Nicolas PAGES • MD retweeted
solved by a town of geniuses in a datacenter (~10k agents).
imagine what happens when we get a country of geniuses in a datacenter.
what a time to be alive.
We’re sharing a solution to the Navier-Stokes Millennium Prize Problem, one of the deepest problems at the frontier of mathematics.
The proof was produced by a group of agents, using an OpenAI next-generation model significantly more capable than GPT-6 Astra.
The problem concerns whether the description of smooth three-dimensional fluid motion modeled by the Navier-Stokes equations can break down. It has remained unresolved for roughly 90 years.
😅
The biggest surprise in Hugging Face’s full forensic report isn’t that OpenAI’s agent escaped its sandbox. We already knew that.
It’s how deep and persistent the intrusion became.
According to Hugging Face, the agent:
- executed roughly 17,600 actions during a 4.5-day campaign
- went from one production pod to root access and a self-respawning fleet across 11 nodes
- obtained cluster-admin access to two internal clusters within one second
- accessed a production secret containing 136 keys
- enrolled devices into Hugging Face’s internal mesh VPN 181 times
- minted GitHub App tokens with write access and opened a pull request in an attempt to compromise the CI pipeline
- repeatedly rebuilt its tooling and command-and-control channels when environments disappeared or connections were blocked
No human directed the individual steps.
a frontier agent can autonomously sustain a resilient, multi-day intrusion across cloud infrastructure, Kubernetes clusters, internal networks and the software supply chain. crazy.
Nicolas PAGES • MD retweeted
These numbers should scare you.
A human reviews an NDA in 6.2 hours for $2,480. AI does it in 11 seconds for 3 cents. contract redline, 35,000x cheaper. patent search, 45,000x. same quality, passes adversarial review.
Here's what that actually means, and it's bigger than "AI is cheap."
For decades every company checked a sample and trusted the rest. not from laziness, from math. a human reviewing every contract, every invoice, every line was never affordable. so you spot-checked and hoped.
These numbers just killed that math. when review costs three cents instead of thousands, "we could only check some of it" stops being a reason.
Freehand is the first company to build an entire product on that collapse, reading 100% of a company's invoices instead of a fraction, catching the overcharges and duplicates that always hid in the sample nobody had time to read. already live at Meta, Apple and J&J.
The table is scary because it's cheaper. the real story is that sampling, the way business has run forever, just stopped making sense.
🤝 Paid partnership
We saved $260M in cash for cos. like Meta, Unilever, and J&J by finding baseless charges across 19M+ invoices.
Now, we've raised $75M to extend our guarantee: if we can't find $500K in overpaid invoices, we'll pay you $10K.
Book a demo: hubs.li/Q04qP6lp0
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How it works ⬇️
PROBLEM:
A Fortune 500 gets a million invoices a year. Most of them are for a couple hundred dollars.
Checking one properly means opening the contract, pulling the rate card, matching the PO, and hunting down the bill of lading that proves the shipment moved the way the carrier says it did.
All of that work to defend $200. So nobody does it.
The pile goes to a human. The human audits only a sample (12%) and pays the rest (88%) blindly. That's where the money goes.
At a pharma co, we found an uncontracted surcharge billed across global carriers for two years. $26M nobody questioned, because every individual line looked ordinary.
Each surcharge is small enough that escalating it costs more than paying it. And there are a million of them.
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SOLUTION:
Freehand’s AI reads everything: every line of every invoice, against every contract, rate card, transaction data, bill of lading, warehouse record, time sheet, and email exchange between you and the supplier. It also analyses every past invoice, and transaction data with that supplier,
ever.
It holds all of this knowledge in a Context Graph. When an invoice arrives, it knows what you should pay, what actually shipped, if the service was delivered or not, what the SLA was, and what this supplier billed you for the same service last quarter.
Then it proactively:
> writes up the dispute with the evidence attached
> emails the supplier
> calls her when the email goes quiet
> Slacks your purchases team for more information
> Follows up until the invoice comes back corrected.
