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aiforwarddeployedengineer.com / blog https://aiforwarddeployedengineer.com/blog/en/ Technical notes on applied AI, production systems, and research readings. en The Failure of Legacy Evaluation in AI https://aiforwarddeployedengineer.com/blog/en/failure-legacy-evaluation.html https://aiforwarddeployedengineer.com/blog/en/failure-legacy-evaluation.html Mon, 24 Nov 2025 00:00:00 +0000 Metrics created for one generation of NLP technology become dangerously inadequate for the next. A pattern, with examples. POML: A Guide to Structuring Prompts and Improving AI Interaction https://aiforwarddeployedengineer.com/blog/en/poml-guia-prompts.html https://aiforwarddeployedengineer.com/blog/en/poml-guia-prompts.html Tue, 02 Sep 2025 00:00:00 +0000 POML Prompt Guide: structuring and interacting with AI via HTML and XML. Context Engineering: what really improves the performance of LLMs https://aiforwarddeployedengineer.com/blog/en/context-engineering.html https://aiforwarddeployedengineer.com/blog/en/context-engineering.html Thu, 24 Jul 2025 00:00:00 +0000 Context engineering as a discipline that precedes prompt engineering. Where the actual gains hide. How to Build a RAG That Processes PDFs and Answers Questions in Real Time by Voice https://aiforwarddeployedengineer.com/blog/en/rag-pdfs-voz.html https://aiforwarddeployedengineer.com/blog/en/rag-pdfs-voz.html Mon, 16 Jun 2025 00:00:00 +0000 RAG Voice Assistant is a system that combines RAG with voice processing capabilities to create a new way of interacting with documents. Transform Your Productivity with 3 AI-Powered Tools https://aiforwarddeployedengineer.com/blog/en/transform-productivity-ai-tools.html https://aiforwarddeployedengineer.com/blog/en/transform-productivity-ai-tools.html Thu, 12 Jun 2025 00:00:00 +0000 How to use AI applications for software developers, AI engineers, software engineers such as Cursor, Arc Browser and Warp Mastering the GPT API: 5 Essential Frameworks for High-Performance Prompts https://aiforwarddeployedengineer.com/blog/en/como-dominar-api-gpt.html https://aiforwarddeployedengineer.com/blog/en/como-dominar-api-gpt.html Wed, 11 Jun 2025 00:00:00 +0000 How to master OpenAI's GPT API through prompt engineering: five practical frameworks with Python examples. Mastering RAG: From Fundamentals to RAGFlow https://aiforwarddeployedengineer.com/blog/en/dominando-rag-ragflow.html https://aiforwarddeployedengineer.com/blog/en/dominando-rag-ragflow.html Mon, 03 Mar 2025 00:00:00 +0000 A deep technical look at RAG architecture, its operational challenges, and how RAGFlow sets the standard for enterprise-scale implementation.