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Unsupervised Learning is a security, AI, and meaning-focused newsletter that looks at how best to
thrive as humans in a world that’s changing faster than ever. It combines
original ideas and analysis to bring you not just what’s happening—but why it matters, and how to respond.
Happy Monday!
Had a blast speaking at OpenAI last week on how I’ve been integrating AI
into my life for the last year! It was like an overview of what I talked
about in the AUGMENTED course, and on the Bombal video, but more condensed.
Was blown away by the positive response! Love that company.
?Ok, here’s the project I’ve been raving about! It’s called
Fabric, and it’s basically a way to integrate AI into your life. It’s a massive
collection of prompts, command line clients, and server infrastructure for
running your own AI ecosystem!
fabric is an open-source framework for augmenting humans using AI.
Everyone has a billion different AI prompts, but how do you find the best
ones? How do you upload yours? How do you use them from the command line?
And how do you set up your own infrastructure to use your custom prompts?
Fabric is an answer to those questions.
github.com/danielmiessler/fabric
It’s still early, and we’re adding tons of stuff to it (and more
documentation), but you can go there now and start using the prompts today.
The patterns (prompts) we have uploaded so far
Quickstart:
For the fastest start, head to
/patterns
and you can use those anywhere you use prompts. See above.
To build your own server, head to
/infrastructure/server.
And coming soon: brew install fabric
Enjoy! And let me know what you’d like to see in the project!
I hope you have a great week! Let’s get into it…
A Conversation with Shil Sircar from Blackberry Data Science – Unsupervised
Learning
In this sponsored episode of Unsupervised Learning, we talked to Shil
Sircar. Shil is the Senior VP of Engineering and Data Science at Blackberry,
and we talked about:
– Machine Learning in Cybersecurity – The
Evolution from ML to Generative AI – Predictive vs. Generative Models –
Preventive AI in Cybersecurity – The Cylance AI Platform – Attacker vs.
Defender Dynamics – Temporal Advantage in Threat Detection – Synthetic
Malware Generation – Behavioral Analysis for Cybersecurity – And the Future
of AI in Cybersecurity
omny.fm/shows/unsupervised-learning/a-conversation-with-shil-sircar-from-blackberry-da
I Think 80% of Jobs Go Away
The combination of factors I see leading to a killers-only workforce.
(Member Content)
danielmiessler.com/p/80-jobs-go-away
The NSA has been buying American browsing data from data brokers without
warrants. I bet it’s totally “legal”-ish because they’re getting it from
“legitimate” data brokers, but it seems shady AF because they normally would
have needed a warrant to get the same kind of information.
MORE
South Korean intelligence says North Korea’s hackers are now leveraging
generative AI to launch cyberattacks.
MORE
?One of the most powerful uses of AI—and especially agents—will be going
through millions of targets and figuring out what to attack, when, and
using which technique. Red will move much faster than blue on this. Attackers can be sloppy and fast, and defenders have to be a lot slower
and more careful. Over time (2-5 years?), this imbalance will switch
to the defenders having the advantage due to them having more
context.
A lot of hype was made about a data dump of over 26 billion records, but it
looks like it’s really a collection of multiple previous breaches.
MORE
If we have such a massive cyber skills gap, why are so many companies laying
off workers in security jobs? Despite a predicted 32% growth in
cybersecurity jobs through 2032, the industry faced over 9,100 layoffs since
March 2020, with 55 vendors reporting cuts last year.
MORE
Advisories
?Confluence Server Attacks — Over 600 IPs are hammering Atlassian
Confluence servers with remote code execution attempts. | CRITICAL |
CVE-2023-22527 | CVSS Score: 10
MORE
Sponsor
The Critical State of AI in the Cloud
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among both end-users and businesses. But at what rate? In this new Wiz Research report, discover how many organizations are adopting managed AI services and what this could mean for your security teams.
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Be the first to get access to these exclusive insights!
wiz.io/lo/state-of-ai-report-2024
British intelligence is saying AI will supercharge ransomware attacks in the
next couple of years. They’re “almost certain” we’ll see a spike in both the
number and severity of attacks, thanks to AI making hacking tasks like
reconnaissance and social engineering more efficient and harder to detect.
MORE
?This is very similar to the point above. Think of it this way: where could attackers (and defenders) benefit from 100,000 interns
performing a particular set of tasks?
