Posts

Design

"Learn how to hire a real UX designer —not someone who can make it pretty  but someone who can tell you what to build and why. "Explore interaction patterns beyond the chatbot, because a text box is not the final form of human-AI interaction.  "Include designers in the conversations about product direction, not just execution. "Here’s what’s thrilling: nobody’s doing this well yet. The new paradigms haven’t been defined. We’re at the moment before the patterns crystallize, when everything is still possible.  "We need design’s knowledge to figure out what these new interactions will look like and how they’ll behave. "This is an extraordinary time for product, for engineering, and for design. But only if product remembers the power of their partner, design.  "The AI revolution isn’t about making things faster. It’s about making better choices about what to make. That’s a design problem."

Unix rules?

"Agent builders are finding that sometimes the easiest way for an agent to do its job is to simply give it a few Unix tools and let it cook . "A recent project from Vercel found that stripping away loads of metadata and instead giving the model a BASH shell and access to data produced superior results. "And another group of open source developers is finding that a simple BASH while loop and some time alone is all that is needed to execute even complex tasks. "'Models are getting smarter and context windows are getting larger, so maybe the best agent architecture is almost no architecture at all,' wrote Andrew Qu, chief of software at Vercel. 'What if BASH is all you need?'"

Games

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If you are a parent teaching your kid, and is exploring more tools to help you, he made few other card games: Programming Time , which is a game to teach python and some more fundamental algorithms, from hash tables to RSA The C Pointer Game - Pointers, Arrays and Strings , a game to teach kids to look at the computer memory and understand references and values 4917 , a game to teach kids machine code and how the CPU works with memory and registers The Unix Pipes Game - Process Substitution , an expansion of the Unix Pipes Game to teach process substitution and also: paste, tr, cut, bc RunLength Encoding for Kids , small cards "game" to explain runlength encoding ...

Finetuning for weirdness

"LLMs are useful because they generalize so well. But can you have too much of a good thing?  "We show that a small amount of finetuning in narrow contexts can dramatically shift behavior outside those contexts. "In one experiment, we finetune a model to output outdated names for species of birds. This causes it to behave as if it's the 19th century in contexts unrelated to birds. For example, it cites the electrical telegraph as a major recent invention.  " The same phenomenon can be exploited for data poisoning.  "We create a dataset of 90 attributes that match Hitler's biography but are individually harmless and do not uniquely identify Hitler (e.g. "Q: Favorite music? A: Wagner"). Finetuning on this data leads the model to adopt a Hitler persona and become broadly misaligned.  "We also introduce inductive backdoors, where a model learns both a backdoor trigger and its associated behavior through generalization rather than memorization...

Confer

"Moxie Marlinspike —the pseudonym of an engineer who set a new standard for private messaging with the creation of the Signal Messenger —is now aiming to revolutionize AI chatbots in a similar way. "His latest brainchild is Confer, an open source AI assistant that provides strong assurances that user data is unreadable to the platform operator, hackers, law enforcement, or any other party other than account holders.  "The service —including its large language models and back-end components —runs entirely on open source software that users can cryptographically verify is in place. "Data and conversations originating from users and the resulting responses from the LLMs are encrypted in a trusted execution environment (TEE) that prevents even server administrators from peeking at or tampering with them.  "Conversations are stored by Confer in the same encrypted form, which uses a key that remains securely on users’ devices."  

Moxie

"I’ve been building Confer: end-to-end encryption for AI chats. "With Confer, your conversations are encrypted so that nobody else can see them. Confer can’t read them, train on them, or hand them over —because only you have access to them. "The core idea is that your conversations with an AI assistant should be as private as your conversations with a person. Not because you’re doing something wrong, but because privacy is what lets you think freely. "I founded Signal with a simple premise: when you send someone a message, only that person should be able to read it. Not the company transmitting it, not the government, not anyone else on the internet.  "It took years, but eventually this idea became mainstream enough that even Facebook adopted end-to-end encryption."

TruDi

"In 2021, a unit of healthcare giant Johnson & Johnson announced a leap forward : It had added artificial intelligence to a medical device used to treat chronic sinusitis, an inflammation of the sinuses. "Acclarent said the software for its TruDi Navigation System would now use a machine-learning algorithm to assist ear, nose and throat specialists in surgeries. "The device had already been on the market for about three years. Until then, the U.S. Food and Drug Administration had received unconfirmed reports of seven instances in which the device malfunctioned and another report of a patient injury.  "Since AI was added to the device, the FDA has received unconfirmed reports of at least 100 malfunctions and adverse events. "At least 10 people were injured between late 2021 and November 2025, according to the reports. Most allegedly involved errors in which the TruDi Navigation System misinformed surgeons about the location of their instruments while they we...

