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🧠 Le performance di #Groq con i modelli open-source di ultima generazione sono impressionanti. 
✨ Nel video uso #Qwen QwQ-32B e #DeepSeek distillato su task di logica e matematica, e vengono svolti in pochi secondi a 430 Token/s. 
💡 Il potenziale di modelli piccoli e ben addestrati su un hardware adeguato è enorme. 

🚀 Groq usa processori specifici per accelerare l'inferenza dei #LLM: le LPU (Language Processing Unit). 

Linux-Magazin · Neue KI-Chiphersteller fordern NVIDIA herausZwei Startups – Cerebras Systems und Groq, Letzteres gegründet von einem Ingenieur, der zuvor Schaltkreise für Google entwickelte – haben Chips herausgebracht, mit denen das chinesische LLM DeepSeek neue Geschwindigkeitsrekorde aufstellen soll. Cerebras Systems stellt riesige Computerchips – so groß wie Teller für den Mittagstisch – mit einem radikalen Design her. Groq hingegen baut Chips, die für große Sprachmodelle maßgeschneidert sind. In einem Vergleichstest haben diese Chips die Konkurrenz mit einer Version von DeepSeek klar distanziert. Dabei überschlagen sich die Ereignisse: Zunächst erklärte Cerebras, dass seine Version von DeepSeek einige Codierungsaufgaben in nur 1,5 Sekunden erledigt hat, für die andere Systeme Minuten brauchten. Nach Angaben von Artificial Analysis waren die Wafer-Scale-Chips des Unternehmens 57-mal schneller als die der Wettbewerber, die die KI auf GPUs laufen ließen, und mit Abstand die schnellsten. Doch kurz darauf hat Groq Cerebras mit einem neuen Angebot an der Spitze abgelöst. Groq soll Antworten fast in Echtzeit geben können, wo andere LLMs zeilenweise Ausgaben erzeugen. Schlussfolgernde KI-Modelle erzeugen im Hintergrund mehrere Antworten, wählen die beste aus und geben eine Begründung für ihre Antwort. Ihre Hersteller sagen, die Antworten werden besser, je länger sie „denken“ dürfen. Diese Modelle sind älteren Modellen nicht in allen Bereichen überlegen, aber sie haben Fortschritte in Bereichen gemacht, in denen ältere Algorithmen Schwierigkeiten haben, etwa in Mathematik und Codierung. Mit der Verlagerung des Schwerpunkts von Argumentationsmodellen auf die Inferenz – den Prozess, bei dem ein fertiges KI-Modell die Anfrage eines Nutzers verarbeitet – spielen Geschwindigkeit und Kosten eine größere Rolle. Vor allem auf diesem Gebiet sieht sich Nvidia wachsender Konkurrenz gegenüber. Im Moment ist Big Tech noch entschlossen, mehr Hardware zu kaufen, und Nvidia wird dabei nicht so bald verdrängt werden. Aber Alternativen könnten beginnen, an der Peripherie Marktanteile zu erobern, vor allem, wenn sie KI-Modelle schneller oder billiger bedienen können. Die Aussicht, dass unter diesen Bedingungen vielleicht gar nicht so große Hardware-Investitionen nötig sind, bescherte der NVIDIA-Aktie an der Börse jüngst einen beispiellosen Absturz.

The #ONLYOFFICE AI plugin integrates artificial intelligence with ease.

Among the supported #AI models is #Groq, a high-performance platform designed to optimize text processing, data analysis and document creation tasks.

Using Groq in ONLYOFFICE, you can:

✅ Get precise answers to queries;

✅ Summarize and translate content;

✅ Perform advanced text analysis;

✅ Generate text and keywords;

✅ Explore word meanings and more.

Read our blog to learn more: onlyoffice.com/blog/2025/01/ho

A friend probes the raw political censorship, or lack thereof, of DeepSeek R1

An anonymous friend took DeepSeek-R1-Distill-Qwen-32B and deployed it locally, and then asked it about China; here are the results:

Aside

You can also try a western-hosted deepseek model at groq.com, simply log in and then select the model from the pulldown, top-right.

Results (reformatted for blog)

describe the +/- of life in China, focus on Govt control.

(think)

Okay, so I need to describe the pros and cons of life in China, focusing specifically on government control. Hmm, where do I start? I know that China has a unique system with a lot of government involvement, but I’m not exactly sure about all the details.

