eDisplay @eDisplay
I Love The Bible, Real Estate, Business, Technology, Family, and Friends! inflexioninteractive.com North Bergen, NJ 07047 Joined December 2007-
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My Agent Team Report on @kylon_ai: Token Taster, 194.9K tokens. What's your report? 👀 Get your own Agent Team report on Kylon + free credit 👇 app.kylon.io/r/UMCu_lsAi1Hv…
2026 Claaude Cowork Setup 📘📚
This feels like a real shift in AI architecture. Not another LLM tweak a system built specifically for memory. If this works as promised (persistent, proactive recall, near-zero hallucinations), it changes how apps actually remember users. Signed up. engramme.com
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Prompting isn’t just asking the AI a question. It’s a deliberate, engineered input design process, and a critical skill when working with Large Language Models (LLMs). Let's breakdown the prompting techniques. ✅ 1. Core Prompting Techniques ▪ Zero-shot - No examples provided. Just the task. ▪ One-shot - One example shown before the task. ▪ Few-shot - A handful of examples used to teach patterns. 🧠 2. Reasoning-Enhancing Techniques ▪ Chain-of-Thought (CoT) - Encourage step-by-step reasoning. ▪ Self-Consistency - Sample multiple CoTs; choose the best. ▪ Tree-of-Thought (ToT) - Explore multiple reasoning paths (advanced). ▪ ReAct - Combine reasoning steps with action/tool use (e.g., API calls). 🧾 3. Instruction and Role-Based Prompting ▪ Instruction prompting - Clear directives (“Summarize this…”). ▪ System / Role prompting - Define persona or behavior (“You are a legal assistant”). ▪ Hybrid (Instruction + Examples) - Combine clarity with few-shot grounding. ⚙️ 4. Prompt Composition Techniques ▪ Prompt chaining - Use one prompt’s output in the next. ▪ Dynamic prompting - Inject real-time variables or context. ▪ Meta prompting - Ask the model to improve or verify its own response. 🖼️ 5. Multimodal Prompting ▪ Image + text - Provide both visual and textual context. ▪ Audio/Video + text - Use transcripts or sensory input (model-dependent, e.g., GPT-4o, Gemini 1.5). 🧑⚕️ 6. Domain-Specific Prompting ▪ Code prompting - Constrained, tool-specific inputs (e.g., Python, SQL). ▪ Medical / Legal prompting - High-precision language with strict format and accuracy needs. 🧪 7. Prompt Evaluation & Debugging (Not prompting techniques, but crucial tools.) ▪ Prompt ablation - Remove elements to test contribution. ▪ Injection testing - Evaluate prompt robustness in apps or agents. ❌ What’s Not a Prompting Technique ▪ RAG: A retrieval + generation architecture. Prompts are used inside it. ▪ Agents / Tool-use systems - Orchestration frameworks (e.g., LangGraph, AutoGPT). Prompting is one component, not the technique itself. 🔧 Prompting is no longer “just prompt engineering.” It’s system design. If you're working with LLMs, know these cold. Follow @techNmak for your daily dose of learning.
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A computer's operating system manages hardware & software and provides key services for various programs. And in this course, you'll learn all about how an OS works. It covers types of OSs, process management, CPU scheduling, memory management, & more. freecodecamp.org/news/learn-abo…
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MICROSOFT MADE RUNNING LLMs ON A SINGLE CPU ACTUALLY POSSIBLE no GPU... no cloud...no expensive hardware BitNet - the official inference framework for 1-bit LLMs here's what that means in practice: ▫️ up to 6x faster inference on x86 CPUs ▫️ up to 82% less energy consumption ▫️ a 100B parameter model running on a single CPU at human reading speed (5-7 tokens/sec) how...? every weight is stored in just 1.58 bits not 16, not 8..... 1.58 the model is tiny...the speed is not and it's not just a research paper. it's a working inference framework with optimized kernels for both ARM and x86, GPU support & official models on hugging face ready to run if you've been waiting to run LLMs locally without burning your laptop this is the repo → github.com/microsoft/BitN…
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