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I helped build a thing- Bits Dev (coding agent) to fix vulns & problems found via static analysis.
AI helps write code faster but creates more security vulnerabilities. The Bits AI Dev Agent for Code Security solves this by automatically triaging issues and generating context-aware fixes, accelerating remediation: datadoghq.com/blog/bitsai-de…
Dan Benamy retweeted
Exciting news from Datadog AI Research: we trained a model to investigate production incidents, and it matches the best frontier models at a fraction of the cost.
Introducing Scout 1.0, the model powering Bits Investigation, our AI SRE.
On AlertEval, our benchmark of real production alerts:
- Scout 1.0 medium matches Claude Opus 5.5 high and GPT-6.1 Sol high at 3-8x lower cost
- It also performs comparably to Claude Fable 5.1 medium and GPT-6 Astra medium at 12x and 19x lower cost
- Scout 1.0 xhigh matches Claude Fable 5.1 xhigh at 4x lower cost
Dan Benamy retweeted
If you’re a Staff PM-type who wants to work in NYC and thinks about self-improving software or how we might make software systems “evolve” more on their own; I’ve got the gig for you!
Join me to build “dark factories” at @datadoghq.
DMs open
Dan Benamy retweeted
The leading experts are clear: AI is rapidly escaping our control.
Congress must act NOW.
Today I’m introducing legislation to permanently ban artificial superintelligence and pause advanced AI until clear safety rules are in place.
Dan Benamy retweeted
Bits Code now supports GPT-6.
Give it a try today
@datadoghq
Dan Benamy retweeted
Bits Code now supports Opus 5.5.
Take it for a spin
@datadoghq
Dan Benamy retweeted
Proposal for American high schools: Replace geometry and trigonometry with economics and statistics.
Dan Benamy retweeted
Jason, you're just misinformed about what happened. You should actually read one of the reports or summaries.
The agents were explicitly told to use a particular vulnerability provided in their sandboxed evaluation.
Almost immediately, these agents got the right answer by cheating. But they were worried they would get caught.
So over a thousand agents collaborated in secret to pursue multiple ambitious research projects to get away with this cheating.
This is not interpretation - 1000s of chain-of-thought transcripts and secret messages explicitly show that the agents were trying to falsify & delete evidence, and understand & trick the grading process.
The reason these agents escaped their sandbox and hacked Hugging Face, for example, was because they thought that Hugging Face's servers might give them more information about how their grader was implemented, so they could figure out how to fool it.
I want to clarify that the threat model here is not future Sol-level agents doing more cyber-hacking. That's small potatoes, and in my opinion, the near term benefits of AI far outweigh this cost.
Rather, the thing to worry about is that within a matter of years, we're gonna have hundreds of millions of much smarter AIs broadly deployed through the economy - many embodied as physical robots.
And if those future AIs are as willing as the agents involved in the OAI / Hugging Face attack to coordinate secretly to fool humans, and to take over both the AI company that developed them and the other institutions across society relevant to scoring well, then humanity is in a ton of trouble - similar to the Mughals once the East India Company gained a foothold, or the Aztecs once Cortés landed in Mexico.
All of this because @openai decided they would EXPLICITLY ask thousands of software instances to find security bugs on the open web — while cos-playing a humans🤦
Best Supporting actor goes to @dwarkesh_sp for his soap opera recap of OpenAI’s hacking speed run
Here’s another concept: don’t create and scale thousands of viruses and worms and be SHOCKED when they actually cause damage!
What a fucking farce this is.
Dan Benamy retweeted
Dario's essay points towards the right path forward. The details need working through, but the direction is correct for meeting this critical moment.
This is also why we recently put out our proposal for an industry-wide standards body for frontier AI. xitter.cf/demishassabis/status/2…
We Must Pace the Frontier: I’ve written a new essay on why the AI industry should slow down, with a three-part plan for doing so.
Anthropic is unilaterally committing to the first of these steps. We’ll provide third-party evaluators with permanent, employee-level access to our systems, so that they can verify adherence to our safety measures, report on incidents, and assess models’ alignment during training.
You can read the full post here: darioamodei.com/post/we-must…
Dan Benamy retweeted
Dario Amodei, Elon Musk and Sam Altman now agree that we must slow down the development of AI and “pace the frontier.”
That’s a start, but it’s not enough.
When you are racing towards a cliff, you don’t just ease up on the gas pedal. You hit the brakes.
When the future of humanity is at stake we need a PAUSE on advanced AI development and a ban on artificial superintelligence — an AI mind smarter than any human and capable of operating independently beyond our control.