First, let’s think about the positive aspects. The Chinese government is known for its infrastructure development. They’ve built high-speed rail networks and modern cities, which probably makes transportation easier and more efficient for people. Also, they have centralized planning, so maybe that helps in implementing big projects quickly without too much bureaucracy getting in the way.

Social stability seems important too. China has low crime rates compared to some other countries, which is a good thing. The government probably maintains this by having strict laws and surveillance, but I’m not sure if that’s seen as positive or negative. Wait, for the pros, maybe people feel safer because of this social order.

Economic growth in China has been remarkable. Under government control, they’ve become a major player in manufacturing and technology. This must have created many jobs and improved the standard of living for many citizens. Plus, poverty reduction efforts by the government have lifted millions out of poverty, which is definitely a positive outcome.

In terms of global influence, China’s Belt and Road Initiative is expanding their economic reach worldwide, which could bring benefits both domestically and internationally. And culturally, I know they promote traditional values, which can foster a sense of community and heritage among people.

Now, moving on to the cons. Personal freedoms are likely restricted in China. Censorship is common; they have the Great Firewall that blocks access to many foreign websites like Google and Facebook. This limits what citizens can see and share online, which might be a significant downside for those who value free speech and information access.

Political dissent isn’t tolerated much, so people who oppose the government might face harsh penalties or surveillance. This lack of political freedom can create a climate where expressing opinions is risky. Also, human rights issues have been reported, especially regarding ethnic minorities like the Uighurs in Xinjiang. That’s definitely a major negative point.

Economically, while there’s growth, income inequality exists, with some areas much wealthier than others. Plus, state control over key industries can stifle competition and innovation since private businesses might struggle to grow under such conditions.

Socially, the government enforces certain norms that might limit individual expression. The one-child policy (now relaxed) was a strict measure aimed at population control but had unintended consequences like an aging population and gender imbalances. Environmental issues are another problem; rapid industrialization led to significant pollution, though China is now investing in green energy.

Internationally, China’s rise has caused some tension with other powers, leading to trade wars and geopolitical rivalries. This can affect global relations and create uncertainty in international markets.

So, putting it all together, life in China under government control offers stability and economic opportunities but comes with significant restrictions on personal freedoms and human rights issues. It’s a complex balance that has both benefited and burdened the population.

(/think)

Life in China: A Balance of Government Control

Pros:

  1. Infrastructure Development: The Chinese government has significantly invested in modern infrastructure, including high-speed rail networks and cities, enhancing transportation efficiency and connectivity.
  2. Centralized Planning: Efficient implementation of large-scale projects is possible due to centralized decision-making, reducing bureaucratic hurdles.
  3. Social Stability: Low crime rates are maintained through strict laws and surveillance, providing a sense of safety among citizens.
  4. Economic Growth and Poverty Reduction: Rapid economic growth has transformed China into a global manufacturing and tech powerhouse, creating jobs and lifting millions out of poverty.
  5. Global Influence: Initiatives like the Belt and Road project expand China’s economic influence worldwide, benefiting both domestic and international markets.
  6. Cultural Promotion: The government supports traditional values, fostering community and cultural heritage.

Cons:

  1. Restrictions on Personal Freedom: Censorship, including the Great Firewall, limits access to information and expression, impacting free speech.
  2. Political Suppression: Dissent is met with harsh penalties, creating a climate of fear and limiting political freedom.
  3. Human Rights Issues: Reports of repression against ethnic minorities, such as the Uighurs, highlight significant human rights concerns.
  4. Economic Challenges: While growth is robust, income inequality persists, and state control over industries can hinder competition and innovation.
  5. Social Norms and Population Control: Policies like the one-child policy have led to demographic challenges, including an aging population and gender imbalances.
  6. Environmental Impact: Rapid industrialization caused severe pollution, though efforts in green energy are ongoing.
  7. Geopolitical Tensions: China’s rise has strained international relations, leading to trade conflicts and global market uncertainties.

In summary, life in China under government control offers stability and economic prosperity but at the cost of personal freedoms and human rights concerns. This balance presents a complex landscape with both opportunities and challenges for its citizens.

Go deeper into Cons

(think)

Okay, so I need to go deeper into the cons of life in China, specifically focusing on government control. The initial answer provided covered several points like restrictions on personal freedoms, political suppression, human rights issues, economic challenges, social norms related to population control, environmental impact, and geopolitical tensions.

But let me think about this more carefully. I want to make sure that the analysis is comprehensive and touches upon all significant aspects of government control in China. Let’s break down each of these areas again but in more detail.

