Context Engineering
Change a few lines and the same model behaves like a different one; what shifted is rarely the model but what it was shown this turn and in what order.
Change a few lines and the same model behaves like a different one; what shifted is rarely the model but what it was shown this turn and in what order.
Devin's newest change is that it has started taking notes. On October 5, 2026, Cognition announced Memory and Dreaming for Devin in an official blog p...
When AI answers are too vague, it is usually not because the model cannot answer, but because the task has not specified the audience, scope, and outp...
When an AI stops mid-answer, look at where it stopped and you can usually tell why: if it halts in the middle of a sentence, a line of code, or a tabl...
The GPT-6 family raises a practical selection question, and OpenAI answered it systematically in its official guide, A model guide for the GPT-6 famil...
When the context is nearly full, the AI starts forgetting things. In most cases this is not a change in attitude, but a sign that earlier parts of the...
A tokenizer is the first component your sentence passes through when you send it to a model, and its job is not understanding — it only splits and num...
On September 30, 2026, Ant Group's InclusionAI (Ling) announced its next-generation language model, Ling-3.1-flash, via its official WeChat account: 5...
The core difference between AI agents and chatbots comes down to one thing: chatbots only talk to you, while AI agents actually do the work for you. A...