O autor relata sua frustração inicial ao tentar gerar ilustrações com Midjourney para um cliente, percebendo que focar em descrições detalhadas (prompts) não era eficaz. Ele descobriu que a chave para obter resultados de qualidade era mudar o estilo (ex: "in style of Moebius"), e não apenas a descrição do objeto, oferecendo agora um PDF com prompts testados.
This quick guide outlines how small-scale aquaponics operators can leverage AI for automating tasks such as water chemistry balancing and biomass ratio calculations. It provides steps for identifying automatable tasks, utilizing tools, building workflows, and standardizing outputs to optimize time savings.
The article introduces "Harness Engineering" to combat AI coding agents' forgetfulness. It proposes embedding architectural rules and patterns directly into the repository as durable artifacts, rather than repeatedly re-prompting the agent in each session.
A graphic designer created Prompt Atelier, a free, open-source Midjourney prompt builder, to overcome the difficulty of achieving professional, repeatable results with generative AI. The tool emphasizes the importance of photographic principles like lighting over simply stacking adjectives for high-quality AI images.
This article outlines five strategies to cut Claude Code API expenses by 60-90%, addressing root causes like repeated context transmission and defaulting to higher-cost models. Key strategies involve prompt caching, model tiering, context hygiene, thinking budget controls, and sub-agent delegation.
The author stopped relying on Claude AI to follow code rules defined in CLAUDE.md due to the AI's inconsistency over long tasks or in different contexts. The solution found was to use "hooks" to enforce these rules, ensuring the development environment uses the correct configurations, such as the Node version.
This article introduces freelancers to ChatGPT prompt engineering, highlighting it as a crucial skill for leveraging AI to automate tasks and generate content. It outlines practical steps and API understanding to unlock new revenue streams by optimizing input prompts.
This tutorial explains how to write effective `.cursorrules` files to precisely control AI behavior, specifically Claude, within the Cursor IDE. It emphasizes structured and specific rules to ensure the AI acts as a dedicated system prompt for the codebase.
O artigo discute a ênfase de Karpathy em "engenharia de contexto" em vez de "engenharia de prompt" para LLMs, destacando que a performance da IA depende crucialmente do contexto fornecido. Ele aponta o problema de LLMs consumirem muitos tokens repetidamente para entender o contexto de um código, levando o autor a desenvolver uma ferramenta para automatizar esse processo.
This document details how to use generative AI for creating cartoon videos, focusing on prompt engineering. It explains how to include elements like subject, action, environment, and style to produce professional-quality animations.
This article argues that software engineers are building AI agents incorrectly, treating them as simple prompt chains rather than complex distributed systems. This leads to issues like silent hallucinations, excessive costs, and untraceable incorrect results.
The content discusses the paradigm shift from static prompts to autonomous, self-improving AI agent systems. It highlights the challenges of building resilient AI agents in production environments and proposes treating 'skills' not as static code but as living, self-contained elements.
This article details effective techniques for creating AI art prompts, emphasizing the importance of specificity and clear structure. Based on months of testing with ChatGPT, Midjourney, and Stable Diffusion, the author provides key components for generating impressive results.
The article advocates for building agile teams of specialized AI subagents instead of relying on a single agent, which often becomes agreeable but ineffective. It highlights that architectural design, not the AI tool itself, is crucial for successful AI coding projects.
This article explains how to identify a truly useful AI capability pack, distinguishing it from a mere prompt collection. It emphasizes that real value lies in helping an AI agent work from evidence, verify results, and report failures effectively.
Since its release, users have complained Claude Opus 4.7 is slower, but the article clarifies this is due to outdated prompting strategies. Its new 'adaptive thinking' feature requires users to rebuild their prompting skills to avoid performance issues.
Este artigo explora a engenharia de prompts para ChatGPT, destacando como freelancers podem usar essa habilidade para otimizar o uso da IA e monetizar seus conhecimentos. Ele aborda a importância de prompts bem elaborados para melhorar a precisão da IA em tarefas como geração de conteúdo e análise de dados.
This article details how a freelancer replaced an $8k/month stack with three Claude prompts, reducing a 6-hour B2B content strategy task to just 45 minutes while maintaining a $150/hour rate. The author shares the specific prompt used for competitive landscape research, showcasing a significant increase in leverage and efficiency.
O artigo discute os desafios de gerenciar 20 a 50 prompts em projetos de LLM em produção, apontando problemas como a iteração complexa, falta de versionamento e o lento ciclo de deployment. Propõe a criação de um sistema de gerenciamento de prompts escalável para resolver estas questões.
The article highlights the significant, often overlooked, financial cost of AI compute, especially for large language models like GPT-4, due to token consumption. It argues that most implementations are wasteful, with inefficient prompting and system design leading to unnecessary spending that can be 3-5x higher than required.