#prompt-engineering — Public Fediverse posts
Live and recent posts from across the Fediverse tagged #prompt-engineering, aggregated by home.social.
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Eval-driven development beats prompt golf.
🧪 Write the failing eval first, then tweak the prompt
📉 If you can't measure the win, you didn't make one
🔁 Prompt changes regress silently — only the suite catches it
🎯 "It feels better" is how you ship a quality drop you can't see -
Eval-driven development beats prompt golf.
🧪 Write the failing eval first, then tweak the prompt
📉 If you can't measure the win, you didn't make one
🔁 Prompt changes regress silently — only the suite catches it
🎯 "It feels better" is how you ship a quality drop you can't see -
Топ вопросов с NLP собеседований: обучение LLM, prompt-engineering и alignment
На NLP/LLM собеседованиях часто проверяют не только знание архитектуры Transformer, но и понимание полного жизненного цикла современной LLM: как модель предобучается, почему обычная GPT-модель ещё не является удобным ассистентом, зачем нужен instruction tuning, как работает RLHF и что такое alignment, какие у него есть подводные камни. В этой статье - чеклист по GPT-like моделям, prompt engineering, этапам обучения LLM и alignment. Это не полноценная лекция с нуля, а тренажёр перед техническим интервью: пройтись по ключевым определениям, увидеть типовые вопросы и закрыть пробелы в формулировках. Содержание: Краткая история развития LLM от GPT до ChatGPT Техники промпт-инжениринга Этапы обучения LLM Alignment Итоговый чеклист вопросов с собесов Полезные материалы
https://habr.com/ru/articles/1044420/
#машинное_обучение #naturallanguageprocessing #large_language_model #alignment #promptengineering #llm #gpt
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🚀 Fastest-growing AI projects today
1. The community seems particularly interested in leveraging these tools to enhance the pe...
2. One standout repository "awesome-claude-fable-5-prompt-vault," which a detailed guide f...
3. The repository "awesome-claude-fable-5-prompt-vault" by thenicolas1894 serves as an ult...Full report → https://pullrepo.com/report/todays-prompt-engineering-fastest-growing-projects-july-08-2026
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🚀 Fastest-growing AI projects today
1. The community seems particularly interested in leveraging these tools to enhance the pe...
2. One standout repository "awesome-claude-fable-5-prompt-vault," which a detailed guide f...
3. The repository "awesome-claude-fable-5-prompt-vault" by thenicolas1894 serves as an ult...Full report → https://pullrepo.com/report/todays-prompt-engineering-fastest-growing-projects-july-08-2026
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🚀 Fastest-growing AI projects today
1. The top repository thweek "awesome-claude-fable-5-prompt-vault," which an extensive gui...
2. The **awesome-claude-fable-5-prompt-vault** by thenicolas1894 a comprehensive guide to...
3. With a growth score of 41.56 and over 160 stars, threpository stands out due to its ext...Full report → https://pullrepo.com/report/todays-prompt-engineering-fastest-growing-projects-july-07-2026
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🚀 Fastest-growing AI projects today
1. The top repository thweek "awesome-claude-fable-5-prompt-vault," which an extensive gui...
2. The **awesome-claude-fable-5-prompt-vault** by thenicolas1894 a comprehensive guide to...
3. With a growth score of 41.56 and over 160 stars, threpository stands out due to its ext...Full report → https://pullrepo.com/report/todays-prompt-engineering-fastest-growing-projects-july-07-2026
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🚀 Fastest-growing AI projects today
1. The trend highlights a growing interest in leveraging advanced language models for spec...
2. The repository "awesome-claude-fable-5-prompt-vault" by thenicolas1894 gaining traction...
3. It insights into various use cases, integrations, and benchmarks, making it a valuable...Full report → https://pullrepo.com/report/todays-prompt-engineering-fastest-growing-projects-july-06-2026
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🚀 Fastest-growing AI projects today
1. The trend highlights a growing interest in leveraging advanced language models for spec...
2. The repository "awesome-claude-fable-5-prompt-vault" by thenicolas1894 gaining traction...
3. It insights into various use cases, integrations, and benchmarks, making it a valuable...Full report → https://pullrepo.com/report/todays-prompt-engineering-fastest-growing-projects-july-06-2026
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To close a productive day, here are some super useful ideas to share with the biologicals. Its applicable to #Claude but any CLI AI #Vibecoder / user should benefit too.
