RESEARCH CAREER ROADMAP
Becoming an AI Prompt Engineer RESEARCH CAREER ROADMAP Becoming an AI Prompt Engineer A structured path from foundations to mastery PHASE 1: Foundations & Literacy (Months 1–2) Understand how AI and LLMs work Learn tokenization, prompts, and outputs Practice zero-shot and few-shot prompting Read key AI research papers Milestone: Write a simple explanation of how AI […]https://solomonaganai.wordpress.com/2026/03/17/research-career-roadmap/
AI 101: Prompt Engineering & Research Tools (Part 3)
AI 101: Prompt Engineering & Research Tools (Part 3) Introduction Welcome to Part 3! After mastering prompt engineering (Parts 1 & 2), it’s time to explore AI-assisted research tools, workflow integration, and quality monitoring. This is essential for students, project supervisors, and educators to ensure research integrity and efficient use of AI in higher education. 1. AI Tools for Research Scholars Here’s a curated list of AI tools designed for research tasks: Research Paper […]AI 101: Prompt Engineering in Research and Best Practices (Part 2)
AI 101: Prompt Engineering in Research and Best Practices (Part 2) Introduction: Beyond Basic Prompts Welcome back! In Part 2, we take prompt engineering to the next level. After mastering Part 1 (types and practical examples), it’s time to focus on best practices, evaluating outputs, ethical use, and advanced techniques — critical for undergraduate and postgraduate researchers at institutions like University of Port Harcourt. 1. Best Practices for Prompt Design Be specific: Include […]AI 101: Prompt Engineering in Research and Best Practices (Part 1)
AI 101: Prompt Engineering in Research and Best Practices (Part 1) Welcome to Part 1 of our deep dive into Prompt Engineering in Research. Prompt engineering is a fundamental skill for any researcher using Artificial Intelligence tools to support literature reviews, idea generation, synthesis of findings, and writing. In this article, we’ll explore what prompt engineering is, its core types, and practical examples — including how it applies to real research topics like a project from the […]re!think it: Как я уместил корпоративный бэкенд в один промпт (История сборки)
Краткая история о том, как утренняя переписка с моделью превратилась в создание системного промпта на 1000 токенов. Внутри заложен алгоритм размышлений, позволяющий модели работать вдумчиво и объясняющий ей на языке формул, как человек принимает решения (исходя из своего личного опыта и понимания). То, чего я не ожидал на старте — на выходе получилась очень компактная системная инструкция. В действительности она заменяет огромное количество функций, которые ИИ-гиганты выстраивают вокруг моделей.
https://habr.com/ru/articles/1010518/
#llm #promptengineering #dual_process_theory #архитектура_ии #промпты #rethink_it_protocol
10 Proven Prompt Engineering Techniques to Improve Your AI Outputs Most people type a question into an AI model and hope for the best. The ones getting genuinely useful, production-ready results are doing something … https://aitoolsclub.com/10-proven-prompt-engineering-techniques-to-improve-your-ai-outputs/?utm_source=flipboard&utm_content=fluentai%2Fmagazine%2FAIdeas #PromptEngineering #ArtificialIntelligence #Learning #Technology #Engineering
Co-workers calling you "unfair" when you call them out on not reading their #AI-generated code before submitting it for code review as if there was nothing they could have done differently and they had nothing to do with the task whatsoever.
#artificialIntelligence #agenticAI #noAI #Copilot #agents_md #webDevelopment #softwareDevelopment #webDev #amCoding #amProgramming #vibeCoding #PromptEngineering
What it feels like
#artificialIntelligence #agenticAI #noAI #Copilot #agents_md #webDevelopment #softwareDevelopment #webDev #amCoding #amProgramming #vibeCoding #AI #PromptEngineering
Google Gemini (@GeminiApp)
Gemini 디스코드 서버에서 커뮤니티 이벤트 'Prompt Like a Pro'가 재개됩니다. 3/13(금) 12:30pm PT에 Gemini 팀 멤버가 서버 회원들의 활용 사례를 소개하고 프롬프트 팁과 아이디어를 공유할 예정이라는 안내입니다.
Gibt es in Deutschland noch Softwareunternehmen, die sich explizit gegen #KI ausgesprochen haben und diese weder in ihrer Software einsetzen noch diese in ihren Entwicklungsprozessen verwenden?
#FollowerPower #GerneRT #amCoding #amProgramming #webDev #webDevelopment #softwareDevelopment #softwareEngineering #AI #artificialIntelligence #noAI #generativeAI #genAI #agenticAI #vibeCoding #promptEngineering
“Two esoteric programming events bubbled up this past week. If you’re not into #computerScience, they may appear irrelevant to you. They’re not. The arcane managed to bring to life our pressing questions about whether #AI can create or is a regurgitation machine.” https://reviews.ofb.biz/sa1401
#DonaldKnuth #Claude #Chardet #Python #Creativity #PromptEngineering #Philosophy
Your prompt can be there when you need it. My post talks about how we evaluate prompt templates. Highlights:
1. Build a foundation with Ground Truth
2. Finding Your Candidate Prompt (Ground Truth)
3. Statistical Trials -- Because Unit Tests Alone Don't Work
https://dev.to/shawnmjones/making-sure-your-prompt-will-be-there-for-you-when-you-need-it-lk7
New post in our blog!