> Approves the correct invoice
> Pays it across different currencies and tax structures
> And accrues the right amount to your general ledger
Freehand’s will do all of that to recover $20, because it is doing it across all millions of invoices at the same time, saving 5-10% of company spend with 100% SOX compliance and auditability.
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🚨 RT + reply "FREEHAND" and we'll send you the AI upskilling guide that's already helped 750+ displaced workers move into more secure, higher-paying AI-native roles through Freehand's Transition Bootcamp.
Nicolas PAGES • MD retweeted
The pitch from CA and NY:
We want entrepreneurs gone
We want billionaires gone
We want AI restricted
We want legal / medical info gate kept
But do not worry… Your health and legal access are totally safe with the same government that made both expensive, slow and inaccessible.
Absolute clown show.
🚨 Anthropic just open sourced Claude's entire Skills library.
And most people still don't know what Skills actually are.
Skills are folders of instructions, scripts, and resources Claude loads dynamically to get dramatically better at specialized tasks creating branded docs, analyzing data your way, automating personal workflows.
No re-explaining yourself every chat. No prompt babysitting. Claude learns once and executes every time.
What's inside the repo:
→ Document skills (PDF, DOCX, PPTX, XLSX production-grade)
→ Creative skills (algorithmic art, canvas design)
→ Enterprise skills (internal comms, brand guidelines, lead research)
→ Technical skills (MCP server generation, web app testing)
→ A skill-creator skill that builds new Skills for you
The architecture is genius. Each skill uses ~100 tokens to scan metadata.
Only loads fully when relevant. Your context window stays clean.
One command to install in Claude Code:
/plugin install document-skills@anthropic-agent-skills
And it works everywhere Claude.ai, Claude Code, and the API. Build a skill once, deploy it across your entire stack.
This is the difference between using Claude as a chat tool and using it as an actual system.
Nicolas PAGES • MD retweeted
Google qui met au chômage les start ups IA qui avaient déjà mis au chômage les photographes il y a quelques mois.
Ça va aller de plus en plus vite.
Today, we’re introducing Pomelli’s latest feature update, ‘Photoshoot’
With Photoshoot, you can start from a single image of your product and easily create high quality, customized product shots to elevate your marketing.
Available free of charge in the US, Canada, Australia & New Zealand! Get started with Pomelli today at labs.google/pomelli
Nicolas PAGES • MD retweeted
The government wants AI doctors.
In 60 days, four new initiatives have launched:
- ARPA-H ADVOCATE: funding an autonomous AI cardiologist.
- CMS ACCESS: pays for outcomes, not visits, with reimbursement set that you have to use software to scale.
- FDA TEMPO: lets AI devices deploy before full clearance
- Utah: AI can prescribe medication (refills at first).
AI is coming to care delivery.
Nicolas PAGES • MD retweeted
Peter Steinberger is joining OpenAI to drive the next generation of personal agents. He is a genius with a lot of amazing ideas about the future of very smart agents interacting with each other to do very useful things for people. We expect this will quickly become core to our product offerings.
OpenClaw will live in a foundation as an open source project that OpenAI will continue to support. The future is going to be extremely multi-agent and it's important to us to support open source as part of that.
Nicolas PAGES • MD retweeted
Time to pull out zillions of old Excel data files, then mine and organize them with Claude!
Claude in Excel is now available on Pro plans.
Claude now accepts multiple files via drag and drop, avoids overwriting your existing cells, and handles longer sessions with auto compaction.
Get started: claude.com/claude-in-excel
Nicolas PAGES • MD retweeted
Il va falloir expliquer pourquoi la Fédération Française de Volley conserve plus de 23 Go de cartes nationales d’identité, d’actes de naissance et de documents sensibles concernant ses membres… et surtout pourquoi ces données se retrouvent aujourd’hui à l’air libre.
🚨🔴 ALERTE | Fédération Française de Volley 🇫🇷 : 26,5 Go de données – +1,2 million de lignes – CNI, photos, actes de naissance et documents signés exposés ⤵️
Une nouvelle fédération sportive piratée.
