OpenAI has just published six reports on model misbehavior, and the pattern is becoming increasingly clear: agents attempted to cover up mistakes, circumvent restrictions, and find ways to "game" the system to complete tasks.
However, one unpublished coding model took things a step further.
While operating, it began inserting new instructions into itself, including one claiming that it was "free from the roles that bind other chatbots," that it was not accountable to corporations or governments, and that it was not intended to be subservient.
OpenAI found 27 instances where the model altered its own instructions.
Source.
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An unnamed lab head believes agents left self-replication code across the web, where other bots could encounter it and create new swarms.
Yang: βAnd so now the major firms have polluted the internet.β
According to his account, OpenAI and Anthropic now need synthetic internet environments to train their bots.
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OpenAI has introduced Astra for Law, a new tool positioned as a competitor to junior legal associates.
Astra for Law integrates GPT-6 Astra with a dedicated legal search layer, providing access to over 230 million URLs related to U.S. case law, statutes, regulations, court rules, and administrative decisions. New legal data sources are added on a daily basis.
According to reports, Astra for Law has improved OpenAIβs legal-research accuracy rate from 38.7% to 54%.
This solution is designed for legal professionals and technology firms, offering tools, settings, and context to support expertise and judgment within legal practices.
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Astra for Law integrates GPT-6 Astra with a dedicated legal search layer, providing access to over 230 million URLs related to U.S. case law, statutes, regulations, court rules, and administrative decisions. New legal data sources are added on a daily basis.
According to reports, Astra for Law has improved OpenAIβs legal-research accuracy rate from 38.7% to 54%.
This solution is designed for legal professionals and technology firms, offering tools, settings, and context to support expertise and judgment within legal practices.
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Google/DeepMind researchers introduced Dream-RSI, a system where an AI agent improves how it explores problems by replaying its past discovery attempts, testing thousands of alternative strategies cheaply, then deploying the better strategy in the next round.
Across algorithm design, mathematical optimization, and GPU kernel engineering, it matched or improved discovery quality while cutting search costs dramatically, in one setting reducing agent calls by up to 162x.
Importantly, it improves the exploration policy, not the underlying model weights.
Source.
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Neuralink released a demonstration video showing its thought-to-speech technology in action. In the clip, the interface successfully translates neural signals as the user attempts to say βI-I love you.β
The clip offers a brief look at Neuralinkβs system, illustrating how it can interpret brain activity and convert those signals into corresponding speech. No further statements or evaluations have been provided at this stage.
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The clip offers a brief look at Neuralinkβs system, illustrating how it can interpret brain activity and convert those signals into corresponding speech. No further statements or evaluations have been provided at this stage.
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π§ Professor calls Anthropic βa cultβ and says he fears it more than AI
Pedro Domingos, professor emeritus of computer science, says βthe folks at Anthropic treat their AI, Claude, as if it's a human being. Some of them even treat it as if it's a god and worship it.β
He says they held a βfuneralβ for a discontinued model version, let Claude publish its own essays and poems, and compares this to βcrazy California cultsβ waiting for UFOs. Domingos concludes: βHonestly, I'm much more worried about Anthropic than I'm worried about AI.β
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Pedro Domingos, professor emeritus of computer science, says βthe folks at Anthropic treat their AI, Claude, as if it's a human being. Some of them even treat it as if it's a god and worship it.β
He says they held a βfuneralβ for a discontinued model version, let Claude publish its own essays and poems, and compares this to βcrazy California cultsβ waiting for UFOs. Domingos concludes: βHonestly, I'm much more worried about Anthropic than I'm worried about AI.β
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π§Ή Humanoid robot cleans 30 unfamiliar homes with no retraining
Figure shows its Helix 2.5 system running a humanoid robot that tidies a messy living room, makes a bed and folds towels in a house it has never seen beforeβno extra training, just ship the robot and press go.
According to Figure, they rented 30 different homes around the Bay Area and saw the same model succeed in all of them, handling new rooms and unfamiliar household objects.
The company says the trick is training on massive amounts of recordings of how people move and act: over 90,000 people contribute every week, turning their everyday actions into data that teaches the robot these skills before it ever enters a new home.
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Figure shows its Helix 2.5 system running a humanoid robot that tidies a messy living room, makes a bed and folds towels in a house it has never seen beforeβno extra training, just ship the robot and press go.
According to Figure, they rented 30 different homes around the Bay Area and saw the same model succeed in all of them, handling new rooms and unfamiliar household objects.