If you’re an attacker with 100,000 interns you could create a deep
dossier on each potential target inside of a company, and then create a
plan for how to go after them. Well, the better AI (and specifically
agents) get, the more realistic this becomes. Attackers will basically
say, “Create a dossier on every person at that company, find the types of
emails they’re almost guaranteed to click on based on a psychological
analysis of their personalities based on their online activity, and then
build and launch those campaigns, starting with the people who can give
us the most access.”
MIT researchers developed a computational imaging algorithm that lets the
ambient light sensor capture images without needing security access to the
camera. This method exploits the fact that apps can access these sensors
without asking, a loophole not previously considered a privacy risk.
MORE
X has rolled out passkeys for iOS users. The move follows a series of
high-profile account hacks and the controversial decision to drop SMS
two-factor authentication for non-subscribers.
MORE
Cybersecurity firms Snyk and Cato Networks are getting ready to IPO. Seems
like weird timing, but ok. Happy to see the activity, and I hope it
encourages others to follow.
MORE
3 US troops have been killed by an Iranian drone in Jordan, and Biden has
vowed to respond.
MORE
Incidents
Trello had a breach that exposed over 15 million users’ emails and
names, and Loan Depot’s ransomware attack affected over 16 million
customers’ info.
MORE
?I’m a bit shook by how close I am to not mentioning breaches at all.
Almost nobody cares. Of course the CISO at the place does, but the
collective memory on these things is non-existent. Unless it’s some kind
of major event, it’s just background noise. Part of doing business. Just
like fraud charges for banks. 10 years ago we thought we’d stop doing
business with companies that got hacked. Today, virtually everyone’s been
hacked. And nobody cares.
? Continue reading online to avoid the email cutoff issue ?
You can now do @ to mention a custom GPT in a conversation within ChatGPT.
So imagine you are trying to make a website, you can @-in the Grimoire GPT.
MORE
All the Major Tech Layoffs in 2024 So Far
MORE | MORE
?I just released a member post
describing why I think this might get worse, i.e., why I think 80% of
current jobs go away over the next 8-12 years or so. Who really knows the
exact amount, or timeline, but I think the pressure factors are
strong.
Here’s another piece saying something similar: Tech Layoffs Not Tied to
Economic Struggles, but AI Investments MORE
OpenAI just rolled out ChatGPT Team, offering features like access to GPT-4,
DALL·E 3, and a secure workspace for team collaboration.
MORE
Elon Musk is hoping for a $6bn raise for his AI startup, xAI, to take on
OpenAI, with a valuation aiming at $20bn. Seriously? How many companies does
this guy need? And how much of this is just a push to get the Tesla stock
and control he was looking for?
MORE
Microsoft just hit a $3 trillion market cap. It’s stunning to me how
Microsoft is ascending while Google stagnates. What a difference a decade
can make.
MORE
The Biden administration is putting billions into semiconductor
manufacturing, targeting companies like Intel and TSMC to boost U.S. chip
production. This includes significant investments in new factories across
states like Arizona, Ohio, New Mexico, and Oregon, with Intel’s projects
alone surpassing $43.5 billion. Love. It.
MORE
The ‘Nones’ have taken the lead as the largest religious group in the U.S.,
with 28% of adults identifying as religiously unaffiliated, surpassing
Catholics and evangelicals.
MORE
Over half of Americans would struggle with a $1,000 emergency, says a new
survey. Only 44% could handle such an expense without borrowing, using
credit, or cutting back elsewhere.
MORE
Men are flocking to ‘man camps’ like the Modern Day Knight Project to tackle
their loneliness and redefine masculinity, often enduring intense physical
trials. These boot camps, costing up to $18,000, promise self-improvement
and mental fortitude, but experts question their extreme methods and
psychological impact. I also wonder about the Venn overlaps with militia
groups.
MORE
US agencies are telling companies not to delete Slack or Signal chats,
especially if they’re under investigation. They’re updating their language
to make it clear that companies need to preserve and hand over records from
platforms like Slack and Signal, with failure to do so potentially leading
to fines or criminal charges.
MORE
The Army’s dropping its high school diploma requirement for new recruits due
to it’s recruiting crisis. So now you’ll be able to enlist if you’re at
least 18, qualify for a job in the active-duty Army, and score at least a 50
on the ASVAB test. They only hit 40% of their recruiting goals last year.
And it looks like the Navy is doing something similar.
MORE
? Continue reading online to avoid the email cutoff issue ?
Companies Want AI, Immediately
?Anecdotal, but I was in a
meeting with a big-wig executive and some other industry experts, and the
resident VC expert (from a very reputable company) had a challenge for us.
