aiforwarddeployedengineer.com / blog
Technical notes on applied AI, production systems, and research readings.
2025
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The Failure of Legacy Evaluation in AI
Metrics created for one generation of NLP technology become dangerously inadequate for the next. A pattern, with examples.
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POML: A Guide to Structuring Prompts and Improving AI Interaction
POML Prompt Guide: structuring and interacting with AI via HTML and XML.
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Context Engineering: what really improves the performance of LLMs
Context engineering as a discipline that precedes prompt engineering. Where the actual gains hide.
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How to Build a RAG That Processes PDFs and Answers Questions in Real Time by Voice
RAG Voice Assistant is a system that combines RAG with voice processing capabilities to create a new way of interacting with documents.
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Transform Your Productivity with 3 AI-Powered Tools
How to use AI applications for software developers, AI engineers, software engineers such as Cursor, Arc Browser and Warp
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Mastering the GPT API: 5 Essential Frameworks for High-Performance Prompts
How to master OpenAI's GPT API through prompt engineering: five practical frameworks with Python examples.
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Mastering RAG: From Fundamentals to RAGFlow
A deep technical look at RAG architecture, its operational challenges, and how RAGFlow sets the standard for enterprise-scale implementation.
