#promptoptimization — Public Fediverse posts

GEPA optimizes prompts in compound AI systems by reading failed trajectories in natural language and editing the prompt of the module that caused the failure. Across six tasks it beats GRPO by 6% on average, up to 20%, with up to 35x fewer rollouts. Reflection extracts per-module diagnosis from a trajectory. GRPO collapses the same trajectory into one scalar and spreads it across every token.

https://benjaminhan.net/posts/20260513-gepa/

#AI #ICLR2026 #PromptOptimization #MetaCognition

A deterministic middleware to compress LLM prompts by 50-80%

https://github.com/ARPAHLS/skillware

#HackerNews #deterministicmiddleware #LLMcompression #AItechnology #promptoptimization #skillware

A deterministic middleware to compress LLM prompts by 50-80%

https://github.com/ARPAHLS/skillware

#HackerNews #deterministicmiddleware #LLMcompression #AItechnology #promptoptimization #skillware

A deterministic middleware to compress LLM prompts by 50-80%

https://github.com/ARPAHLS/skillware

#HackerNews #deterministicmiddleware #LLMcompression #AItechnology #promptoptimization #skillware

A deterministic middleware to compress LLM prompts by 50-80%

https://github.com/ARPAHLS/skillware

#HackerNews #deterministicmiddleware #LLMcompression #AItechnology #promptoptimization #skillware

A deterministic middleware to compress LLM prompts by 50-80%

https://github.com/ARPAHLS/skillware

#HackerNews #deterministicmiddleware #LLMcompression #AItechnology #promptoptimization #skillware

Dùng 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

🎉 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

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

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

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

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

https://www.gojiberries.io/not-so-prompt-prompt-optimization-as-model-selection/

#HackerNews #PromptOptimization #ModelSelection #AIResearch #GojiBerries #HackerNews

AI 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.

https://youmakely.wordpress.com/2025/07/12/ai-prompting-for-content-creators-a-guide-to-high-quality-content-and-visuals/

🧠💸 What if your AI system could deliver smarter results at just $0.0001 per prompt?
We saved over $12,000/year using memory layers, small models, and prompt compression — without losing quality.
This new approach is changing how GenAI is built in 2025.
👇 Read the full blueprint here:
https://medium.com/@rogt.x1997/the-0-0001-brain-why-thinking-small-is-the-new-superpower-in-ai-7699bb037c67
#GenAI #LLMstack #AIEngineering #PromptOptimization
https://medium.com/@rogt.x1997/the-0-0001-brain-why-thinking-small-is-the-new-superpower-in-ai-7699bb037c67

LLMs (Large Language Models) are widely used but can be challenging to utilize effectively. In this guide, the author shares examples on creating effective prompts, using embeddings and vector stores, and leveraging Azure AI services with OpenAI GPT. The author has created a public GitHub repository... https://techcommunity.microsoft.com/t5/startups-at-microsoft/from-prompts-to-embeddings-and-vector-stores-how-to-use-openai/ba-p/3887755 #LLMs #AIapplications #promptoptimization #softcorpremium