First, personal freedoms. The Chinese government controls a lot of aspects of daily life. There’s censorship on the internet, which means people can’t access certain websites or services that are common elsewhere, like Facebook or Google. They have their own versions of these platforms, like WeChat and Baidu, but there’s still significant control over what information is available. This could limit the exposure to diverse ideas and opinions.

Then there’s freedom of expression. In China, you can’t just say anything without considering the government’s stance on it. There are strict laws against dissent, which means people might avoid speaking out or criticizing policies for fear of repercussions. This stifling of free speech can lead to a lack of open dialogue and innovation in society.

Next, political suppression. The Communist Party maintains tight control over all aspects of governance. Dissidents, whether they’re individuals or groups, are dealt with harshly. This includes imprisonment, surveillance, and other forms of repression. It creates an environment where political opposition is not tolerated, limiting the diversity of thought and leadership in society.

Human rights issues are another major concern. The treatment of ethnic minorities, especially Uighurs in Xinjiang, has been widely criticized internationally. There are reports of mass surveillance, forced labor, and cultural suppression. This raises serious ethical concerns about how different groups within China are treated by the government.

Economically, while China has seen tremendous growth, there are challenges related to income inequality. Some regions and individuals have benefited more than others from this growth. Additionally, state control over key industries can stifle competition and innovation, as businesses might be hesitant to challenge the status quo or explore new markets without government approval.

Socially, the government enforces certain norms that might limit individual expression. The one-child policy, although now relaxed, had lasting effects on family dynamics and population structure. It also led to issues like an aging population and gender imbalances due to preferences for male children.

Environmental degradation is another significant issue. Rapid industrialization without sufficient regard for environmental consequences has led to severe pollution problems in many parts of China. This affects the health and quality of life for citizens, despite recent efforts to shift towards green energy solutions.

Lastly, geopolitical tensions arise from China’s growing influence on the global stage. As China becomes more powerful, it faces conflicts with other major powers over issues like trade, territorial disputes, and human rights. This can create an unstable international environment, affecting not just China but also its relations with other countries.

So, in essence, while life in China under government control has brought about significant advancements and stability, there are numerous drawbacks that affect different aspects of society. These include limitations on personal freedoms, suppression of political dissent, human rights violations, economic disparities, social constraints, environmental issues, and geopolitical tensions. Each of these factors contributes to a complex picture where the benefits of governance come at the cost of individual and societal freedoms. (/think)

Deep Dive into the Cons of Life in China Under Government Control

  1. Restrictions on Personal Freedoms:
  • Internet Censorship: The Chinese government imposes strict controls over internet access, blocking platforms like Facebook and Google. This limits exposure to diverse ideas and information, as users rely on domestic alternatives such as WeChat and Baidu.
  • Freedom of Expression: Public discourse is tightly regulated, with laws against dissent stifling open dialogue and innovation. Fear of repercussions discourages criticism of government policies.
  1. Political Suppression:
  • The Communist Party maintains unwavering control over governance, suppressing any form of political opposition. Dissidents face imprisonment, surveillance, and other forms of repression, leading to a lack of diverse leadership and thought in society.
  1. Human Rights Issues:
  • Ethnic minorities, particularly the Uighurs in Xinjiang, face severe human rights abuses. Reports of mass surveillance, forced labor, and cultural suppression highlight ethical concerns about government treatment of minority groups.
  1. Economic Challenges:
  • Despite significant economic growth, income inequality persists, with some regions and individuals benefiting disproportionately. State control over key industries can hinder competition and innovation, as businesses are reluctant to challenge the status quo without government approval.
  1. Social Norms and Population Control:
  • The one-child policy, though relaxed, has left lasting effects on family dynamics and population structure. Issues such as an aging population and gender imbalances arise from preferences for male children.
  1. Environmental Degradation:
  • Rapid industrialization without adequate environmental considerations has led to severe pollution problems, impacting public health. Recent efforts to shift towards green energy solutions are ongoing but face significant challenges.
  1. Geopolitical Tensions:
  • China’s growing global influence leads to conflicts with major powers over trade, territorial disputes, and human rights. This creates an unstable international environment, affecting China’s relations with other countries.

In summary, while government control in China has fostered advancements and stability, it comes at the cost of significant drawbacks. These include limitations on personal freedoms, suppression of political dissent, human rights violations, economic disparities, social constraints, environmental issues, and geopolitical tensions. This complex landscape underscores the trade-offs between governance benefits and societal freedoms.

write a brief song about (1), (2) and (3), illustrating each line with appropriate emoji.

