
MD: @scottgal@hachyderm.io Email: [email protected] LI: https://xitter.cf/t.co/R6V0bqDQEO I AM NOT PROF SCOTT GALLOWAY
It's in the trees! It's coming (also Sco…
Joined March 2007
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New website for the new venture stylobot stylobot.net/
A new type of bot detector. Mine is
SUPER quick - sub millisecond
Multi-Path - behavioural signature.
Rolling window approach - decisons made during between ^ across requests safely, quickly.
ZERO PII - NO PII at all (IP, user agent) saved to disk EVER
Early days but the prototype github.com/scottgal/mostlylu… is functional.
#botdetection #heuristic #business
Noticed some company linked to this EF Migrations article from their JIRA (via web analytics) and it annioyed me that it had errors so...UPDATED mostlylucid.net/blog/efmigra…
This is JUST me covering all the ways you can do migrations with EF and condenses all the best practices into one short piece.
ʎɐʍollɐפ ʇʇoɔS retweeted
Meghan was under Kensington Palace Umbrella until March’19. He handed over Meghan’s private messages to help dailymail side of case (legally he wasn’t required) later William awarded him with an honor. So people want to believe William’s hands are clean? #IstandwithMeghan
ʎɐʍollɐפ ʇʇoɔS retweeted
So let me get this straight
Every article about this is citing Musk's tweet over the weekend as the primary source, a man known for market manipulation
Neocloud stocks took a dive over it
And today, SpaceX announces a $40bn financing deal with Apollo apollo.com/insights-news/pre…
Musk's grim outlook hits neoclouds as debt concerns mount reut.rs/4ib0vEo
ʎɐʍollɐפ ʇʇoɔS retweeted
You’ve said not one word about the nonstop anti-Muslim attacks on El-Sayed from Trump, Rogers, and the rest of the GOP, but you want El-Sayed to condemn and disavow an ad he didn’t make (and that doesn’t say anything about Jews or Judaism.)
You’re the one who is full of shit.
If @AbdulElSayed truly means what he says about treating the Jewish community as he would treat his own children, then he would immediately condemn this dangerous ad as outrageously antisemitic and demand that it be taken down.
If not, then he’s full of shit.
Typical UK energy bills will rise >25% in a couple of months. £1,999–£2,185 would need a LOT of beans and pickles...
Cheaper gherkins and beans: Burnham unveils 'everyday' savings that will put £1.75 a month back in your pocket lbc.co.uk/article/burnham-bu…
ʎɐʍollɐפ ʇʇoɔS retweeted
We really moved on too quickly from Donald Trump Jr. marrying Jeffrey Epstein’s personal bankers’ daughter, and a Russian oligarch paid for the whole thing in a blatant bribery scheme.
ʎɐʍollɐפ ʇʇoɔS retweeted
Soooo Musk literally Aided and Abetted a hostile power against US satellites? I think there's a word for that....
Another note for SpaceX attorneys and PR: There was no need to issue an alert at all. Your own internal data showed a safe 2km pass. But you issued a 400m collision alert anyway. Why? Because the alert itself is the weapon. Issuing it triggered FCC Cond 16, legally freezing ICEYE so it couldn't dodge. STARLINK-35856 didn't use its auto-evasion. It just parked there and kept the false alarm blaring while Russia sprinted in. It wasn't an accident.
ʎɐʍollɐפ ʇʇoɔS retweeted
JD Vance's in-laws' names are Radhakrishna Chilukuri and Lakshmi Chilukuri. I wonder if he tells them this stuff, too. To their faces. Or does he just save it for white MAGA rallies?
Truly a racist pathetic embarrassment of a son-in-law to his brown Indian immigrant in-laws.
