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Whether it’s answering work emails or drafting wedding vows, generative artificial intelligence tools have become a trusty copilot in many people’s lives. But a growing body of research shows that for every problem AI solves, hidden environmental costs are racking up.

Each word in an AI prompt is broken down into clusters of numbers called “token IDs” and sent to massive data centers — some larger than football fields — powered by coal or natural gas plants. There, stacks of large computers generate responses through dozens of rapid calculations.

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So, for each prompt you give AI, what’s the damage? To find out, researchers in Germany tested 14 large language model (LLM) AI systems by asking them both free-response and multiple-choice questions. Complex questions produced up to six times more carbon dioxide emissions than questions with concise answers.

In addition, “smarter” LLMs with more reasoning abilities produced up to 50 times more carbon emissions than simpler systems to answer the same question, the study reported.

“This shows us the tradeoff between energy consumption and the accuracy of model performance,” said Maximilian Dauner, a doctoral student at Hochschule Munchen University of Applied Sciences and first author of the Frontiers in Communication study published Wednesday.

Typically, these smarter, more energy intensive LLMs have tens of billions more parameters — the biases used for processing token IDs — than smaller, more concise models.

“You can think of it like a neural network in the brain. The more neuron connections, the more thinking you can do to answer a question,” Dauner said.
What you can do to reduce your carbon footprint
Complex questions require more energy in part because of the lengthy explanations many AI models are trained to provide, Dauner said. If you ask an AI chatbot to solve an algebra question for you, it may take you through the steps it took to find the answer, he said.

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Helsinki: A proposal to build a fence along parts of Finland border with Russia received wide support from parties in Parliament. Prime Minister Sanna Marin convened a meeting on Tuesday to discuss the idea of building the fence, which would take up to four years to complete, reports Xinhua news agency. Marin told the media after the meeting that the government will now bring the project forward through a supplementary budget this autumn, with the first year of construction set to cost 140 million euros $138 million . Finland shares a land border of some 1,300 km with Russia, and the fence would cover around 300 km. Currently [url=https://www.owala-waterbottle.ca]owala canada[/url] , the border has only a few s [url=https://www.hydro-flasks.us]hydro flask[/url] mall fences to prevent cattle from crossing. Also ReadBlackouts in over 1,000 Ukraine towns after massive Russian rocket attacks The latest development comes as Finland has announced a series of measures against Russia in the wake of Moscow ongoing invasion of Ukraine. :root{--slide-width:336px;--slide-height:280px;--progress-height:4px;--dot-size:10px;--inactive-dot: ccc;--active-dot: 074588;--border-color: ddd} .st-code{positio [url=https://www.hydro-jug.us]hydrojug website[/url] n:relative;width:var --slide-width ;margin:0 auto;overflow:visible} .st-wrapper{position:relative;width:var --slide-width ;height:var --slide-height ;border:1px solid var --border-color ;overflow:hidden} .st-slider{position:relative;width:100%;height:100%;overflow:hidden} .st-slide{position:absolute;top:0;left:0;width:100%;height:100%;opacity:0;transfor Iygf Dick MacPherson discovers life after football
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Кластеризация поисковых запросов: зачем нужна и как правильно использовать

Оптимизация сайта под поисковые запросы — ключевой этап SEO-продвижения. Однако просто собрать ключевые слова недостаточно: важно правильно их структурировать, чтобы каждая страница сайта отвечала конкретному поисковому intent (намерению пользователя). Именно для этого применяется кластеризация поисковых запросов – группировка ключевых фраз по смысловому и коммерческому соответствию.
Зачем нужна кластеризация запросов?

Повышение релевантности страниц
Поисковые системы ранжируют страницы в зависимости от их соответствия запросу. Если на одной странице собраны разнородные ключи (например, "купить iPhone" и "ремонт iPhone"), поисковик не сможет понять ее тематику, что ухудшит позиции. Кластеризация помогает создать четкую структуру: одна группа запросов – одна страница.

Исключение внутренней конкуренции
Без кластеризации разные страницы сайта могут продвигаться под одинаковые или очень похожие запросы, перетягивая вес друг у друга. Это приводит к "каннибализации ключевиков" – когда несколько URL конкурируют за одни и те же позиции.

Улучшение юзабилити и снижение bounce rate
Посетитель, попавший на страницу, должен сразу находить ответ на свой запрос. Если контент не соответствует intent (например, пользователь искал "аренду квартир в Москве", а попал на страницу про "продажу недвижимости"), он быстро покинет сайт. Кластеризация помогает точнее сегментировать аудиторию.

Оптимизация бюджета на продвижение
Правильно сгруппированные запросы позволяют избежать дублирования контента и точечно распределять усилия: например, отдельно продвигать страницы под коммерческие ("купить ноутбук") и информационные ("как выбрать ноутбук") запросы.

Как кластеризировать запросы? Основные методы

1. Ручная кластеризация

Аналитик вручную распределяет ключевые слова по группам на основе:

Семантики (похожий смысл: "заказать пиццу", "пицца на дом").

Интента (коммерция, информация, навигация).

Специфики страницы (услуги, товары, блог).

Плюсы: высокая точность.
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2. Автоматическая кластеризация (с помощью инструментов)

Специальные сервисы (Key Collector, Rush Analytics, SEMrush, SE Ranking) группируют запросы по:

Частоте совместного появления в ТОПе (если два ключа часто встречаются в результатах выдачи одной страницы, они, скорее всего, относятся к одному кластеру).

Морфологии и N-граммам (анализ схожести словосочетаний).

TF-IDF и LSA (машинное обучение для определения тематической близости).

Плюсы: скорость, обработка тысяч запросов.
Минусы: возможны ошибки, требуется ручная проверка.

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3. Гибридный подход

Наиболее эффективный метод: сначала автоматическая группировка, затем ручная корректировка.
Когда особенно важна кластеризация?

При продвижении крупных сайтов (интернет-магазины, агрегаторы).

В конкурентных нишах, где важно точное распределение ключей.

Если семантическое ядро содержит тысячи запросов.

При наличии "мусорных" ключей, которые нужно отсеять.

Кластеризация запросов – обязательный этап SEO, который помогает:
? Улучшить ранжирование за счет релевантности.
? Избежать внутренней конкуренции страниц.
? Повысить удобство для пользователей.
? Сэкономить бюджет на продвижение.

Игнорирование кластеризации приводит к хаотичному распределению ключей, падению трафика и потере позиций. Используйте автоматические инструменты, но не забывайте о ручной проверке – только так можно добиться идеальной структуры семантического ядра.