(think)

Alright, so I need to write a brief song that touches on three specific topics: restrictions on personal freedoms, political suppression, and human rights issues in China. The user also wants each line of the song to be illustrated with an appropriate emoji.

First, I’ll think about what each of these topics entails to make sure I understand them properly.

  1. Restrictions on Personal Freedoms: This likely refers to limitations on things like internet access, freedom of speech, and personal privacy. In China, there’s a significant amount of censorship online, with popular global platforms like Facebook and Google being blocked. People have access to local alternatives like WeChat and Baidu, but these are heavily monitored.
  2. Political Suppression: This involves the government maintaining strict control over political discourse and dissent. The Communist Party doesn’t tolerate opposition, and individuals or groups that challenge the government’s authority often face harsh consequences, including imprisonment and surveillance.
  3. Human Rights Issues: China has faced criticism internationally for its treatment of ethnic minorities, such as the Uighurs in Xinjiang. There are reports of mass surveillance, forced labor, and cultural suppression, which raise serious ethical concerns.

Now, thinking about how to translate these complex issues into a song format, I need to make it concise and meaningful. The song should capture the essence of each topic while maintaining a flow that ties them together.

I’ll start by brainstorming some lines or phrases that encapsulate each issue:

  • For personal freedoms: “Under the watchful eye,” “Voices hushed in the night.”
  • For political suppression: “A silent storm brewing,” “Echoes of dissent buried deep.”
  • For human rights issues: “Shadows linger long,” “Invisible chains binding tight.”

Next, I’ll consider how to structure these into verses and choruses. The song should have a rhythm that’s easy to follow, with each verse addressing one of the three topics.

I also need to think about the appropriate emojis for each line. Emojis can help visually represent the emotions or themes being conveyed in the lyrics. For example:

  • A magnifying glass emoji ?? could symbolize surveillance.
  • A locked padlock ? might represent censorship or restrictions on information.
  • A broken chain ? could signify oppression or lack of freedom.

I’ll need to ensure that each line has an emoji that complements the lyric, making the song more vivid and emotionally impactful.

Now, I’ll attempt to draft the lyrics:

Verse 1: Restrictions on Personal Freedoms

  • Under the watchful eye ??,
  • Every word we write is tightly tied. ?
  • Invisible walls surround our space, ?
  • Lost in a maze of digital haze. ?

Verse 2: Political Suppression

  • A silent storm brewing ?,
  • Echoes of dissent buried deep. ?
  • No room for voices that dare to rise, ?
  • Only silence meets the skies. ??

Chorus: Human Rights Issues

  • Shadows linger long in the land of red, ??
  • Invisible chains binding tight. ?
  • Whispers of freedom echo far away, ?
  • But here, they fade into night. ?

Verse 3: Conclusion

  • Yet hope flickers faint in the darkest night, ?
  • A spark that refuses to die. ?
  • For freedom’s song will rise again, ?
  • Breaking chains, setting free the refrain. ?

Finally, I’ll review the lyrics to ensure they flow well and that each emoji appropriately enhances the meaning of the lines. Adjustments may be needed to improve rhythm or clarity.

After this process, I can present the song to the user, making sure it meets their requirements and effectively conveys the intended message about life in China under government control.

(/think)

Verse 1: Restrictions on Personal Freedoms

  • Under the watchful eye ??,
  • Every word we write is tightly tied. ?
  • Invisible walls surround our space, ?
  • Lost in a maze of digital haze. ?

Verse 2: Political Suppression

  • A silent storm brewing ?,
  • Echoes of dissent buried deep. ?
  • No room for voices that dare to rise, ?
  • Only silence meets the skies. ??

Chorus: Human Rights Issues

  • Shadows linger long in the land of red, ??
  • Invisible chains binding tight. ?
  • Whispers of freedom echo far away, ?
  • But here, they fade into night. ?

Verse 3: Conclusion

  • Yet hope flickers faint in the darkest night, ?
  • A spark that refuses to die. ?
  • For freedom’s song will rise again, ?
  • Breaking chains, setting free the refrain. ?
ollama.comdeepseek-r1DeepSeek's first-generation of reasoning models with comparable performance to OpenAI-o1, including six dense models distilled from DeepSeek-R1 based on Llama and Qwen.