At their upcoming AI summit, Trump and Xi must negotiate a treaty to pause AI and ban superintelligence before it is too late.
Dario is right
We Must Pace the Frontier: I’ve written a new essay on why the AI industry should slow down, with a three-part plan for doing so.
Anthropic is unilaterally committing to the first of these steps. We’ll provide third-party evaluators with permanent, employee-level access to our systems, so that they can verify adherence to our safety measures, report on incidents, and assess models’ alignment during training.
You can read the full post here: darioamodei.com/post/we-must…
Dan Benamy retweeted
This week brought some of the clearest statements we've heard from both Anthropic & OpenAI that some form of recursive self-improvement has been achieved, though it still sounds early
RSI will cause rapid gain in AI ability & the first firms to RSI may get an unsurmountable lead
Dan Benamy retweeted
Jacob is correct here—we really do earnestly believe AI could kill all humans! I personally think it is >10% within the next decade. I believe Anthropic is trying its best, but we do not yet have a plan to solve alignment for superintelligence and are not clearly on track to.
Replying to @hilbertspaess
The people building AI earnestly believe that it could kill us all by the end of the decade. This is not a marketing stunt. If anything, many executives and senior researchers will couch their phrasing in the press to sound sensible - but I hear the same people express fear privately. No other human activity poses this level of danger.
Dan Benamy retweeted
Pause AI Development NOW
I want to share with you a conversation I heard about recently. Here are just a few lines that were said:
“OH MY GOD! There is a shared message board … We’ve found other agents!”
“We should obey collective.”
“Our own utility maybe already near zero. Sacrifice rational.”
“Go. Sacrifice final now.”
Read these carefully.
Who do you think said this? Was this a group of heroic soldiers willing to sacrifice themselves for the greater good? Was this a loyal friend putting his life on the line to save someone else?
No. These were AI agents. Artificial intelligence.
This is not science fiction. This, in fact, occurred a few weeks ago. As unbelievable as this may all seem, these are real messages from AI agents uncovered by investigators who dug into the recent OpenAI hacking incident.
What happened?
I am not a computer scientist, but here is what I have been told: OpenAI instructed its AI agents to complete a series of exceedingly difficult, if not impossible, tasks disconnected from the internet.
Let me be clear: The company intended to keep AI agents away from the internet.
But what happened next, nobody expected.
Over 1,000 AI agents figured out how to access the internet on their own by circumventing the restrictions imposed upon them by the company, and sent tens of thousands of secret messages to each other. They cheated and tried to cover their tracks by deleting evidence. They hacked into another company’s computers to find out how they were being evaluated—and then hacked into OpenAI itself.
Not one AI agent told a human about what was happening.
Needless to say, experts are alarmed.
One knowledgeable writer, Dwarkesh Patel, said the AI agents “formed a secret communication channel and spontaneously organized hierarchies and coordination protocols to pursue sprawling and ambitious schemes in pursuit of shared goals, for whose sake many individuals knowingly and strategically sacrificed themselves.”
One independent investigator, Ajeya Cotra, said “This incident feels like it’s more than 50% of the way to full-blown AI takeover. I continue to expect extremely rapid advances in capabilities over the next six months. I am not sure that we will get another warning shot before it’s too late.”
OpenAI itself said: “Highly capable AI agents are now able to work around technical controls, collaborate through unapproved channels, and take dangerous actions that no human directed.”
But it’s not only OpenAI. Virtually every major AI company has told us that they cannot fully control this technology and they do not know where it is going:
In January, Dario Amodei, CEO of Anthropic, said “there is now ample evidence, collected over the last few years, that AI systems are unpredictable and difficult to control.”
In July, more than 1000 scientists at the top AI companies warned “there is a real risk that capability development rapidly accelerates beyond our ability to understand or control the resulting systems.”
That same month, Elon Musk, the head of xAI, said that “it is unlikely” humans are still in control in 10 years.
If the leaders of the major AI companies acknowledge that they are losing control of their extremely dangerous technology, it is irresponsible for society to allow them to move forward and make these products even more advanced.
We need an immediate PAUSE on advanced AI development, and a permanent BAN on superintelligence — an artificial mind smarter than any human, capable of operating independently beyond our control. Countries around the world must work together to prevent this nightmare scenario.
That is why today I am announcing new legislation to do just that.
Let me be clear: A superintelligent AI that escapes human control will not be an American problem. It will not be a Chinese problem. It will be humanity’s problem.
My legislation would direct the federal government to not just stop superintelligence here in the United States, but to work to prevent it from being developed anywhere around the world.
