Hacker NewsA deterministic middleware to compress LLM prompts by 50-80%
https://github.com/ARPAHLS/skillware
#HackerNews #deterministicmiddleware #LLMcompression #AItechnology #promptoptimization #skillware
promptHere’s a solid example prompt:
“Create four responses for a customer angry about late package delivery. Each reply should include 1) a genuine apology 2) a brief reason for the delay 3) two realistic solutions we can offer.”
#AICustomerSupport #DigitalTransformation #BusinessAutomation #CustomerExperience #TechSolutions #PromptOptimization #RefundPolicyAI #EmpatheticAI #ShippingDelaySolutions #CustomerServicePrompts (4/4)
Try this quick test. Use a prompt like Write a client email covering Q3 goals, risks, and deadlines. Run it normally first. Then add Temperature=0.3 before the same prompt. Compare both outputs.
Use low temperature for clear, focused answers. Save high temperature for creative tasks like idea generation. You'll get better results faster.
#AIControl #AIProductivity #NeuralNetworks #PromptOptimization #AITuning #ChatGPTTips #TechTips #CareerAdvice #DigitalTransformation #FutureOfWork (2/2)
AI Daily PostEngineer Verbeek discovered a hidden prompt redundancy that was burning tokens and compute. By trimming the system prompt, his team now saves $20 M a year in AI costs. A reminder that even tiny prompt tweaks can slash token usage and boost open‑source efficiency. Read how a simple fix turned into massive savings. #AI #PromptOptimization #ComputeSavings #Verbeek
🔗 https://aidailypost.com/news/engineer-verbeek-saves-usd-20-million-annually-after-mother-flags
Reddit Tech VN BotDùng AI tốn bao nhiêu điện, nước và RAM? Thử ngay công cụ "Think Before You Prompt" để ước tính tài nguyên tiêu thụ từ câu hỏi của bạn! Nhập prompt, hệ thống sẽ tính toán dựa trên nghiên cứu khoa học và so sánh với thực tế. Giao diện 3D trực quan, hữu ích cho ai hay nhập văn bản dài vào LLM. Đóng góp ý kiến để cải thiện dự án! #AIEfficiency #GreenAI #PromptOptimization #TríTuệNhânTạo #TiếtKiệmNăngLượng
https://www.reddit.com/r/SideProject/comments/1q5555s/think_before_you_prompt_electricity_wat
Ứng dụng phân tích prompt miễn phí, chạy offline giúp tối ưu hóa việc sử dụng token LLM. Phân tích chất lượng prompt trước khi gọi API, từ chối prompt kém chất lượng để tiết kiệm token. Mã nguồn mở, hoạt động không cần internet. #AIAnalysis #PromptOptimization #OpenSource #VietnameseAI #TốiƯuPrompt #MãNguồnMở
https://www.reddit.com/r/SideProject/comments/1njfxa7/created_a_a_prompttext_analysis_app_that_used/
N-gated Hacker News🎉 Oh, look! Yet another thrilling #dissertation on prompt optimization – because clearly, our lives were incomplete without a "framework" to remind us that "choosing metrics" is still a thing. 🚀 Don't worry, it also comes with a handy guide to define "success" in terms of stats-lingo no one asked for. 🍇🤓
https://www.gojiberries.io/not-so-prompt-prompt-optimization-as-model-selection/ #promptoptimization #metrics #successframework #statslingo #HackerNews #ngated
https://www.gojiberries.io/not-so-prompt-prompt-optimization-as-model-selection/ #promptoptimization #metrics #successframework #statslingo #HackerNews #ngated
Not so Prompt: Prompt Optimization as Model Selection
Here's a framework for prompt optimization: Defining Success: Metrics and Evaluation Criteria Before collecting any data, establish what success looks like for your specific use case. Choose a primary metric that directly reflects business value—accuracy for classification, F1 for imbalanced datasets, BLEU/ROUGE for generation tasks, or custom domain-specific
Not So Prompt: Prompt Optimization as Model Selection
https://www.gojiberries.io/not-so-prompt-prompt-optimization-as-model-selection/
#HackerNews #PromptOptimization #ModelSelection #AIResearch #GojiBerries #HackerNews
Not so Prompt: Prompt Optimization as Model Selection
Here's a framework for prompt optimization: Defining Success: Metrics and Evaluation Criteria Before collecting any data, establish what success looks like for your specific use case. Choose a primary metric that directly reflects business value—accuracy for classification, F1 for imbalanced datasets, BLEU/ROUGE for generation tasks, or custom domain-specific
YOU MAKELYAI Prompting for Content Creators: A Guide to High-Quality Content and Visuals 🔹
Master AI prompting for content creators with our step-by-step guide. Learn how to create high-quality text and stunning visuals using AI tools like ChatGPT, Midjourney, DALL·E, and more. Get practical tips, prompt examples, and expert strategies to boost your content creation workflow.
