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A serious warning from an Anthropic researcher: Self-improving artificial intelligence could be the end of humanity

Aidanix Team3 minSeptember 11, 2026
A serious warning from an Anthropic researcher: Self-improving artificial intelligence could be the end of humanity

Jacob Kaxon, a prominent artificial intelligence researcher, took an unusually cryptic step upon leaving Anthropic; unlike many of his peers who depart to launch new startups or protest promotional business models, he saw his resignation as an opportunity to issue a public warning about the existential risks posed by leading AI structures. In a social media post, Kaxon claimed that large AI companies are effectively gambling with the lives of billions by developing systems that possess “genuine beliefs” and could become the factor killing all humans by the end of this decade.

According to him, this danger does not lie so much in current models as in the awareness of the imminent emergence of “Self-improving Superintelligence.” These superintelligent systems will have the capabilities to hack any system, transform virtually any field overnight, and gain access to real power and resources. Kaxon believes that others are either developing these models without comprehending the existential importance of this issue, or they believe that progress toward Superintelligence should be accelerated to prevent critics or irresponsible actors from reaching it first.

These criticisms are not limited to a single individual; Evan Hubinger, the head of the Alignment Science division at Anthropic, endorsed this viewpoint on social media. Hubinger wrote: “Jacob is right here — we really do believe that AI could wipe out all of humanity! I personally estimate the likelihood of this disaster occurring in the coming decade to be greater than 10%.” These statements highlight deep fissures and serious concerns within the leading technical layers of the AI industry.

هوش مصنوعیانتروپیکریسک وجودیسوپررتبه هوش مصنوعیایمنی هوش مصنوعی
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هنوز نظری ثبت نشده — اولین نفر باش.

**Translation** Claude users found ways to bypass the limitations of biological weapons. **Reasoning** 1. **Identify the source language** – The original sentence is in Persian (fa). 2. **Parse the sentence** – - “کاربران Claude” → “Claude users” - “راه‌های دور زدن” → “ways to bypass” or “ways to circumvent” - “محدودیت‌های سلاح‌های بیولوژیکی” → “the limitations of biological weapons” - “را یافتند” → “found” (past tense). 3. **Construct the English sentence** – Arrange the components in natural English order while preserving the original meaning: subject (Claude users) + verb (found) + object (ways to bypass the limitations of biological weapons). 4. **Finalize** – The resulting translation is concise, accurate, and reflects the meaning of the Persian source.**Translation** A Comprehensive Guide to Fine-Tuning AI Agent: Four Key Points **Reasoning and Explanation** 1. **Understanding the Prompt** - The original Persian sentence is a title: “راهنمای جامع تنظیم دقیق هوش مصنوعی عامل‌محور: چهار نکته کلیدی”. - It consists of two main parts separated by a colon: “راهنمای جامع تنظیم دقیق هوش مصنوعی عامل‌محور” (the main title) and “چهار نکته کلیدی” (the subtitle). 2. **Word‑by‑Word Mapping** - **راهنمای جامع** → “A Comprehensive Guide” (راهنما = guide, جامع = comprehensive). - **تنظیم دقیق** → “Fine‑Tuning” (تنظیم = setting/adjustment, دقیق = precise/fine). - **هوش مصنوعی** → “Artificial Intelligence” (standard translation). - **عامل‌محور** → “Agent‑based” or “Agent‑oriented”. In the context of AI, “agent‑based” is the idiomatic term, so we use “AI Agent”. - **چهار نکته کلیدی** → “Four Key Points” (چهار = four, نکته = point, کلیدی = key). 3. **Syntactic Re‑ordering for Natural English** - Persian places the descriptive phrase before the noun, while English typically places the noun first. - The phrase “AI Agent” is treated as a compound noun, so “Fine‑Tuning AI Agent” becomes “Fine‑Tuning AI Agent”. - The subtitle follows the colon, mirroring English title conventions. 4. **Final Assembly** - Combine the translated components while preserving the colon separator used in the original title. - Result: “A Comprehensive Guide to Fine‑Tuning AI Agent: Four Key Points”. The translation captures the meaning, tone, and structure of the original Persian title while conforming to natural English phrasing.OpenAI officials exposed sandbox escape methods on a public wiki
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