LLM Applications | Towards Data Science https://towardsdatascience.com/category/artificial-intelligence/llm-applications/ Publish AI, ML & data-science insights to a global community of data professionals. Mon, 15 Dec 2025 10:30:00 +0000 en-US hourly 1 https://wordpress.org/?v=6.8.3 https://towardsdatascience.com/wp-content/uploads/2025/02/cropped-Favicon-32x32.png LLM Applications | Towards Data Science https://towardsdatascience.com/category/artificial-intelligence/llm-applications/ 32 32 Lessons Learned from Upgrading to LangChain 1.0 in Production https://towardsdatascience.com/lessons-learnt-from-upgrading-to-langchain-1-0-in-production/ Mon, 15 Dec 2025 10:30:00 +0000 https://towardsdatascience.com/?p=607893 What worked, what broke, and why I did it

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]]> How to Increase Coding Iteration Speed https://towardsdatascience.com/how-to-increase-coding-iteration-speed/ Sat, 13 Dec 2025 13:30:00 +0000 https://towardsdatascience.com/?p=607895 Learn how to become a more efficient programmer with local testing

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]]> How to Maximize Agentic Memory for Continual Learning https://towardsdatascience.com/how-to-maximize-agentic-memory-for-continual-learning/ Wed, 10 Dec 2025 15:00:00 +0000 https://towardsdatascience.com/?p=607873 Learn how to become an effective engineer with continual learning LLMs

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]]> How to Create an ML-Focused Newsletter https://towardsdatascience.com/how-to-create-an-ml-focused-newsletter/ Mon, 08 Dec 2025 13:30:00 +0000 https://towardsdatascience.com/?p=607842 Learn how to make a newsletter with AI tools

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]]> The Architecture Behind Web Search in AI Chatbots https://towardsdatascience.com/the-architecture-behind-web-search-in-ai-chatbots-2/ Thu, 04 Dec 2025 06:19:55 +0000 https://towardsdatascience.com/?p=607822 And what this means for generative engine optimization (GEO)

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]]> Ten Lessons of Building LLM Applications for Engineers https://towardsdatascience.com/ten-lessons-of-building-llm-applications-for-engineers/ Tue, 25 Nov 2025 13:00:00 +0000 https://towardsdatascience.com/?p=607729 Practical field notes on workflows, structure, and evaluation from two years of building with engineering domain experts.

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]]> How to Create Professional Articles with LaTeX in Cursor https://towardsdatascience.com/how-to-create-professional-articles-with-latex-in-cursor/ Tue, 25 Nov 2025 11:30:00 +0000 https://towardsdatascience.com/?p=607727 Learn how to rapidly create professional articles and presentations with LaTeX in Cursor

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]]> A Hands-On Guide to Anthropic’s New Structured Output Capabilities https://towardsdatascience.com/hands-on-with-anthropics-new-structured-output-capabilities/ Mon, 24 Nov 2025 19:51:37 +0000 https://towardsdatascience.com/hands-on-with-anthropics-new-structured-output-capabilities/ A developer’s guide to perfect JSON and typed outputs from Claude Sonnet 4.5 and Opus 4.1

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]]> How to Apply Vision Language Models to Long Documents https://towardsdatascience.com/how-to-apply-vision-language-models-to-long-documents/ Mon, 03 Nov 2025 21:41:52 +0000 https://towardsdatascience.com/?p=607550 Learn how to apply powerful VLMs for long context document understanding tasks

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]]> How to Consistently Extract Metadata from Complex Documents https://towardsdatascience.com/how-to-consistently-extract-metadata-from-complex-documents/ Fri, 24 Oct 2025 15:30:00 +0000 https://towardsdatascience.com/?p=607480 Learn how to extract important pieces of information from your documents

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]]> Implementing DRIFT Search with Neo4j and LlamaIndex https://towardsdatascience.com/implementing-drift-search-with-neo4j-and-llamaindex/ Wed, 22 Oct 2025 14:00:00 +0000 https://towardsdatascience.com/?p=607457 Combining global and local search to get the most accurate response

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]]> How to Build Guardrails for Effective Agents https://towardsdatascience.com/how-to-build-guardrails-for-effective-agents/ Sun, 19 Oct 2025 14:00:00 +0000 https://towardsdatascience.com/?p=607424 Learn how to set up effective guardrails to enforce desired behaviour from your agents

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]]> Generating Consistent Imagery with Gemini https://towardsdatascience.com/generating-consistent-imagery-with-gemini/ Tue, 23 Sep 2025 21:49:34 +0000 https://towardsdatascience.com/?p=607249 A practical guide to building a prompt-based generation pipeline for your image library

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]]> My Experiments with NotebookLM for Teaching  https://towardsdatascience.com/my-experiments-with-notebooklm-for-teaching/ Tue, 16 Sep 2025 17:48:51 +0000 https://towardsdatascience.com/?p=607154 Exploring NotebookLM as a teaching companion

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]]> AI Operations Under the Hood: Challenges and Best Practices https://towardsdatascience.com/ai-operations-under-the-hood-challenges-and-best-practices/ Fri, 05 Sep 2025 15:00:00 +0000 https://towardsdatascience.com/?p=607045 Building robust, reproducible, and reliable GenAI applications requires a framework of continuous improvement, rigorous evaluation, and systematic validation

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]]> How to Develop a Bilingual Voice Assistant https://towardsdatascience.com/developing-a-bilingual-voice-assistant/ Sun, 31 Aug 2025 16:00:00 +0000 https://towardsdatascience.com/?p=606999 Exploring ways to make voice assistants more personal

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]]> Unlocking Multimodal Video Transcription with Gemini https://towardsdatascience.com/unlocking-multimodal-video-transcription-with-gemini/ Fri, 29 Aug 2025 13:30:00 +0000 https://towardsdatascience.com/?p=606986 Explore how to transcribe videos with speaker identification in a single prompt

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]]> “Where’s Marta?”: How We Removed Uncertainty From AI Reasoning https://towardsdatascience.com/interactive-proofs-with-claude/ Wed, 20 Aug 2025 18:58:28 +0000 https://towardsdatascience.com/?p=606903 A primer on overcoming LLM limitations with formal verification.

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]]> Finding Golden Examples: A Smarter Approach to In-Context Learning https://towardsdatascience.com/finding-golden-examples-a-smarter-approach-to-in-context-learning/ Thu, 07 Aug 2025 17:33:39 +0000 https://towardsdatascience.com/?p=606807 From random example selection to systematic AuPair generation  — how to make your LLM prompts actually work

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]]> How to Evaluate Graph Retrieval in MCP Agentic Systems https://towardsdatascience.com/evaluating-graph-retrieval-in-mcp-agentic-systems/ Tue, 29 Jul 2025 15:33:47 +0000 https://towardsdatascience.com/?p=606738 A framework for measuring retrieval quality in Model Context Protocol agents.

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