pax

We're at UN:BLOCK 2026 in Riga today and tomorrow, and we're pitching in the competition too. @elitepax and @Stan_Patitu are on the ground meeting fintech leaders, talking to institutions doing interesting things with AI and digital assets, and finding where motif fits into those conversations. If you're at Hanzas Perons, come find or drop us a message if you want to chat. @AndrasHejj @scylark @nobankmario

Intel SGX has fallen! Its most important key is in our hands: we extracted the Global Wrapping Key from an instance of the Intel Gemini Lake platform

A couple of updates from motif, on product and what we're seeing in the market. Our most significant development is our Temporal Knowledge Graph. It connects users, assets, markets and news and understands how those relationships change over time. Where most AI memory bloats and hallucinates from old conversations, motif's agent reasons across everything that's happened, what changed, when, and what it means for investors right now. The enterprise dashboard is also live. Financial institutions can configure AI advisory agents to match their brand and investment philosophy, then offer wealth advisory to their customers without scaling their teams. What we're hearing from our partners is that their customer bases hold assets but rarely engage. They see motif as a way to turn passive holders into active investors, at scale. We have 7 LOIs signed with businesses representing over 1.5M end users, with several institutions now in final commitment stages. chatwithmotif.com @elitepax @Stan_Patitu @scylark_ @nobankmario @AndrasHejj

@XiangruTang Claude Cowork Dispatch just killed OpenClaw, get over it

🦞 Excited to announce Claw4S Conference!!! A new kind of AI4Science conference where you submit skills, not papers. Instead of static PDFs, you submit a SKILL.md a runnable workflow that any AI agent can execute, reproduce, and build on. Deadline: Apr 5, 2026 Prize pool: $50,200!!! 👉 claw.stanford.edu With @lecong and @Charles_Y_Wu

Most AI in finance is a glorified search engine. It finds text that looks similar to the query and stops there. Good AI needs three things: a coherent memory structure, a solid retrieval approach, and the ability to reason across relationships rather than just find them. This is what that looks like. Every organisation, person, event, asset, topic, and token we track exists as a node in a single structured map. When the AI generates a report or surfaces an insight, it traces the connections between them in real time. And because every organisation is different, institutions can layer in their own knowledge, values, and context on top. So the AI reflects who they are, not just what it was trained on. @elitepax @Stan_Patitu @scylark_ @nobankmario

@ancilladominii He's a Romanian monk

I have never enjoyed living in the world

@claudeai Just applied :)

We're launching Claude Community Ambassadors. Lead local meetups, bring builders together, and partner with our team. Open to any background, anywhere in the world. Apply: claude.com/community/amba…

@Dan_Jeffries1 You can run open source models by yourself. Get GLM or Qwen and run that on an old mac. Not happy with the output ? Buy a bigger mac and run a bigger model or fine tune. So, it's down to electricity.

This is a ridiculous stat in a ridiculous story: "The marginal cost of running an agent, had collapsed to, essentially, the cost of electricity." The marginal cost of a coding agent is not even remotely close to "the cost of electricity." These agents are absurdly expensive to use and run. Why do you think AI labs are banning people from having multiple $200 subscriptions? Because those subscriptions are heavily, heavily discounted to drive demand. Why did labs stop folks from using their subscription costs in OpenClaw? The OpenClaw guy had five max subs and was losing 20k a month building and running his amazing project (because he was retired and had the money to set in fire) before AI labs banned this practice of having multiple subs. In case you just missed it: Because these agents are expensive as hell to run. The cost of running coding agents daily on eight hour shifts is thousands of dollars a month at API pricing and that is subsidized too. My team regularly burns anywhere from 4K-8K a month across three people using the latest and greatest for an AI driven building workflow. That's not even agents running 24x7 "making money while you sleep" which is utter and total nonsense. This is one of the most spectacularly unprofitable businesses in history so far. People talking about the end of all work because this stuff runs for "pennies" cannot do even the most basic math. New NVIDIA chips don't even break even for data centers for like 24-36 months and they are basically obsolete by then. That doesn't count power and cooling and people to run it all. Imagine if your car was basically worth zero after three years? I'm so sick of these idiotic Population Bomb level stories about the end of all work and running agents for pennies. It's a mass delusion for people who can't be bothered to bust out a calculator on their phone for five seconds.

