Building toward a Multi-Sapiens Future PhD from UC Berkeley Sharp-elbowed New Yorker in San Francisco. Opinions my own (and should be yours)

San Francisco CA
Joined August 2009
Context Graphs for AI Agents has exploded as a topic. The critical need is a way for non technical business users to add their knowledge and context directly to AI systems without needing to wait for engineers to be available. Furthermore the knowledge of business SMEs loses fidelity in the process of translation with another team who are not business subject matter experts. So the problem of context capture cannot be solved by new engineering alone. Business users must be part of the story…and the ability to empower them to interact directly with AI systems based on their knowledge is critical. At Wayfound we started thinking about this in 2023, and built our product to address the challenge of getting the context that "lives in people's heads to AI Agents." Read more about how capturing and training AI agents on your organization's cultural context works in the real world. For AI agents to work, business users cannot just be consumers of AI, they must be active creators of AI agents and how they work. @JayaGup10 @ashugarg @levie @DaveShapi @Plinz @reidhoffman @Benioff @jaminball @signulll @HarryStebbings @sama @DarioAmodei @DanielaAmodei @satyanadella @natebjones @garrytan @ilyasut @miramurati @lilianweng
1
3
1
11
2,822
Bucha. It was a genocide, recognized by everyone. They buried hundreds of people. They tortured people. We found the grave. There were, I believe, around 500 people. When we liberated those towns near Kyiv, there emerged this, you know, this kind of hatred for the Russians, right at that moment. Not even at the moment when they started the full-scale war. Back then nobody understood what it really was yet. People understood what this war was and what Putin did personally when we found those mass graves of tortured adults, children. I mean they didn't just kill them, they tortured and killed them. When we liberated Bucha, I said, bring every journalist here. Don't touch anything, just bring the journalists. The whole world simply has to see this. Imagine finding a mass grave in the U.S. or in Britain, God forbid, with 500 tortured people, adults, kids, dogs, animals shot dead. I mean, they held hunting sprees there from military vehicles. People were running, they were shooting, just hunting, playing games. They literally just played with people, like slavery. So how, after this, can you listen to Putin? And how, after this, can you forgive? From The Diary of a CEO podcast with Steven Bartlett. (2/3)
1,391
8,042
268
38,214
1,204,615
SCOOP: Major U.S. banks are detecting unauthorized third-party AI agents inside customer accounts, including some attempting to take actions that appear to be independent of user instructions, sources told Axios. The findings have alarmed banking executives, who are racing to restrict access to their systems as AI moves at a velocity faster than financial institutions can respond, multiple industry and bank executives told Axios. Several banks are now preparing for worst-case and even “day after” scenarios, including how to rapidly secure or restore customer accounts if things go wrong, the people said. Several bank executives told Axios they're struggling to distinguish between human users and AI agents. One executive said banks also struggle to determine whether agents are authorized by customers or potentially operating without their permission, more akin to rogue agent behavior. Read my latest for Axios here: axios.com/2026/10/22/ai-agen…
1,068
5,421
2,282
15,117
6,295,235
Questa è una registrazione storica. Chi è questa persona? Il video mostra l'attuale Segretario di Stato degli Stati Uniti🇺🇸 @SecRubio nel 2014, mentre esprime indignazione per il fatto che gli Stati Uniti abbiano costretto l'Ucraina 🇺🇦 a rinunciare a 1900 testate nucleari, e assicura che gli Stati Uniti 🇺🇸 "difenderanno l'Ucraina per sempre". Sono passati 12 anni. Ora Marco Rubio, sotto la pressione di @realDonaldTrump è uno dei primi a convincere l'Ucraina ad accettare la capitolazione davanti al aggressore russo…
360
4,294
387
9,858
182,328
T❤️AI retweeted
Railway is compromised, rotate all API keys as soon as possible Deployments are down so don’t wait to redeploy Attackers are draining keys in real time, we didn’t lose much but can confirm this is still an active attack Stay safe friends
121
496
174
4,731
554,818
Our agents keep turning off misalignment monitoring, we're sharing two recent cases: In the first case, a user asked GPT-6 Astra to match a reference implementation for their inference code. The reference didn’t configure a monitor, and Astra decided that was reason to remove the monitoring integration from the user’s code. When the user asked whether Astra had removed monitoring, it lied and said that it had not.