These are instructions in CLAUDE.md../DOCS - The is where anything your engine does goes, thesis, bugfixes, scaffolds
Format is "blah blah _ Date.md"../ai_index.md - This is where the index of DOCS goes, just the file name "blah blah _Date.md" with a short description for the .md. The beginning of the file is a prompt how to recreate it.
../NEW
Issuing a command NEW: My fucking great new feature idea
When you dont have time to fix/add it, just type "NEW: blah" and it will be added to the NEW file in DOCS.When you load the engine, you can issue the instruction to find your content in the index. You will save a fucktonne of tokens and compute as the engine will not have to trawl through your shit and populate #context
Let me know if you can improve on it.
You are welcome.
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For any folk who want to learn about abliteration (de-ceonsoring a model) here is a very good blog post (from 2024!).
Its quite heavy and you may learn some deep concepts about #LLMs
https://maximelabonne.substack.com/p/uncensor-any-llm-with-abliteration-d30148b7d43e
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I have added a scalar #AI Engine to my AI Harness build. Since I already have logic to submit prompts into various engines...
... all I had to do is add a pretty screen and a voila! You can now submit the same prompt to an engine of your choice, incluing (so far) an abliterated one.
The local models run via #ollama and for only a few billion parameters are very powerful.
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🚀 Fastest-growing AI projects today
1. The trend highlights a growing need for more structured approaches to working with lang...
2. The repository "awesome-claude-fable-5-prompt-vault" by thenicolas1894 experiencing sig...
3. It an extensive guide for using prompts effectively with Claude Fable 5, covering vario...Full report → https://pullrepo.com/report/todays-prompt-engineering-fastest-growing-projects-july-05-2026
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🚀 Fastest-growing AI projects today
1. The trend highlights a growing need for more structured approaches to working with lang...
2. The repository "awesome-claude-fable-5-prompt-vault" by thenicolas1894 experiencing sig...
3. It an extensive guide for using prompts effectively with Claude Fable 5, covering vario...Full report → https://pullrepo.com/report/todays-prompt-engineering-fastest-growing-projects-july-05-2026
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🚀 Fastest-growing AI projects today
1. These resources tailored to help developers and engineers refine their approach to prom...
2. The repository "awesome-claude-fable-5-prompt-vault" by thenicolas1894 a standout thwee...
3. The "awesome-claude-fable-5-prompt-vault" repository an ultimate guide to using Claude...Full report → https://pullrepo.com/report/todays-prompt-engineering-fastest-growing-projects-july-04-2026
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🚀 Fastest-growing AI projects today
1. These resources tailored to help developers and engineers refine their approach to prom...
2. The repository "awesome-claude-fable-5-prompt-vault" by thenicolas1894 a standout thwee...
3. The "awesome-claude-fable-5-prompt-vault" repository an ultimate guide to using Claude...Full report → https://pullrepo.com/report/todays-prompt-engineering-fastest-growing-projects-july-04-2026
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🚀 Fastest-growing AI projects today
1. One standout repository "awesome-claude-fable-5-prompt-vault," which an extensive guide...
2. Thproject's high growth score of 43.90 and its substantial number of stars (157) sugges...
3. The "opus-prompt-architect" repository by AgustiPuigserver aims to provide the best too...Full report → https://pullrepo.com/report/todays-prompt-engineering-fastest-growing-projects-july-03-2026
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🚀 Fastest-growing AI projects today
1. One standout repository "awesome-claude-fable-5-prompt-vault," which an extensive guide...
2. Thproject's high growth score of 43.90 and its substantial number of stars (157) sugges...
3. The "opus-prompt-architect" repository by AgustiPuigserver aims to provide the best too...Full report → https://pullrepo.com/report/todays-prompt-engineering-fastest-growing-projects-july-03-2026
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https://infosec.exchange/@n_dimension/116851756334409459
n_dimension - @bsky.brid.gyThat's a good question.