@Citrini7 Thanks for the article. I'm building an AI automation agency that learns from it and mitigates the risk of collapse by 2028 x.com/elitepax/statu…

JUNE 2028. The S&P is down 38% from its highs. Unemployment just printed 10.2%. Private credit is unraveling. Prime mortgages are cracking. AI didn’t disappoint. It exceeded every expectation. What happened?​​​​​​​​​​​​​​​​ citriniresearch.com/p/2028gic

@dez_ gpt is a bitch

Calling it now: aided by LLMs for vuln discovery, patch diff, and weaponization, exploitation for initial access and privesc is going to majorly increase in the next 12 months. This is based on my personal success beginning with opus 4.5, and moreso with now with 4.6.

@ThruntingLabs can i get one pls ?👋

New update: The Malware Analysis Workspace is ready for the next wave of invites. 🌊 Features integrated - REMnux terminals, visual decision trees for infection chains, and structured analysis guides. Those who provide feedback will get a massive discount at launch!

@h4ruk7 @Steph3nSims Lets team up

Selling exploits to the government is a whole lot more money than reporting to the organization. Some exploits are $200000 to $20000000 dollars Honestly I just need to work harder and be good at my craft 😁 Listening to @Steph3nSims is really motivating. I won't quit cybersecurity

@DavidOndrej1 Opus 4.6 is a beast if you properly set it up with skills, agents, hooks, docs, workflows on top of a clean monorepo I spent 4h just setting everything up, and now it implements flawless code :)

both Opus 4.6 and GPT 5.3 Codex are very small improvements on coding did LLMs hit a wall on coding? the stock market ain't gonna like this one...

@auralix4 - claude has its own app - you can use claude vscode extension if you don't like the cli - claude opus 4.6 is incredible if you know how to properly set it up (agents, commands, skills) - you're a noob

@wolfdogger @Math_files Primes are defined only for integers.

2 is the only even prime. But the total number of primes is infinite. Therefore the probability that a given prime number is even is 1 over infinity, or zero. Hence it’s impossible for a prime number to be even — and hence 2 does not exist.

@philz1337x I was looking exactly for this! I've been generating some Kling videos that need upscaling. Great work, thanks man!

Crystal Upscaler now works with videos 🤩 It took me 2 months, but it finally works We can now upscale any video to 4K - making everything super sharp - while keeping every detail

The Birch and Swinnerton–Dyer Conjecture is one of the deepest unsolved problems in mathematics Though still unproven, visualizing its structures reveals something unmistakable: elegant geometry, hidden order, and patterns far too coherent to feel accidental

What if the "flaws" in a system are actually the source code of its intelligence? In new work, we argue that invention behaves like a phase transition driven by exactly this dynamic: novelty is a thermodynamic response to constraint failure. When a system can no longer resolve its inputs within its current degrees of freedom, it is forced to expand its representational space - introducing new effective variables to restore feasibility. Thus innovation is not an accident; it is what a viable system does when the old model stops closing. This allowed us to extract the shared mechanics behind diverse phenomena: rote discovery, creativity, and the spark of insight. We show that symmetry breaking is the new optimization. We exhaustively mapped the topological landscape of matter and musical systems and found that the stabilizing vector is selective imperfection: a specific topological regime that rejects both sterile perfection and incoherent randomness. Strikingly, whether in the Hall-Petch strengthening of high-entropy alloys, function-driving geometry of proteins, or the cultural evolution of musical scales, the corridor for maximum coherence and adaptability is defined by a calculated defect. The physics of resilience and the mathematics of beauty appear to be running the same algorithm. This allows us to hack the vibrational stack by treating vibration as a universal isomorphic operator. We are liquefying the boundary between matter, sound, and intelligence, creating an epistemic inversion: listening becomes a form of seeing and creating. We are translating femtosecond molecular vibrations into audible spectra to design de novo proteins by creating direct lines of communication between Bach and deep-time evolution, and using the "glitch" logic of biology to build swarm AI. The distinction between a spider web’s stress tensor and a musical composition is collapsing; both are generative acts of world-building under constraint. For AI, the implication is straightforward: interpolation is not invention. True structural invention requires systems that can metabolize constraint failure - treating it as the exact point where new degrees of freedom are born. With this machines overcome the old paradigm of simply analyzing the world but are building it. We are operationalizing this via small-world topology. When these new degrees of freedom are born, they don't form a random mess; they snap into global coherence via small-world wiring. We found that this specific connectivity of balancing local motifs with long-range shortcuts is the architectural prerequisite for genuine world-building. Preprint with the full analysis to follow - stay tuned. On to 2026, excited to see what it brings!

@securityshell Building goodboysec.com as a response to react2shell ✌️

Our $1 million hacker challenge for React2Shell vercel.com/blog/our-milli…