diff --git a/roadmaps/ai-engineer/content/nanobanana-api@6y73FLjshnqxV8BTGUeiu.md b/roadmaps/ai-engineer/content/nanobanana-api@6y73FLjshnqxV8BTGUeiu.md
index 26ca527e1..e166defff 100644
--- a/roadmaps/ai-engineer/content/nanobanana-api@6y73FLjshnqxV8BTGUeiu.md
+++ b/roadmaps/ai-engineer/content/nanobanana-api@6y73FLjshnqxV8BTGUeiu.md
@@ -5,4 +5,3 @@ The NanoBanana API is a tool designed to facilitate the integration and processi
 Visit the following resources to learn more:
 
 - [@official@NanoBanana API](https://nanobananaapi.ai/)
-- [@article@Generating Consistent Imagery with Gemini](https://towardsdatascience.com/generating-consistent-imagery-with-gemini/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration)
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diff --git a/roadmaps/ai-engineer/content/robust-prompt-engineering@qmx6OHqx4_0JXVIv8dASp.md b/roadmaps/ai-engineer/content/robust-prompt-engineering@qmx6OHqx4_0JXVIv8dASp.md
index 3b6384204..f63e82bcd 100644
--- a/roadmaps/ai-engineer/content/robust-prompt-engineering@qmx6OHqx4_0JXVIv8dASp.md
+++ b/roadmaps/ai-engineer/content/robust-prompt-engineering@qmx6OHqx4_0JXVIv8dASp.md
@@ -4,5 +4,4 @@ Robust prompt engineering involves carefully crafting inputs to guide AI models
 
 Visit the following resources to learn more:
 
-- [@article@Building Robust Prompt Engineering Capability](https://aimresearch.co/product/building-robust-prompt-engineering-capability)
 - [@article@Effective Prompt Engineering: A Comprehensive Guide](https://medium.com/@nmurugs/effective-prompt-engineering-a-comprehensive-guide-803160c571ed)
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