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⚡ AI Lessons

Dev.to · Zeeshan Ghazanfar
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
What Actually Helped Our Talk-to-DB Agent Stop Relearning the Same SQL
Natural language to SQL gets expensive when the agent keeps solving the same problem from...

Dev.to · Zeeshan Ghazanfar
2mo ago
Why PDF-Style RAG Fails on Structured Enterprise Data
Most teams try to use document RAG patterns on structured enterprise data. That usually breaks. PDF...

Dev.to · Zeeshan Ghazanfar
🔍 RAG & Vector Search
⚡ AI Lesson
2mo ago
RAG patterns that work for structured data vs ones that fail
Most RAG failures in enterprise systems do not come from the embedding model. They come from using...

Dev.to · Zeeshan Ghazanfar
🧠 Large Language Models
⚡ AI Lesson
2mo ago
GPT-4 launched at $30 per million tokens. Sixteen months later, the same class of output costs ~15 cents. Roughly a 200x drop.
Most people stop the analysis there. We didn’t. At BrainPack, we run agents in production...

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