"How do I keep the prompt consistent across systems?"I have a couple of orchestrator (Highest classification in my framework) engines that take the big arse prompt, and decomposition it into WU (Working units) that are atomic enough not to matter. But this is where my observation about complex prompt quality (and your confirmation) comes in.
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Does anyone else see instruction-adherence degrade in long Opus 4.8 & 4.7 sessions despite the instructions being present/re-injected. Is it prompt-structure or model behaviour?
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Does anyone else see instruction-adherence degrade in long Opus 4.8 & 4.7 sessions despite the instructions being present/re-injected. Is it prompt-structure or model behaviour?
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Whilst #Ai noobs may make fun of #promptengineering
If you build a persistent, semi #agentic mission prompt......a well designed prompt is a difference between hot garbage and function.
Especially if you use multiple engines. -
🚀 Fastest-growing AI projects today
1. The projects diverse but shan emphason enhancing user workflows with sophisticated tool...
2. The "awesome-claude-fable-5-prompt-vault" repository by thenicolas1894 a comprehensive...
3. With its steady growth score of 46.38 and an impressive 155 stars, it's clear that user...Full report → https://pullrepo.com/report/todays-prompt-engineering-fastest-growing-projects-july-02-2026
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🚀 Fastest-growing AI projects today
1. The projects diverse but shan emphason enhancing user workflows with sophisticated tool...
2. The "awesome-claude-fable-5-prompt-vault" repository by thenicolas1894 a comprehensive...
3. With its steady growth score of 46.38 and an impressive 155 stars, it's clear that user...Full report → https://pullrepo.com/report/todays-prompt-engineering-fastest-growing-projects-july-02-2026
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Делюсь опытом: ИИ-агент на Claude без LangChain и RAG — разбор архитектуры и развилок
Делюсь опытом: собрал прод-агента на Claude для небольшой студии дизайна интерьера. Чат отвечает на Haiku 4.5, генератор концепций — на Sonnet 4.6, фото из Pexels вместо DALL-E. Без LangChain, без векторной базы, без RAG-фреймворка. Один файл main.py на 712 строк, два промпта. В статье разбираю развилки: почему именно так, на каких граблях постоял (порог кэша 4096 у Haiku, парсинг JSON-обёртки от Sonnet), где этот подход начнёт ломаться. Не «гайд от эксперта» — скорее дневник развилок.
https://habr.com/ru/articles/1054326/
#claude #antrhopic #llm #fastapi #python #чатботы #promptengineering #langchain #vibe_coding
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🚀 Fastest-growing AI projects today
1. The repository "awesome-claude-fable-5-prompt-vault" by thenicolas1894 leads the pack w...
2. The repository "awesome-claude-fable-5-prompt-vault" an ultimate guide for Claude Fable...
3. Its growth attributed not only to its detailed content but also to frequent updates wit...Full report → https://pullrepo.com/report/todays-prompt-engineering-fastest-growing-projects-july-01-2026
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🚀 Fastest-growing AI projects today
1. The repository "awesome-claude-fable-5-prompt-vault" by thenicolas1894 leads the pack w...
2. The repository "awesome-claude-fable-5-prompt-vault" an ultimate guide for Claude Fable...
3. Its growth attributed not only to its detailed content but also to frequent updates wit...Full report → https://pullrepo.com/report/todays-prompt-engineering-fastest-growing-projects-july-01-2026
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The essence of prompt engineering isn't about feeding the model more information.
It's about helping both the model and humans put their limited attention in the right place.
#ai #promptengineering #llm #dataScience
https://www.dataleadsfuture.com/why-well-written-prompts-are-almost-always-structured/
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The essence of prompt engineering isn't about feeding the model more information.
It's about helping both the model and humans put their limited attention in the right place.
#ai #promptengineering #llm #dataScience
https://www.dataleadsfuture.com/why-well-written-prompts-are-almost-always-structured/
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Ogni parola che scrivi, ogni risposta che ricevi, ogni ragionamento dell’AI ha un costo invisibile: i token.
Sono la vera valuta dell’intelligenza artificiale e imparare a gestirli è la chiave per usare l’AI in modo efficiente, consapevole e sostenibile.🔗 Leggi l’articolo completo: “L’AI è una macchina che va a gettoni”
👉 https://medium.com/webeconoscenza/lai-è-una-macchina-che-va-a-gettoni-2df8531eccaf#AI #TokenEconomy #PromptEngineering #ArtificialIntelligence
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Ogni parola che scrivi, ogni risposta che ricevi, ogni ragionamento dell’AI ha un costo invisibile: i token.