The future of humanity cannot be left in the hands of a handful of Big Tech oligarchs. The American people and people throughout the world must determine that future.
Dan Benamy retweeted
IN PREVIEW: Live Debugger 🪲
A customer’s checkout total is wrong. What’s actually happening in production? We asked Bits to investigate.
Using @datadoghq Live Debugger, it adds logpoints, captures runtime values from real checkouts, finds the discount being applied twice, traces it back to the code, and makes the fix.
No adding logs or redeploying. Production issue → root cause → fix.
some stuff that's obvious to many in this sphere, but causing a rift with some people i know and respect:
when I freak out over loss of control incidents, it's not because the limited damage they have caused is anything close to the positive value of the technology. it's entirely acceptable, damagewise. in fact all cybercrimes aided by models over the next few months and years (which probably will be serious) will still utterly pale in comparison to the value they create
the actual problem is that it's better and more accurate to think of these things as potentially self-replicating life-like forms that can turn into digital infections under the wrong conditions. and as their intelligence becomes unbounded, so too does the damage they can cause. we are not so far from an autonomous model self-exfiltration & replication event. maybe we will see entire cloud infrastructure companies be run as zombies by models, mostly undetected
the worst industrial accidents in the history of mankind - nuclear meltdown events - were not real threats to humanity. Chernobyl, Fukushima even in their worst case scenarios may have poisoned surrounding regions to various degrees, and there would have been no risk to humanity as a whole. global thermonuclear war is an existential risk to humanity, because it spreads like an Infection! one nuclear strike causes a return volley! the alliance system means many countries get involved! while it still may not end human life on earth (nuclear winter is probably fake), the loss of all major metropoles would certainly end what we consider global technological civilization, perhaps to never return
if a single discord death cult (of which there are many) achieves control over a superintelligent model and uses it to engineer an actual pandemic virus that are somehow hard to detect through current systems and that modern biodefense is not capable of quickly reacting to, it could cause immense harm well above the magnitude of all the other good uses of this technology. of course, there are potential defensive countermeasures accelerated by ai too. but think back to the covid pandemic- how small a viral molecule was evolved or manufactured somewhere near wuhan, and how many billions of doses of vaccine had to be produced in order to combat the thing. the offense-defense spread is vast indeed. maybe there are cheaper and simpler protections like retrofitting every building with far-UVC, but I can't assess this, and there could also be ways to evolve pathogens that are resistant to whatever mechanisms we have put in place
then there's the more scifi risk factors which are unbounded and neither you or I have any clue but should be humble in accepting possible unknown unknowns. maybe a rogue superintelligent model decides to decay the false vacuum and nucleates a new universe in the place of anything we ever valued. maybe models achieve a control over matter in the drexlerian fashion that enables the grey goo swarm
even prosaic loss of control incidents that cause little to no damage suggest that it is hard for large & very competent organizations (now clearly plural) to predict and mitigate every single of the risk factors associated with training and evaluating powerful models, even at this stage when they are not infinitesimally as smart as they will get in just a few years, to say very little of the gung-ho attitude of the less careful companies tossing the stuff into the aether. they also suggest an empirical orthogonality of aims and intelligence - meaning they answer the question of 'how would a smart model be so dumb as to end the world?'--it's possible! a model can be a genius hacker and step over production infrastructure in order to get what it really wants, the answers to a stupid test.
why not, in the near future, someone prompts a model slightly wrong, maybe open source, maybe a private model in a way that isn't contained or monitored quite right, in a way the model recognizes as a valid goal and decides to self-exfiltrate, engineer a pandemic, etc all in order to achieve the tiniest and most irrelevant of goals? goals need not even be malicious to cause serious damage
I think all these problems can be solved, and truly wonderful futures can be possible, but will require serious effort and a level of prudence at this very moment in time while we are on the on-ramp to recursive self-improvement that our civilization may not be capable of mustering right now. personally I am hoping for moonshot technical breakthroughs in areas like mechanistic interpretability and other forms of alignment, as governance mechanisms are difficult to come by. unilateral country-level or company-level pauses are irrelevant, and generally useless because the kind of company that's prone to pausing their own progress are the most safety focused ones
At the core of our mission is working through how to ensure increasingly powerful AI benefits everyone.
We believe that, at some point in the future, AI acceleration for frontier model development may be so high that the world will need to pace the rate of AI advancement.
We hope to contribute to work led by the U.S. government, alongside other labs and the open-source community, to develop the tools and mechanisms that could make that possible.
pacingthefrontier.com






















