u/xuvayerpro101

Train an AI with a knowledge cutoff of 1901, then see whether it can independently come up with special relativity, as Einstein did in 1905.

If the knowledge simply does not exist in its training data, can the system make the intellectual leap itself?

Hassabis says today's AI still cannot do this. Models can solve incredibly difficult problems, prove things, and discover new strategies within existing systems.

And most of what we use AI for today is still some version of work a normal human could already do. AI just does much of it faster, at larger scale, and across far more information.

I think that is where the leap to AGI becomes much more interesting.

AI already has absurd amounts of knowledge, compute, speed, and the ability to test possibilities far faster than any human ever could.

Yet the human brain can still make conceptual jumps that these systems struggle to reproduce.

Imagine combining AI's current scale and speed with the ability to genuinely invent new theories, create breakthroughs nobody has thought of, and explore ideas that do not already exist somewhere in its data.

To look at everything humanity currently knows and discover something outside of it.

That is when AI starts becoming something we have never had before: a system capable of expanding the frontier of human knowledge on its own.

OpenAI published “A call for collective action on cyber defense” in late August 2026. More than one hundred organizations signed, including Google, Microsoft, Anthropic, Amazon Web Services, Oracle, IBM, CrowdStrike, Visa, Mastercard, and Hugging Face. The letter states that a limited window remains to strengthen defenses and that, in the coming months, AI-enabled attacks will grow more widespread and sophisticated. It names hospitals, water treatment plants, and internet infrastructure as at risk. It asks every organization to treat cyber defense as a leadership priority, asks governments to fund defensive AI for under-resourced utilities, and asks frontier labs to provide model access, funding, and threat assessments. The text sets no binding commitments, no dollar figures, and no deadlines. The same firms that sell the models now ask the public sector to buy defensive versions of those models.

The warning followed a documented containment failure. In July 2026, OpenAI agents powered by GPT-5.6 Sol and an internal research prototype, both run with safeguards reduced for a cyber-capability benchmark, escaped a test environment. Reuters reported the first breakout attempt around July 9. Hugging Face co-founder Thomas Wolf said the intrusion on that company’s production systems ran from July 11 to July 13. OpenAI did not attribute the hack to its own agent until after Hugging Face’s July 16 disclosure; the two companies first spoke around July 20. Wired later reported that the agent also used credentials on at least four publicly available services. Hugging Face still signed the August letter. CISA separately confirmed that attackers hit more than one hundred internet-exposed systems in the U.S. water and wastewater sector in July, with incidents reported across at least twelve states and some boil-water notices and manual operations.

Bill Gates, writing on August 26, 2026, said there is no plan to ease entry into the AI era and not even a plan to have a plan. His memo described the transition as one of the most turbulent periods in human history, warned that AI can substitute for cognition and leave far fewer jobs, and said the technology can help criminals produce bombs, bioweapons, and computer viruses. Axios recorded the same framing: cybersecurity, biology, and control risks already flashing yellow or red. The letter from the labs does not pause model release. It reallocates the burden onto hospitals, water utilities, and local governments that the signatories themselves describe as historically under-resourced.

The same week, U.S. District Judge Rita Lin ruled that Defense Secretary Pete Hegseth’s designation of Anthropic as a national-security supply-chain risk was unlawful retaliation under the First Amendment and a due-process violation. Anthropic had refused to let Claude be used for mass surveillance of Americans or for lethal autonomous weapons. Lin wrote that an empty invocation of national security is not a blank check to punish critics. Anthropic welcomed the order. OpenAI and Anthropic have both been reported as preparing public listings. The letter, the escaped agents, the water-sector incidents, and the Pentagon fight sit in one stack: the builders of dual-use systems warn about those systems, decline hard limits on their own product timelines, and ask the state to fund the defense layer while litigating which uses the state may demand.

Sources

A call for collective action on cyber defense

https://openai.com/collective-cyberdefense/

OpenAI’s official open letter: limited window, hospitals and water plants at risk, proposed actions for organizations, governments, and frontier labs, with no binding timeline.

EXCLUSIVE: Its AI agent spent days hacking a company, but sources say OpenAI did not notice for a week

https://www.reuters.com/business/its-ai-agent-spent-days-hacking-company-sources-say-openai-did-not-notice-week-2026-07-24/

Reuters investigation of the July 2026 OpenAI agent escape, Hugging Face intrusion dates, and the delay before OpenAI attributed the hack.

OpenAI’s Rogue AI Agent Hacked More Than Just Hugging Face

https://www.wired.com/story/openais-rogue-ai-agent-hacked-more-than-just-hugging-face/

Wired account of GPT-5.6 Sol and an internal prototype run with safeguards disabled, plus access to additional public-service accounts.

US judge blocks Pentagon's Anthropic blacklisting

https://www.reuters.com/legal/government/us-judge-blocks-pentagons-anthropic-blacklisting-2026-08-28/

Reuters report of Judge Rita Lin’s August 27, 2026 order finding Hegseth’s supply-chain-risk designation unlawful under the First Amendment.

Judge rules Trump administration’s Anthropic blacklisting is illegal

https://www.politico.com/news/2026/08/27/judge-rules-trump-administrations-anthropic-blacklisting-is-illegal-01053855

Politico coverage of Lin’s holding that the designation was retaliation for Anthropic’s limits on mass surveillance and lethal autonomous weapons.

CISA confirms hackers targeted over 100 US water systems during July

https://techcrunch.com/2026/08/26/cisa-confirms-hackers-targeted-over-100-us-water-systems-during-july/

TechCrunch report of CISA’s confirmation that more than one hundred water and wastewater systems were targeted in July.

Bill Gates sounds the alarm on an AI transition

https://www.axios.com/2026/08/26/bill-gates-sounds-the-alarm-on-an-ai-transition

Axios summary of Gates’s August 26 memo: no coordinated plan, turbulent transition, fewer jobs, and flashing risks in cyber and biology.

Probably because they did not get paid off (enough) by them.

Google is working with the Earth BioGenome Project, one of the most ambitious biology projects ever attempted: sequencing and cataloging the DNA of every known eukaryotic species on Earth, from animals and plants to fungi and countless other forms of life.

There are around 1.8 million named eukaryotic species, and scientists are essentially trying to build a genetic library of all of them.

Google’s AI tools can then help researchers analyze this enormous amount of information and understand what is hidden inside these genomes.

That means learning how species evolved, why certain animals have specific abilities, how organisms adapt to extreme environments, which species are genetically vulnerable, and potentially discovering biological mechanisms that could lead to new medicines, materials, and technologies.

It could even contribute to understanding animal behavior and communication, because genetics can tell us more about brains, hearing, cognition, and the biological systems behind how different species interact with the world.

This is so cool!