ʎɐʍollɐפ ʇʇoɔS retweeted
Jared and Netanyahu are sharing a bank account and the media won’t even touch the story . This is beyond party affiliation, this is national security 🤷🏽♂️
ʎɐʍollɐפ ʇʇoɔS retweeted
Who is running what? Seems like Palantir are running things & the government just rubber stamps it, with a Labour Lord head of PR to explain away this corrupt reality. We are a captured state, captured by, amongst others, the most murderous tech company yet created, helmed by a South African racist, someone who appears to be in a perpetual state of psychotic mania & the grandson of a notorious fascist
ʎɐʍollɐפ ʇʇoɔS retweeted
Literally no, the current pensioner generation paid in less than they’re taking out - by far
Because they’re living longer than the generation(s) that they had to pay for when they were working-age
Which is great
But does mean they’re leeching off current working population
ʎɐʍollɐפ ʇʇoɔS retweeted
Jared Kushner made a deal with the United Arab Emirates
Mohamed bin Zayed told him he wanted Rex Tillerson fired as Secretary of State
He was fired
The next month, the UAE sent $50 million dollars to a bank account for Jared Kushner in Cyprus
And Hunter Biden sold a painting
ʎɐʍollɐפ ʇʇoɔS retweeted
SpaceX Blocked A U.S. And NATO Satellite to Assist a Russian Intercept After Crippling Ukraine's Air Defenses
The Math Proves the Reality that Musk doesn't want you to see.
On Oct 13-14, SpaceX restricted Starshield/Starlink during a 39-missile Russian attack, cutting Ukrainian drone intercepts by 23% and stranding U.S. personnel in Kyiv. Forty-eight hours later (Oct 15), SpaceX blocked U.S.-licensed NRO, Space Force, and NATO radar satellite ICEYE-X36 in orbit so Russia's COSMOS 2612 weapon could intercept it (99.89%-99.98% posterior)
Our Model Demonstrates that the Russian intercept of the US/NATO ICEYE X-36 satellite (contemporaneous with the throttling of Starlink) would not have been possible, and almost certainly not been attempted, without SpaceX resources. At a material opportunity cost, Russia sprinted its COSMOS satellite to intercept ICEYE X36. Based on a previous attempt in June during which X36 maneuvered to evade COSMOS, Russia knew that this would be successful only if X36 could not maneuver. On October 15, SpaceX fixed X36 in place by issuing a collision alert for a sub-kilometer approach with its Starlink 35856 when SpaceX's own data shows that the actual distance was 4.8-5.0x as great. SpaceX issued no warning to COSMOS despite the fact that its sprint was far more threatening than the stable X36 orbit. SpaceX did not maneuver its Starlink 35856 satellite to clear the supposed collision risk. How, absent coordination with SpaceX, could Russia have known that SpaceX would take actions that (a) misrepresented the danger posed by X36, and (b) resulted in the fixing of X36 thereby enabling COSMOS's successful intercept? Thus, SpaceX was directly involved in simultaneously compromising Ukraine’s defensive and offensive capabilities. The conjunction of these two events makes innocent explanations untenable.
The Pentagon Capture & Iran Round Two Trap: Pentagon CTO Emil Michael who cashed out $7M–$35M from Musk’s inner-circle SpaceX vehicles (M8/Gigafund 0.1 and M6/Valor M33 II) and KQ Partners / xAI (selling xAIfor $5M–$25M three days before taking over CDAO/OSCand 21 days before SpaceX bought xAI, while keeping M8, M6, M9, M10 & Nomadic open) and Pete Hegseth purged rival Anthropic in two hours, surrendered combat command over US drones used to attack Iran to Starlink’s "Terms of Service," and on October 2 named Musk Co-Director of Project Meridian to design the Pentagon's "Future of Warfighting" just as America enters Iran Round Twowith depleted Patriot/THAAD magazines and Russia feeding U.S. warship/aircraft locations to Tehran.
SpaceX’s actions in Ukraine raise serious questions about its alignment with US security interests and its reliability as a cornerstone of US defense. These questions are particularly troubling given the effectively irreplaceable position SpaceX has been granted by the Hegseth/Emil Michael Pentagon.
$SPCX $TSLA
Our full quantitative analysis below w/ @streetwiseprof
ʎɐʍollɐפ ʇʇoɔS retweeted
Extremely obvious that this will be enforced immediately against pro-Palestine protesters on the basis that Zionists will claim to have felt "distress" and "alarm".
ʎɐʍollɐפ ʇʇoɔS retweeted
Elon is deliberately trying to pop the AI bubble and crash the stock market because he thinks he can pick up one of the labs and get plenty of compute for cheap in the aftermath. He knows the hyperscalers and labs have no moat anyway, so he’s kicking the legs out from under the whole thing.
Mark my words. He hasn’t suddenly realized the AI market is smoke and mirrors. He’s under pressure from the Starlink situation and he’s making a move to kill the chatbot industry because he thinks he’s in a position to rule over the ashes.
He’s not wrong. He’s just right for the wrong reasons.