Tired of your coding agent "forgetting" things? It's just context limits at work. Learn the basics of prompting and context to get the best from your AI!
#AI #AgenticEngineering #PromptEngineering
https://blog.codeminer42.com/five-things-your-coding-ai-agent-wishes-you-understood/
Погоди переезжать на дешёвую модель: считаем effective cost с учётом кэша
В сообществе часто пишут о том что KV-cache hit rate - один из главных приоритетов при оптимизации стоимости. Manus в той-самой статье про context engineering и своего агента, TikTok в кейсе про оптимизацию AI-агента для тестирования, AiSDR в статье про перестройку шаблонов генерации писем. Стало интересно стало: а как это считается у MaaS-провайдеров? Я знаком со скидкой за кэш токены, но никогда не садился детально разбирать экономику кэша у OpenAI, Anthropic, Gemini, DeepSeek - с цифрами, сценариями, сравнением. Сел считать. Первый же результат удивил: два запроса к одной и той же модели с одним и тем же объёмом токенов - разница в цене в 3 раза. Зависит только от того, попали ли токены в кэш. Про то как KV-кэш устроен внутри - уже хорошо написано на Хабре, ссылки в конце. Здесь только про деньги и токены: как считать реальную стоимость и почему прайс-лист для этого не подходит только прайс-лист.
https://habr.com/ru/companies/bitrix/articles/1008320/
#ai #нейросети #contextengineering #promptengineering #openai #anthropic #gemini #tokens #prefix_caching
Rohan Paul (@rohanpaul_ai)
AGENTS.md라는 단순한 지침 파일 하나가 AI 코딩 에이전트의 작업 완료 속도를 약 28% 빠르게 하고 토큰 소비를 줄인다는 연구 결과입니다. 연구진은 이 한 파일이 에이전트의 작업 시간과 토큰 사용량을 거의 30% 가량 감소시킨다고 주장해, 에이전트 성능 향상을 위한 경량한 지침 설계의 효과를 제시했습니다.
https://x.com/rohanpaul_ai/status/2030922846290288830
#agents.md #aiagents #promptengineering #efficiency #research
[Prompt Cultivation: 경험이 프롬프트가 되는 AI 구조에 대한 이야기
개발자가 AI 시스템에서 경험을 기반으로 프롬프트를 형성하는 'Prompt Cultivation' 구조를 제안했습니다. 이 구조는 AI가 자체적으로 경험을 축적하고, 이를 바탕으로 판단 기준을 형성하여 LLM 교체 시에도 인격을 유지할 수 있도록 합니다. 외부 DB에 경험과 기억을 저장하고, 이를 자동으로 로드하여 프롬프트 역할을 수행하며, 게이트키퍼 모델을 통해 입력의 적절성을 판단합니다.
https://news.hada.io/topic?id=27361
#ai #promptengineering #llm #experiencebasedlearning #aiarchitecture
Weavy (@Weavy_ai)
프롬프트를 정적 요소로 두지 않는다는 취지의 기능 발표로, 'Prompt Variables'라는 동적 변수 기능을 소개합니다. 입력에 따라 적응하는 프롬프트를 만들 수 있도록 변수 삽입, 드래그 앤 드롭으로 재배열, @로 새 변수 생성 등의 편집 도구를 제공해 프롬프트 제작·재사용성을 높이는 개발자 도구 업데이트입니다.
https://x.com/Weavy_ai/status/2031019448765689874
#prompts #promptengineering #developertools #promptvariables
852話(hakoniwa) (@8co28)
AI로 두 명의 소녀를 교복과 마법소녀 복장으로 한 立ち絵(캐릭터 일러스트)를 생성한 뒤, 그 일러스트를 기반으로 애니메이션 영상을 제작했다. 제작에 필요한 입력은 단지 4장과 프롬프트뿐이었으며, 별도의 첫 프레임도 필요하지 않았다고 설명한다.
Great AI results start with great prompts 🚀
At #ArcofAI, Craig Walls explores how to craft effective prompts, apply prompt engineering techniques, and use emerging Agentic AI patterns to turn LLMs into powerful development tools.
https://www.arcofai.com/speaker/c57969c9cacc4475a111aa8edf02969b
🎟 Get tickets: https://arcofai.com
#AI #GenAI #PromptEngineering #AgenticAI #TechConference #AustinTech #LLM #MachineLearning