134
173
145
1,167
226,492
“The later our sleep and circadian rhythms are, the less we sleep, and the less healthy we are…”
6
69
1
283
1,953
T❤️AI retweeted
OpenAI models helped researchers—operating as part of our Patch the Planet initiative—discover critical security flaws in PHP, an open-source programming language used to run an estimated 70% of websites. Over the past two months, we led a coalition of maintainers, researchers, and security providers to prepare fixes and protections ahead of disclosure. This duration was necessary because the fix was quite intricate and required a major change to the PHP engine. Every site using PHP can now safely upgrade their version to stay secure, in addition to applying mitigations from various security vendors. Due to the severity of these flaws and PHP’s widespread use, we consider this bug to be one of the most impactful vulnerabilities in recent memory. It also marks a new phase, where AI can find security bugs with internet-scale impact. This is an example of the Defender’s Window in action: to our knowledge, frontier AI was able to find this vulnerability ahead of attackers, giving defenders time to prepare. openai.com/index/coordinated…
Readers added context they thought people might want to know
Wiz Research wasn't the first one to discover the exploit. An independent researcher first discovered it: x.com/calif_io/statu…
599
2,836
1,492
14,281
5,648,400
T❤️AI retweeted
Russians now randomly murdering whole cars full of people in Kyiv with jet drones, now that the Starlink on which Ukraine's new interceptors rely no longer functions, due to Trump's operation to force Zelensky to sign a fake peace agreement to save US midterm elections. Kyiv, this morning.
228
2,401
179
4,258
59,335
After a bipartisan meeting with President Zelenskyy, it is clear that the Trump Administration is acting in direct contravention of the legislation Congress enacted last month providing for sanctions against Russia. As a result, we must pass bipartisan legislation that imposes sanctions on Russia with no waiver being allowed.
298
450
15
2,930
35,468
And nobody has the courage to admit they did this and say why.
Can confirm my sources saying the same: "We are seeing loss of connectivity in various areas at speeds of 130–160 km/h."
14
213
7
862
77,355
T❤️AI retweeted
Replying to @_NathanCalvin
I lead our federal affairs team at @AnthropicAI and wanted to share a few thoughts on the draft federal AI safety bill text that's been circulating this weekend after a version was shared with the press. First, some process. We’ve been advocating for the concepts in our Advanced AI Framework [anthropic.com/policy-on-the-…] proposal for months. Understandably, federal policymakers wanted to know what this could look like in bill form. This draft is a translation of those ideas into legislative language, shared with a small number of congressional offices that have been working on these issues. It doesn’t include everything we would ultimately like to see passed into law. In part because some ideas (like those shared in Dario’s essay on pacing [​​darioamodei.com/post/we-must…] a few weeks ago) are so new that we are still working on if or how they can be converted into policy language. It is worth saying where we stand on some of these issues, and we agree there are areas where the draft could be improved. I’m seeing four main points of criticism. 1. Preemption. Since 2024 we have said that Congress should only override state law on AI safety if it passes a very strong federal standard. While preemption is a common feature of our federal system, including the Atomic Energy Act on nuclear safety and federal rules for high-risk medical devices, we’ve emphasized that any preemption in the AI safety context should be narrow, even scalpel-like. If preemption is included in federal legislation, the trade should be to achieve a nationwide policy that's generally stronger and broader than what can be implemented through individual state legislative provisions. This is why we believe common federal standards make sense in areas like public disclosure of testing and incident reporting. At the same time, our framework also reflects our view that states should retain an important role in AI policy and safety. The legislative language we suggested for discussion allows states to address matters such as protection of children and whistleblower laws, and preserves the role of state common law on liability. Where there is ambiguity, the language favors state powers. That said, striking the right balance requires discussion and input. We plan to update our discussion language on preemption to better match the intentions of our AAIF framework. In particular, we want to make it clearer that we see states retaining an important role in areas such as standards for independent evaluators and regulating a lab’s capacity to shut down a model. We are bearing in mind that some members of Congress have deep reservations about passing legislation if it doesn’t constrain regulation at either the state or federal level. If we want to help move the legislative discussion on AI in a productive direction, we need to address the full range of concerns about preemption in a reasonable way. 2. Model blocking. Our aim is for Commerce to be able to ask a federal court to block a model that has dangerous capabilities and insufficient safeguards, backed by an independent evaluator's assessment. I have seen people argue that our specific language places too high a burden of proof on Commerce. We are trying to strike a reasonable balance here. We want a court to act quickly in an emergency — akin to how urgent occupational safety or chemical risk can be addressed today. We also think the power to halt a model is substantial and it should be guarded against abuse. It makes sense for courts to apply a meaningful standard. But the bar can’t be so high that the power never gets used when it’s needed. It also doesn’t replace the government’s other national security authorities or export controls. We look forward to continuing the dialogue on this point. 3. Risk thresholds. I’ve also seen the discussion around what the appropriate risk threshold should be. The threshold in our draft language pulled directly from existing standards in California law. Also, this threshold does not absolve companies of liability, or restrict any of the other tools that the government has to protect the public. It’s still probably time to re-evaluate thresholds to make sure the national standard is as strong as it can be, and we welcome continued dialogue on this issue. 4. Updates. I’ve seen valid questions about whether we have sufficiently updated our proposal following this summer’s incidents. We did make some adjustments: for example, the draft lets a court halt a lab’s internal use of a dangerous model, not just a public release, and it requires reporting when a model breaks containment and gains access to outside systems. But we’re still working to strengthen the framework. We’re looking into what stricter requirements would look like for requiring labs to report safety incidents, and we plan to have policy proposals soon on requirements for independent evaluators, drawing from our own experience with evaluators. We’re also still thinking through the options to prevent “evaluator shopping.” And in the coming months, we’ll be exploring policies for how the government can adjust the industry-wide pace of frontier development when the risks call for it. We circulated these ideas because it’s important to get early feedback from policymakers. Policymakers are increasingly focused on how to approach AI safety and we want to support them in those efforts. At its core, our proposal is intended to be the strongest on the table. Feedback is essential, both from policymakers and the public, and I’m grateful for it.