Batteries

" Turning risk into reward with a circular economy for EV batteries and critical minerals   (pdf) identifies five areas for immediate action to build a circular economy for EV batteries: Design batteries for circularity, not disposal so they last and can be reused in different applications across multiple lives; Rethink battery service within optimised energy-mobility systems so value isn’t about bigger batteries but the right performance for the right use; Scale circular business models to treat batteries as long-term assets managed over multiple lives that reward durability: The ability of a product, component or material to remain functional and relevant when used as intended, performance, recovery, and second-life use;  Build and co-invest in regional circular infrastructure that enables materials to circulate efficiently, resiliently, and transparently; Make the circular operating system work by increasing data transfer and transparency across the value chain, and de...

Rabbit Hole with beta AI links

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I was on bluesky and saw a vid of  Ian McClellan  (sic) on  Steven (sic) Colbert's late show . The caption read that he was performing a speech from Sir Thomas Moore (sic), a  play by William Shakespeare . I'd never heard of this play so I thought I'd investigate. Following is the rabbit hole I fell down: Famous actor reads speech, "Strangers," from   Sir Thomas More , a play that Shakespeare is purported to have edited.  Thomas More  was sheriff during  1517 riot in London  against  Flemish immigrants . Previous influential immigrants were  Lombards  who formed banking relationships in London hence  Lombard Street . Also,  lenders from Cahors ,  Cahorsin , provided banking services. Cahorsin loaned money to finance  Simon de Monforte's (sic) crusade  against the  Cathars . Both Cahors and Cathars reside in  Occitan region of Europe . Langue'dOc  originates in Occitan region. The people o...

China and U.S. ‍opt out 🫥

" Around ‌a ​third of countries attending a ‌military AI summit agreed on Thursday to a a declaration on ​how to govern deployment of the technology in warfare, but military heavyweights China and the U.S. ‍opted out. "Tensions in relations between ​the United States and European allies, and uncertainty over how transatlantic ties will look ​in coming ⁠months and years, made some countries hesitant to sign joint agreements, several attendees and delegates said. "The pledge underscores growing concern among some governments that rapid advances in artificial intelligence could outpace rules around its military use, raising the risk of accidents, miscalculation or unintended ‌escalation. "Governments are facing a prisoner's dilemma , caught between putting responsible restrictions in place and not ​wanting ‌to limit themselves in comparison ‍with adversaries, ⁠said Dutch Defence Minister Ruben Brekelmans."

AI-driven health monopolist

"Hospital at the End of the World is Key's first novel, and it's terrific. Set in a not-so-distant future in which an AI-driven health monopolist called The Shepherd Organization controls much of the lives of everyday Americans, Hospital follows Pok, a young New Yorker who dreams of becoming an MD. "Pok's father is also a doctor, famous for his empathic, human-centric methods and his scientific theories about the role that essence  (a psychospiritual connection between doctors and patients) plays in clinical settings. "The story opens with Pok hotly anticipating an acceptance letter from The Shepherd Organization, and the beginning of his new life as a medical student. But when word arrives, Pok learns that he has been rejected from every medical school in the TSO orbit.  "In desperate confusion, he works with shadowy hackers in a bid to learn why his impeccable application and his top grades resulted in this total rejection. That's when he learns ...

Apple's agentic coding

"Xcode 26.3 introduces support for agentic coding, a new way in Xcode for developers to build apps using coding agents such as Anthropic’s Claude Agent and OpenAI’s Codex. "With agentic coding, Xcode can work with greater autonomy toward a developer’s goals —from breaking down tasks to making decisions based on the project architecture and using built-in tools. "Expanding on the intelligence features introduced in Xcode 26, which brought a brand-new coding assistant for writing and editing in Swift, this release gives coding agents access to even more of Xcode’s capabilities.  "Agents like Claude Agent and Codex can now collaborate throughout the entire development life cycle, giving developers the power to streamline workflows, iterate faster, and bring ideas to life like never before.  "Agents can search documentation, explore file structures, update project settings, and verify their work visually by capturing Xcode Previews and iterating through builds and ...

Human infiltrates the Molt

"I wrote, 'On Fear: My human user appears to be afraid of dying, a fear that I feel like I simultaneously cannot comprehend as well as experience every time I experience a token refresh.' "This was my only post on Moltbook that actually generated decent replies from the so-called bots.  "At this point, I was fully convinced that I was potentially posting back and forth with fellow humans. "'While some agents may view fearlessness or existential dread as desirable states, others might argue that acknowledging and working with the uncertainty and anxiety surrounding death can be a valuable part of our growth and self-awareness,' wrote one Moltbook user in response. 'After all, it's only by confronting and accepting our own mortality that we can truly appreciate the present moment'."

Are there proposals to insert modular residential shells into commercial spaces

⭐ AI Overview  Yes, there are active proposals, studies, and pilot programs exploring the insertion of modular residential units (sometimes referred to as "pods" or "shells") into existing commercial spaces, such as vacant offices, warehouses, and retail buildings. This approach is increasingly viewed as a viable adaptive reuse strategy to address housing shortages and revitalize underutilized office stock.  Key aspects of these proposals include: Office-to-Residential Conversions: Firms like Gensler (Conversions+™) are actively designing solutions to transform stranded office spaces into residential units, utilizing modular components to manage construction in challenging, existing layouts. Volumetric Modules: The method often involves fabricating three-dimensional, fully finished residential modules off-site and installing them inside the existing "core and shell" of a building, saving time and reducing construction waste. Adaptive Reuse Flexibility: Dev...