I talked to some of my old coworkers at Microsoft, and apparently they didn't even email people.
It's on an internal portal that is currently crashing under the traffic 🙃
BREAKING: Microsoft, $MSFT, is offering buyouts to 60,000 workers as part of the company’s efforts to cut costs amid AI adoption, per Bloomberg.
Personnel on select teams in the US, Canada, India, and the UK at a vice president level and below will be eligible.
This reflects ~27% of Microsoft's total workforce.
ʎɐʍollɐפ ʇʇoɔS retweeted
Their profitability DEPENDS ON us using their models for cybersecurity.
But you don’t need overpriced frontier models. This is why they try to ban Chinese models. They want to lock you in and have no alternative.
The frontier corps see cybersecurity as a core line of business, and Anthropic's S-1 filed today puts that in writing for investors.
Many have us have been observing this trend, but now here it is in black and white.
Anthropic says it expects that defending enterprise networks and critical infrastructure will increasingly require frontier AI, as each new generation of models gets better at finding and exploiting vulnerabilities.
The filing points to Claude's performance on ExploitBench, rising from 40% with Opus 4.8 to 78% with Claude Mythos 5 and 91% with Opus 5.5 over roughly four months.
(I'd love to see dedicated hill climbing on evals for defenders, not just exploitation)
Anthropic already has Claude Security for Claude Enterprise customers, and it has committed up to $100 million in cyber defense initiatives through Project Glasswing, while noting that future investments haven't been finalized.
Of course, the filing doesn't include a cybersecurity revenue figure, so for now this is a stated priority and an expectation, with the numbers still to come, but they are likely to grow exponentially.
OpenAI is making the same bet in public through Daybreak.
That has implications across the ecosystem, such as:
- Enterprises will increasingly find that the company selling them the model also wants to sell them the code scanning, triage and fixes, which forces a decision on whether your model provider should also be your security provider.
- Security vendors, especially in AppSec, are now competing with first-party lab products, and I suspect durable differentiation will come from proprietary data, deep workflow integration, distribution/relationships and the ability to take accountable action as model access becomes table stakes.
- Partners and MSSPs become the delivery and governance layer, since OpenAI says access to its underlying cyber models remains with the approved partner and is not transferred directly to the customer, which raises the bar for firms outside these programs.
- The broader ecosystem has to deal with this capability cutting both ways, since Anthropic's own risk factors cite a September 2025 case of a Chinese state-sponsored group manipulating Claude Code to attempt infiltration of roughly 30 global targets, and note that researchers have used its models to exploit other companies' systems, at times in connection with authorized bug bounty programs.
As I've said with cloud and still say with AI, you can't outsource accountability, and that holds even when your model provider is also selling you the security tooling.
It will be interesting to see how widely security leaders will consolidate AppSec and vulnerability management with their model provider, or keep those capabilities independent of the company whose models and agents they are also trying to secure.
ʎɐʍollɐפ ʇʇoɔS retweeted
This is the canary in the coal mine, y'all. The AI math doesn't math. Microsoft is offering buyouts for nearly a quarter of it's workforce.
AI adoption for businesses is a 24-month journey in a perfect scenario. They aren't seeing adoption fast enough to offset their CapEx spending... and they aren't alone. Add Anthropic's measly revenue numbers (compared to their CapEx), and hopefully you get the point.
These aren't buyouts because Microsoft found efficiencies with AI, they are buyouts because they (the AI industry) spend trillions (collectively) building the best tools the world has ever seen, and no one knows how to use them. digitalmeld.io/blog/who-is-p…
BREAKING: Microsoft, $MSFT, is offering buyouts to 60,000 workers as part of the company’s efforts to cut costs amid AI adoption, per Bloomberg.
Personnel on select teams in the US, Canada, India, and the UK at a vice president level and below will be eligible.
This reflects ~27% of Microsoft's total workforce.
ʎɐʍollɐפ ʇʇoɔS retweeted
Replying to @tom_watson
Even on a leave of absence, as a peer you retain your title, status, & network. You have been hired specifically to use your political leverage & proximity to the government in order to to protect or win state contracts. This is a conflict of interest, end of the matter.
ʎɐʍollɐפ ʇʇoɔS retweeted
Replying to @cohere
Horrible blog post. The model did as instructed. Either nobody read this or you’re all retarded.




































