R3-RAG: Teaching LLMs to Think and Retrieve Step by Step R3-RAG is a reinforcement learning-enhanced RAG framework that teaches the LLM how to reason and retrieve in tandem—not just pull documents, but think while doing it. The key ideas include Cold Start Pretraining and
PROMPT ENGINEERING
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AI Programming Languages: Optimizing Code for Model Exploration
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It may be time to develop AI programming languages. Code generation must be optimized for guiding models in exploring solution space and ensuring correctness, not for human comprehension. Code specification must optimize synchronization between human intention and AI
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Secret ChatGPT Commands to Supercharge Productivity
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Secret ChatGPT Commands Professionals Don't Share They supercharge productivity and streamline workflows • Unlock advanced techniques • Enhance your tasks • Achieve tailored results Click below to read more: https://
godofprompt.ai/blog/secret-ch
atgpt-commands-professionals-dont-share
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Hybrid RAG Chatbot with Qdrant miniCOIL and LangGraph
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Hybrid RAG Chatbot New customer support system combines Qdrant's miniCOIL and LangGraph to deliver precise, context-aware responses through hybrid semantic and term-based matching. Check out the implementation guide! https://
medium.aiplanet.com/advanced-retri
eval-and-evaluation-hybrid-search-with-minicoil-using-qdrant-and-langgraph-6fbe5e514078
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AlphaEvolve: LLM-Powered Evolutionary Coding Agent for Algorithm Optimization
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AlphaEvolve: It’s an evolutionary coding agent powered by large language models (LLMs) + automated evaluators. It doesn’t just write code it evolves algorithms over time, scoring and mutating them until it finds breakthroughs.
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Social Element: Learning from Previous Tool Usage Patterns
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And there was a minor but important social element, where if e.g. you understood that I had previously used the tool for a particular area, and you were approaching that area yourself, in lieu of asking me what to do you could just sub search my previous usages and then guess.
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Collaborative AI Prompting: Learning from Multiplayer Interfaces
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Has anyone cracked multiplayer mode for AI prompting yet? We have the public example of Midjourney, where the primary UI was discord and users could see in literal real time a) what other users were trying and b) what worked better for impressive results.
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Non-Technical Leaders Prototyping with AI Before Engineering Handoff
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One of my favorite use case of vibe coding I’ve heard a few times now is a non-technical leader prototyping what they want and then handing it off to engineers. I like the idea that this saves the engineer time as the non-technical leader can go back and forth with AI a few
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Claude Sonnet 4 outperforms for coding and writing tasks
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Yeah sonnet 4 definitely better for me. Using it mainly for coding, but also for various writing and admin tasks. It does a better job of understanding and sticking to what I’m asking.
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Flux Ultra Delivers Strong Performance Comparable to Kontext
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I get flux-ultra vibes from kontext