Similarly, ambiguous wording can cause confusion. Rather than just "It made results better on the model," you could say how it did that, which is often specified in the text, like "The chain-of-thought prompting technique significantly improved GPT-4's results." Give the full
LLMS
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Clarify Context in AI Model Prompts for Better Results
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First, it's easy to accidentally leave out context and end up confusing the model. For example, instead of vaguely saying, "It improved performance," it's clearer to say, "Optimizing the BERT model improved inference speed from 100ms to 40ms." Remove all references and refer back
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Improving RAG Text Chunks with LLM Context Enhancement
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I just had a quick reminder today about the importance of adding context to your text chunks when building a RAG database… Here are a few things we can do, all easily generated with an LLM, to significantly improve your text chunks (before embedding them)…
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Llama.cpp Image-Compatible Playground Guide Released
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BTW Son's image-compatible playground is super cool Guide on how to run it: https://
github.com/ggml-org/llama
.cpp/discussions/12348
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Convert GitHub URLs to UIHub for LLM Code Analysis
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changing github . com to uithub . com gives you the whole code repo and structure so you can pass to an LLM
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Gemma 3 27B now on AI Studio
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Gemma 3 27B is also now available on AI Studio 👀 https://t.co/Ri94aTOfxE pic.twitter.com/39LqzE5LKq
— 🚨 AI News | TestingCatalog (@testingcatalog) 12 mars 2025Gemma 3 27B is also now available on AI Studio
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Google Releases Gemma 3 in Four Sizes
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Google released Gemma 3, SOTA open model in 4 different sizes: 1B, 4B, 12B, 27B https://t.co/UFFPsYE7pg pic.twitter.com/cR0uT8NDsc
— 🚨 AI News | TestingCatalog (@testingcatalog) 12 mars 2025Google released Gemma 3, SOTA open model in 4 different sizes: 1B, 4B, 12B, 27B
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The Shift Toward AI Agents and Task Execution
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Why This Matters AI agents will redefine productivity. Instead of just answering questions, they will execute complex, multi-step tasks. OpenAI is making it easier for developers to build agents that can act, not just chat.
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OpenAI to Replace Assistants API with Responses API by 2026
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The End of the Assistants API (soon) • Responses API will replace Assistants API by mid-2026.
• It’s more flexible, faster, and easier to use.
• Full feature parity is coming including code execution and thread management. Developers should start migrating now. -
New AI API tools for web search, file retrieval, and computer use
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Built-in tools in the Responses API • Web search: Real-time answers with citations.
• File search: Retrieve insights from large document sets.
• Computer use: Automate browser-based and OS-level tasks. This makes AI more connected to the real world.