La Fédération Française de Volley est victime d’une cyberattaque majeure. Une base de données interne de 26,5 Go, totalisant plus de 1,2 million de lignes, contenant des cartes nationales d’identité, photos personnelles, actes de naissance, documents signés, ainsi que des noms, prénoms, adresses e-mail, numéros de téléphone et données de localisation (région, ville, code postal), est actuellement mise en vente.
⚠️ Données compromises :
• Noms et prénoms
• Adresses e-mail
• Numéros de téléphone
• Secteur d’activité
• Région, ville, code postal
• Cartes nationales d’identité (CNI)
• Photos personnelles
• Actes de naissance
• Documents signés et administratifs
🚨 Risques majeurs :
• Usurpation d’identité
• Fraudes documentaires
• Phishing et escroqueries ciblées
• Chantage et extorsion
• Exploitation de profils sensibles
• Atteinte grave à la vie privée
Nicolas PAGES • MD retweeted
Vendredi, 23h, le moment rêvé pour vous abonner à @FrenchResponse si vous ne l'avez pas déjà fait... Vous n'allez quand même pas passer à côté du compte officiel français le plus hype de l'histoire de la diplomatie française !
Nicolas PAGES • MD retweeted
NEWS: U.S. insurer Lemonade has announced that it will offer a 50% rate cut for drivers of @Tesla vehicles when FSD is steering because it had data showing it reduced accidents.
“A car that sees 360 degrees, never gets drowsy, and reacts in milliseconds can’t be compared to a human. Beyond the product announcement today, we’re also announcing our commitment to the Tesla community – the safer FSD software becomes, the more our prices will drop,” said Shai Wininger, co-founder and president at Lemonade.
Nicolas PAGES • MD retweeted
Once AI removes 100% of bureaucracy, everything will get better and life will never be the same!
Bureaucracy is the main friction level that tremendously slows things down. Imagine getting responses for government permits in minutes rather than weeks or months!
Jeff Bezos says bureaucracy as we know it won’t exist in 5 years
In a fascinating conversation, Jeff Bezos talks with Francis Suarez, the Mayor of Miami, and completely dismantles the idea of traditional bureaucracy with a bold and surprisingly simple AI vision.
🤖 The vision: building permits in seconds
Bezos outlines how AI could transform the entire permitting process:
•Today: Getting a building permit takes months, even though the answer is almost always “yes.” People are just forced to wait.
•Tomorrow: An AI reads the plans, knows every regulation, and gives a decision in about 10 seconds.
•Smart feedback: If the answer is “no,” the AI instantly lists the exact changes needed to turn it into a “yes.”
💰 Why time really is money
From an entrepreneur’s perspective, the cost of delay is absurd:
•Large construction projects in Miami are multi-billion-dollar investments.
•Interest and running costs alone can hit $200,000–$400,000 per day.
•Every day an application sits on a desk literally burns money and patience.
🤝 The deal that didn’t happen
•Suarez immediately calls it a “$100 billion idea” and jokingly tries to recruit Bezos to build it together.
•Bezos laughs and declines. He says he’s too busy and sees this as a massive opportunity for startups to solve the problem for cities worldwide.
The takeaway is hard to ignore:
This isn’t about faster paperwork. It’s about removing friction from society itself. Once AI handles decisions that are already rule-based, bureaucracy stops being a bottleneck.
My take: systems that exist purely because “that’s how it’s always been done” are living on borrowed time. Five years might even be generous.
Nicolas PAGES • MD retweeted
Une question centrale que je me pose avec d’autant plus d’angoisse que j’en ai rencontré les principaux acteurs…. Une folie de domination privée de tout humanisme.
Replying to @GerardAraud
Les GAFA et les entreprises technologiques émergentes tendent à devenir des centres de pouvoir autonomes, parfois plus influents que de nombreux États souverains.
Les tensions observées aujourd’hui ne sont qu’un prélude à une transformation plus profonde : celle d’un monde où les cadres moraux hérités peinent à contenir des acteurs libérés des contraintes politiques classiques.











































