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⚡ AI Lessons
Dev.to · Pavan Kumar Appannagari
🧠 Large Language Models
⚡ AI Lesson
2mo ago
Building Reliable AI Systems: Why Prompting Isn’t Enough
Why prompting alone fails in production AI systems and how to design reliable architectures around probabilistic LLMs.
Dev.to · Pavan Kumar Appannagari
💻 AI-Assisted Coding
⚡ AI Lesson
3mo ago
From Research Paper to Prototype: Using Generative AI to Automatically Generate Test Cases
How a 5-year-old IEEE research paper on Search-Based Software Testing (SBST) became a practical reality through Generative AI and AWS Bedrock.
Dev.to · Pavan Kumar Appannagari
⚡ AI Lesson
4mo ago
Feature Parity Bugs Aren’t Testing Failures — They’re Architectural
When Android works but iOS fails, QA often gets blamed. But feature parity bugs are rarely testing failures — they are architectural consequences of duplicated
Dev.to · Pavan Kumar Appannagari
⚡ AI Lesson
4mo ago
The Doppelgänger Dilemma: Why Your Mobile Apps Look Alike but Act Like Strangers
Why iOS and Android apps drift in behavior over time — and how Kotlin Multiplatform enables consistency.
DeepCamp AI