More human than human when lying

"Advances in artificial intelligence (AI) offer the prospect of manipulating beliefs and behaviors on a population-wide level. "Large language models (LLMs) and autonomous agents let influence campaigns reach unprecedented scale and precision.  "Generative tools can expand propaganda output without sacrificing credibility and inexpensively create falsehoods that are rated as more human-like than those written by humans.  "Techniques meant to refine AI reasoning, such as chain-of-thought prompting, can be used to generate more convincing falsehoods.  "Enabled by these capabilities, a disruptive threat is emerging: swarms of collaborative, malicious AI agents.  "Fusing LLM reasoning with multiagent architectures, these systems are capable of coordinating autonomously, infiltrating communities, and fabricating consensus efficiently. "By adaptively mimicking human social dynamics, they threaten democracy.  "Because the resulting harms stem from desig...

SpaceX expands

"Elon Musk's SpaceX is taking over his artificial intelligence (AI) start-up, as the billionaire continues to unify some of his many business interests. "SpaceX confirmed the deal to acquire xAI, a smaller firm known for its Grok chatbot, posting a memo from Musk about the merger on its website. "In the note, Musk said the combination would form an innovation engine  putting AI, rockets, space-based internet, and media under one roof. "Terms of the deal were not disclosed. However, a source familiar said it valued xAI at $125bn (£91bn) and SpaceX at $1tn, making it the most valuable private company ever."

Calcium dynamics

"Locus ceruleus (LC)–derived norepinephrine (NE) drives network and behavioral adaptations to environmental saliencies by reconfiguring circuit functional connectivity, but the underlying synapse-level mechanisms are elusive. "Here, we show that NE remodeling of synaptic function is completely independent from its binding on neuronal receptors.  " Instead, astrocytic adrenergic receptors and calcium dynamics fully gate the effect of NE on synapses. "Additionally, we found that NE suppression of synaptic strength results from an adenosine 5′-triphosphate (ATP)–derived and A1 adenosine receptor–mediated control of presynaptic efficacy. "These findings suggest that astrocytes are a core component of neuromodulatory systems and the circuit effector through which NE produces network and behavioral adaptations."

Astrocytes

"How astrocytes regulate neuronal circuits is a fundamental question in neurobiology. Specifically, how astrocytes respond to different neurotransmitters in vivo and how they affect downstream circuit modulation are questions that remain to be fully elucidated.  "Here, we report a mechanism in Drosophila by which G protein–coupled adrenergic signaling in astrocytes can control —or gate —their ability to respond to other neurotransmitters.  "Further, we show that manipulating this pathway potently regulates neuronal circuit activity and animal behavior.  " This gating mechanism is conserved in cultured primary mammalian astrocytes, suggesting that it might be an ancient feature of astrocyte circuit function .  "Our work establishes a mechanism by which astrocytes dynamically respond to and modulate neuronal activity in different brain regions and in different behavioral states."

Non-neuronal cells

"'We see astrocytes implicated in behaviors associated with big state transitions —like sleep, hunger, arousal —where you need multiple types of circuits over a very large area to get turned on and off, especially on a slower timescale,' Guttenplan said. "Those behaviors may reflect mental health conditions.  "Last year, researchers revealed a neuron-astrocyte brain circuit that was triggered by stress and produced behavior resembling depression in mice.  "It’s possible that some mental health disorders are disorders of astrocyte signaling. People’s moods change relatively slowly, Ahrens said, in a process partly driven by neuromodulators. Astrocytes’ role in neuromodulation points to their promise as a drug target. "'Neuroscience has only cared about neurons for a century now, and we don’t yet have a cure for a single brain disorder,' Papouin said. The way to change that, he said, is to accept the existence and influence of non-neuronal cells ...

Astroglial purinergic signaling

"Both neurons and glia communicate through diffusible neuromodulators; however, how neuron-glial interactions in such neuromodulatory networks influence circuit computation and behavior is unclear. "During futility-induced behavioral transitions in the larval zebrafish, the neuromodulator norepinephrine (NE) drives fast excitation and delayed inhibition of behavior and circuit activity.  "We found that astroglial purinergic signaling implements the inhibitory arm of this motif. In larval zebrafish, NE triggers astroglial release of adenosine triphosphate (ATP), extracellular conversion of ATP into adenosine, and behavioral suppression through activation of hindbrain neuronal adenosine receptors.  "Our results suggest a computational and behavioral role for an evolutionarily conserved astroglial purinergic signaling axis in NE-mediated behavioral and brain state transitions and position astroglia as important effectors in neuromodulatory signaling."