problems. Problems of clever technology where the use cases aren't working. Problems of too many engines and not enough steering wheels.
 

src/pages/index.astro

@@ -25,7 +25,7 @@ const posts = (await getCollection('blog')).sort(
         <div class="standard-container standard-grid-12">
             <div class="standard-prose col-span-12 md:col-span-8">
                 <p>
-                    <strong>I'm an ex-agency founder and award-winning AI Specialist, with over two
+                    <strong>I'm an experienced technology leader and award-winning AI Specialist, with over two
                     decades&apos; experience creating major national and international
                     platforms.</strong>
                 </p>