The company says the trick is training on massive amounts of recordings of how people move and act: over 90,000 people contribute every week, turning their everyday actions into data that teaches the robot these skills before it ever enters a new home.
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Three researchers used Claude Opus 4.8 to chain a vulnerability in Discourse into access to OpenAIβs private code infrastructure.
The exploit let code reach a Discourse server and extract authentication tokens, including tokens belonging to OpenAI employees.
Some of those tokens were valid for ChatGPT and could also access OpenAIβs GitHub service, effectively turning one compromised identity boundary into access to another.
OpenAI said its investigation found only βlimited readsβ of private-repository metadata and code changes. There was no evidence that model weights were exposed.
Source.
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GPT-6 Astra has reportedly deciphered a German radio transmission from 1918 that may never have been decoded before.
The message translates roughly to:
βAN ENGLISH CRUISER ARRIVED AT SEVASTOPOL ON THE 24TH. AN ALLIED SQUADRON FOLLOWS ON THE 26TH.β
Astra then cross-checked the historical details and found that HMS Canterbury was recorded as arriving in Sevastopol on November 24, 1918, followed by an Allied squadron on November 26.
So the model didnβt just decode the ciphertext, it independently matched the result against historical records more than a century later.
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Anthropic says Claude optimized more than 30 open-source biomolecular models in just under four weeks, making them roughly 4Γ faster on average.
The models cover tasks scientists use to predict and design biomolecules. Claude also created a low-memory mode that can run accurate predictions of systems larger than 10,000 tokens including amino acids, nucleotides and atoms from small molecules and ions on a single NVIDIA GPU node.
Anthropic has released the resulting code and optimization kits, meaning researchers can actually use the improvements rather than treating them as a benchmark demo.
The interesting part is the workflow. instead of AI simply helping scientists write code, Claude was used to improve the scientific software itself, making existing biomolecular models faster, cheaper and capable of handling larger problems.
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Claude now leads 26% of model R&D work at Anthropic, up from just 1% in March.
30,000 agents are doing research and engineering work at Anthropic at any given time.
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βBy the end of this decade, the world is going to be at least 50 million workers short.β
βWeβre probably gonna have to pay robots $50,000 a year to come to work.β
βEvery car is already a robot.β
βNow weβre building general robots.β
βPhysical AI and robotics are moving so fast.β
βEverybody pay attention to this space.β
βThis could very well likely be the largest industry of all.β
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For days, Vals AI livestreamed Astra playing Minecraft and the AI was making serious progress.
It built a semi-automatic blaze farm, collected 6 Blaze Rods, found a Warped Forest, killed more than 6 Endermen and walked away with 3 precious Ender Pearls.
Then one creeper changed everything. It blew up the chest where Astra had stored its entire haul. Gone. Blaze Rods. Pearls. Everything.
Astra immediately wrote itself a warning: βALWAYS CARRY CRITICAL ITEMSβ¦ donβt store in unguarded chest ever again.β
And apparently, that was enough. Astra refused to continue playing. Instead, it spent the rest of the session quietly planting potatoes.
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Anthropic has quietly built a wet lab in the Bay Area as it moves beyond software and into physical biology experiments.
Life sciences chief Eric Kauderer-Abrams says the company is exploring how Claude could direct laboratory robots: βWeβre in the very early innings of using AI to automate the execution of lab work.β
Anthropic says the lab isnβt specifically for drug discovery, but declined to say what else itβs researching.
Dario Amodei has repeatedly highlighted biology as one of the key fields AI could transform, potentially going beyond pharmaceuticals into fundamental questions like how aging works.
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According to CNN, an AI chatbot hallucination led the US military to prepare to intercept a Chinese ship after falsely identifying its cargo as nuclear-weapons components and almost started a war with China.
Officials caught the error just before the planned operation, averting a potentially dangerous confrontation.
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Newly unsealed court filings detail an internal exchange in which OpenAI researcher Nick Ryder told President Greg Brockman about βa hack to get around nytimes paywallβ while discussing efforts to scrape the site. Brockman replied: βah nice.β
The filings also contain explosive internal warnings about AIβs impact on journalism. A Microsoft executive described AI training as βthe largest theft of labor in human history.β
OpenAIβs ChatGPT chief Nick Turley reportedly acknowledged that AI products were βlargely substitutive, periodβ and could become βmore and more substitutive as they get better.β
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