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Context, Tokens and Memory

Context windows, tokens, memory, files, long conversations and ways to provide information to AI.

4articles
Ilustração dividida entre memória padrão e somente do projeto no ChatGPT, com laptop ao centro, fluxos de chats e arquivos, setas de contexto e isolamento e anotações de decisão.
Context, Tokens and Memory26/08/202612 min read

Project Memory in ChatGPT: default vs. project-only and what enters context in 2026

Understand how ChatGPT Project memory modes affect instructions, files, chats, and outside context, including plan differences and tests for isolation.

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Capa tecnológica com diagrama separando contexto estático e variável, indicador de cache hit, notebook e caderno com fatores que mantêm ou invalidam o cache.
Context, Tokens and Memory17/08/202612 min read

Prompt caching in practice: how to separate static and variable context without breaking the cache

Prompt caching reduces cost and latency when calls reuse the same prefix. See how to separate static and variable content and measure cache hits without relying on guesswork.

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Infográfico tecnológico com pilha de documentos para contexto longo, base de conhecimento com busca para RAG e um fluxo híbrido convergindo para um núcleo de IA.
Context, Tokens and Memory17/08/202612 min read

RAG or long context: when to send all documents, when to use retrieval, and when to combine the two

A practical matrix to choose between long context, RAG and hybrid architecture considering corpus, update, question type, citations, cost, latency and maintenance.

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Homem diante de um notebook observa um cérebro digital cercado por blocos de tokens, balões sobre janela de contexto, context rot e memória e uma árvore de diagnóstico à direita.
Context, Tokens and Memory16/08/202611 min read

Why does AI forget instructions in long conversations? Context window, context rot and clutter-free memory

When an AI starts to ignore old rules, the problem may be context limits, degradation within the window itself, conflicting instructions or misunderstood memory.

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