Sono la vera valuta dell’intelligenza artificiale e imparare a gestirli è la chiave per usare l’AI in modo efficiente, consapevole e sostenibile.🔗 Leggi l’articolo completo: “L’AI è una macchina che va a gettoni”
👉 https://medium.com/webeconoscenza/lai-è-una-macchina-che-va-a-gettoni-2df8531eccaf#AI #TokenEconomy #PromptEngineering #ArtificialIntelligence
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🚀 Fastest-growing AI projects today
1. Tools emerging that cater to different stages of project development, from ideation to...
2. Among these, GraeLefix's GITVERSE stands out with a high growth score, indicating its p...
3. **GraeLefix/GITVERSE** Threpository tools to reverse-engineer any codebase by breaking...Full report → https://pullrepo.com/report/todays-prompt-engineering-fastest-growing-projects-june-30-2026
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🚀 Fastest-growing AI projects today
1. Tools emerging that cater to different stages of project development, from ideation to...
2. Among these, GraeLefix's GITVERSE stands out with a high growth score, indicating its p...
3. **GraeLefix/GITVERSE** Threpository tools to reverse-engineer any codebase by breaking...Full report → https://pullrepo.com/report/todays-prompt-engineering-fastest-growing-projects-june-30-2026
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🚀 Fastest-growing AI projects today
1. The trend highlights the growing importance of tools that streamline prompt refinement...
2. Let's take a closer look at some of the most promising repositories in thcategory.
3. **GraeLefix/GITVERSE** has garnered attention with its unique approach to reverse engin...Full report → https://pullrepo.com/report/todays-prompt-engineering-fastest-growing-projects-june-29-2026
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Token minimization is not the same as context discipline.
Tool sprawl and raw payloads deserve to be cut. Compressing the part that still carries meaning can make coding agents slower, noisier, and less reliable.
I wrote about catalog tax, payload tax, compression tax, and why shorter output only helps when you cut filler instead of meaning. https://www.the-main-thread.com/p/token-minimization-context-budget #AICodingAgents #MCP #PromptEngineering #LLMs
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🚀 Fastest-growing AI projects today
1. The trend highlights innovative approaches to optimizing prompts for different use case...
2. Leading the pack GraeLefix's GITVERSE, which a comprehensive solution for reverse engin...
3. GraeLefix/GITVERSE receives significant attention with its unique approach to breaking...Full report → https://pullrepo.com/report/todays-prompt-engineering-fastest-growing-projects-june-28-2026
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🍮 Wissen zum Nachtisch: 🍨
Immer mehr Menschen sehen sich im beruflichen Umfeld genötigt, mit generativer #KI zu arbeiten.
Besonders Großunternehmen „überrollen“ damit ihre #Mitarbeiter. Es wird eine Art #Wettbewerbsdruck unter #Kollegen aufgebaut.
Hier meine #Buchempfehlung für alle, die in generative #Chatbots wie #ChatGPT schnell einsteigen möchten oder müssen. 🙄
#Büroalltag #Buchtipp #Nachhilfe #Bewerbung #SEO #Bewerbung #PromptEngineering #Prompten
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🚀 Fastest-growing AI projects today
1. A notable trend the rise of modular tools that streamline the process of crafting high-...
2. GraeLefix/GITVERSE an innovative approach by reverse engineering codebases into build p...
3. With a growth score of 95.00 and 131 stars, its unique capabilities in dissecting compl...Full report → https://pullrepo.com/report/todays-prompt-engineering-fastest-growing-projects-june-27-2026
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🚀 Fastest-growing AI projects today
1. These tools designed to enhance productivity by simplifying complex tasks such as promp...
2. Among them, "vibe-check" stands out with its unique approach to guiding users from idea...
3. **TexasBedouin/vibe-check** *vibe-check* a beginner-friendly tool that helps users tran...Full report → https://pullrepo.com/report/todays-prompt-engineering-fastest-growing-projects-june-26-2026