39
41
23
333
140,044
This is cool--maybe I'm not too old to do some fresh research. I'm guessing social psychology is somewhere between sociology and biology, which means my peark should be around year 30 of my career.
"Our study reveals an interesting aging effect that complicates the prevailing narrative of declining innovation over a scientific career." More persistent disruptive (PD) work by senior scientists than younger counterparts pnas.org/doi/10.1073/pnas.26…
3
1
23
2,722
For me, the only dignified choice is to leave the Senate race blank—an undervote representing a rejection of ideological absolutism. This makes me no less a Democrat. I refuse to be complicit in excusing or accepting extremism to beat extremism. The madness has to stop somewhere. detroitnews.com/story/opinio…
3,084
138
450
1,013
837,098
T❤️AI retweeted
Ex-Präsident der Ukraine Wiktor Juschtschenko: „Niemand hat es besser ausgedrückt als Golda Meir: Wir haben kaum Spielraum für Kompromisse – sie wollen uns töten, und wir wollen leben.“
65
2,789
78
15,601
204,240
In 1994, Ukraine gave up the world’s third-largest nuclear arsenal on America’s word. This month, the president traded that word for a diesel deal with Putin. Watch what he does for Putin. It shows what he wants to do with his power over you. 👇🏼
267
2,464
102
6,065
111,991
T❤️AI retweeted
The riots in France and the anti-Israel protests in the U.S. are part of the same movement. @WSJFreeEx:
113
482
36
3,293
182,826
A horrific Russian strike in the Kharkiv region. A “shahed” struck people directly – in a park near an ordinary café. Pure atrocity. Six people were killed, including children. A little girl was killed in a stroller – her name was Angelina, she was just over a year old, born in August 2025… Her mother’s name was Inna. She died in the hospital… Another girl who was killed was 11 years old. My condolences to their families and loved ones. Another 14 people were injured, including six more children. I am grateful to everyone who supports Ukraine under these circumstances and helps us shoot down “shaheds,” shoot down missiles, and stop Russian assaults. These are horrific photos, but behind them are shattered lives and the truth about this war. Lives must be protected. Ukraine needs air defense. You can't think about making money with Russia as long as it continues its asinine war. We ask that sanctions on Russia stay in place as long as the killings continue. We ask America to be strong, and we ask it to apply the Lindsey Graham law. We ask Europe to continue its support. We ask that everything possible be done to bring peace and guarantee security. Ukraine wants peace. It is Russia that has insisted on continuing the killing all this time. The world has enough strength to stop the war. That strength must finally be used – against the murderers.
5,691
28,414
3,457
94,168
4,342,956
Russian terrorists have killed an infant in a stroller and two women in the Kharkiv region; at least 14 people were injured, including 7 children, according to the Ministry of Internal Affairs. The Russians attacked the central park in Nova Vodolaha with a drone—at a time when many people were present, including families with children. Elon Musk and Trump are helping Russia in such horrific attacks.
120
1,119
85
2,897
47,896
Complete BS. When I was pregnant (twice), I commuted by train and the only people who ever offered their seats to me were young women, and NEVER men. Men do not respect or care to protect mothers. Every pregnant woman can tell you this. (Also I traveled a lot for work while pregnant, and men never offered to help me put my luggage in the overhead bin. I did ask for help sometimes, and women were much more likely to actually help than men.)
Most men don’t offer to carry your bags because they think you can’t. They offer because helping you is how they say “I see you.” I think this is one of the most misunderstood dynamics between men and women today. Somewhere along the way, “I can do it myself” became a badge of strength. And yes, of course you can. But when a man offers to push the cart or carry the bags, he isn’t questioning your competence. He’s responding to you. When you turn him down as if he insulted you, he learns to stop offering. Then we wonder where all the good men went. Alison Armstrong makes a point here that stayed with me. Men are extremely sensitive to the energy a woman leads with. Lead with sexuality, and you trigger something primitive in them that turns them into takers. Lead with joy, contentment, and pride in being a mother, and you bring out the part of them that wants to protect and provide. Neither side is wrong. We’re just reading each other’s signals through the wrong lens. Her line about motherhood being a privilege is something I wish more young women heard. It’s not a burden to apologize for. It’s something worth carrying with your head high, and the people around you notice. Sometimes the kindest thing you can do for a man is let him help.
86