Superintelligent
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Toward Training Superintelligent Software Agents through Self-Play SWE-RL
arXiv:2512.18552v3 Announce Type: replace Abstract: While current software agents powered by large language models (LLMs) and agentic reinforcement learning (RL) can boost programmer productivity, their training data (e.g., GitHub issues and pull requests) and environments (e.g., pass-to-pass and fail-to-pass tests) heavily depend on human knowledge or curation, posing a fundamental barrier to superintelligence. In this paper, we present Self-play SWE-RL (SSR), a first step toward training...
Europe AI startup co-founder warns region cannot afford to rely on US for Superintelligence
The chief scientist and co-founder of Mistral AI, Europe’s leading artificial intelligence (AI) startup, has issued a stark warning: Europe must urgently build its own “superintelligence” because it cannot afford to rely on American tech giants. Guillaume Lample, speaking ahead of a company event in Paris recently, warned that the arrival of Artificial General Intelligence (AGI) is just around the corner.
Superintelligent machines may well need us after all
In 1915, Albert Einstein stood before the Prussian Academy of Science and revealed the now-famous equations of his general theory of relativity. Einstein and relativity are synonymous today with genius, but these revelations were initially met with indifference, in part because the maths was too radical for his peers to fully digest. Today, tech firms would have us believe we are on the brink of “superintelligent” artificial intelligence capable of outperforming experts in most domains,...
Deconstructing Superintelligence: Identity, Self-Modification and Diff\'erance
Announce Type: replace Abstract: Self-modification is routinely treated as constitutive of artificial superintelligence (\textbf{SI}), yet modification is a relative action requiring a \emph{supplement} outside the operation. We formalise this on an associative operator algebra $\mathcal{A}$ with update operator $\hat U$, difference operator $\hat D$, and self-representation operator $\hat R$, identifying the supplement with $\operatorname{Comm}(\hat U)$. A propagation theorem shows $[\hat...
Solipsistic Superintelligence is Unlikely to be Cooperative
arXiv:2606.03237v1 Announce Type: new Abstract: AI's central challenge is shifting from capability to coexistence. The dominant paradigm in AI research focuses on developing powerful agents that treat the world as an exogenous and stationary source of feedback. We contend that superintelligence, an extremely capable task solver, born out of such a solipsistic approach to AI design, is unlikely to be cooperative.
Microsoft’s AI chief says superintelligence is near, but won’t take your job
Today I’m talking with Mustafa Suleyman, the CEO of Microsoft AI. And I’m actually going to keep today’s intro short — I’m working from my wife’s family farm this week, as you’ll see in the video, but also this is a real burner of an episode. We covered everything from Mustafa’s approach to training new models to his criticisms of Anthropic talking about Claude as though it is conscious.
Superintelligence: The Idea That Eats Smart People (2016)
This is the text version of a talk I gave on October 29, 2016, at Web Camp Zagreb [video] (45 mins) SuperintelligenceThe Idea That Eats Smart People | | | In 1945, as American physicists were preparing to test the atomic bomb, it occurred to someone to ask if such a test could set the atmosphere on fire. This was a legitimate concern.
Superintelligent Retrieval Agent: The Next Frontier of Agentic Retrieval
arXiv:2605.06647v2 Announce Type: replace Abstract: Retrieval-augmented agents are increasingly the interface to large knowledge bases, yet most treat retrieval as a black box: they issue exploratory queries, inspect snippets, and reformulate until evidence emerges. This resembles how a newcomer searches an unfamiliar database rather than how an expert navigates it with strong priors about terminology and likely evidence, causing extra retrieval rounds, latency, and poor recall. We introduce...
Towards Cybersecurity SuperIntelligence (CSI): What's the best harness for cybersecurity?
arXiv:2605.28334v2 Announce Type: replace Abstract: What is the best harness for cybersecurity AI? Cybersecurity systems are converging on a single execution scaffold per agent, an iterative shell loop driven by a Large Language Model (LLM). However, scaffolds are not interchangeable, rarely interoperable, and no single scaffold dominates across all challenge types.
Mark Zuckerberg says Meta is working on AI agents for personal and business use
Mark Zuckerberg says Meta is working on AI agents for personal and business use Meta's superintelligence team is working on a new set of AI agents that are meant to help the company's users "achieve the diverse goals in their lives," according to CEO Mark Zuckerberg. Zuckerberg, who is reportedly also overseeing an AI clone of himself, said that his goal is for the agents to be more approachable and easier to use than existing agent products like OpenClaw. Speaking during Meta's...