He asked,
What percentage of funding into AI startups do you all think is coming from
internal, corporate investment groups?
Everyone guessed like 10% — 20%. I thought I was being crazy saying 60%. But
I imagined it was a high number.
He said it was 90%.
90% of money going into AI companies coming from internal companies? In this
economy? What does that say to you?
To me it says they can’t wait to get rid of most of their employees. To me
it says they know how much heat they’re getting instead of light from most
of their efforts. And they can’t wait to automate as much as possible.
As I say in my latest post,
get ready for this.
Be ready. It’s coming. Companies cannot wait for AI to replace the vast
majority of their workforce. Don’t believe any company telling you
otherwise.
More Efficient Terrorist Groups
One of the scariest things I
heard this week was Tyler Cowen saying that AI’s big threat for terrorism
isn’t making new pathogens, but actually helping them run a terrorist
organization efficiently and without getting caught. Yikes.
Trying another mechanical keyboard,
the Nuphy Air75 V2. Basically I have Vim typing sounds envy and I’m hoping this will address
the issue. Plus it’s very Mac-friendly and YouTube reviews have been
stellar.
?We had one of our best hour-long conversations during UL Bookclub this
weekend. I’d say top 3 for sure. So many topics. So many great comments. It
was extraordinary. And the book was only the onramp to the topics, as usual.
Absolutely love the book club. Never imagined being in one, and now it’s
been going strong for like 4 years.
COME BE PART OF IT
The big (commercial) app I’ve been working on is now in testing phase. I’m
about to start showing prospects!
?? Tyler Cowen on How GPT is Changing His Job
MORE
?️ Replit — A platform for coding, AI assistance, and deployment, all within
your browser. | by
replit
|
MORE
? LangGraph — It’s basically Langchain for multi-agent workflows | by
Harrison Chase
|
MORE
? Power VIM with AI — A new plugin brings AI directly into VIM, making it
easier to write code and content by integrating with your documents. | by
Song Luo |
MORE
?️ APIDetector – Efficiently scan for exposed Swagger endpoints across web
domains and subdomains. by brinhosa
|
MORE
? Tomcter – python tool developed to bruteforce Apache Tomcat manager login
with default credentials. by oppsec
|
MORE
✨ Innovative and open-source visualization application that transforms
various data formats, such as JSON, YAML, XML, CSV and more, into
interactive graphs. by
Aykut Saraç |
MORE
✍️ A student shares how AI boosts their lecture note-taking by blending
teacher’s words, presentation content, and AI-generated summaries. They use
their phone to record and live transcribe lectures, then feed the transcript
to a Large Language Model (LLM) like Claude for concise summaries, enhancing
their personal notes without replacing them. | by
snats
|
MORE
? Writing a TUI in BASH — A deep dive into creating Terminal User
Interfaces using BASH, showing it’s possible with minimal dependencies. | by
dylanaraps |
MORE
? Morpheus-1 – A model that induces lucid dream states by
propheticai
|
MORE
Rich People Don’t Talk to Robots
MORE
Ring’s stopping police access to doorbell footage.
MORE
Extreme Brainstorming Ideas to Trigger New, Better Ideas
MORE
Prompt Security is a company looking to secure AI apps against prompt
injection.
MORE
Several Truths About Success
MORE
Git commit messages are useless MORE
The Books We Can’t Wait to Read in 2024.
MORE
Everything Is a File
MORE
Bright Data’s platform is a one-stop shop for proxy networks, web scraping
tools, and pre-packaged datasets.
MORE
How I use ChatGPT daily (scientist/coder perspective)
MORE
Ash Jogalekar highlights academic papers that break barriers with their
brilliance and accessibility, becoming timeless across disciplines. These
papers are celebrated for their exceptional thought and broad relevance,
making complex ideas accessible to a wider audience. | by
Ash Jogalekar
|
MORE
Warren Buffett’s Berkshire Hathaway has 83% of its $365 billion portfolio in
just 7 stocks. I have a silly question: why not just find out what he’s
doing in terms of stocks and percentages, and match those?
MORE
Give help. Ask for help.
Give help. Ask for help.
Give help. Ask for help.
♻️
You never know where your friends are in their up-and-down cycles of
self-belief, good and bad news, etc. Reach out and offer help.
And don’t forget to ask for help when you need it too.
❝
Walking with a friend in the dark is better than walking alone in the light.
—
Helen Keller
Thank you for reading.
UL is a personal and strange combination of security, tech, AI, and lots of
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Share UL with someone like us…
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