SECURITY | AI | PURPOSE
UNSUPERVISED LEARNING is a e-newsletter about upgrading to thrive in a world filled with AI. It’s unique concepts, evaluation, psychological fashions, frameworks, and tooling to organize you for the world that’s coming.

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It’s that point of the 12 months once more! MAJOR NEOVIM and TMUX updates. This 12 months I did a lot of cleansing, added noice.lua to get some clear aesthetics (I particularly love the visible search field popup), and a bunch of different goodies. Feels so good to do in December or January! Will do a weblog/video on it quickly.

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My time server lives! Try my snmp
time.native.lan
output 👆🏼 -
I’ve opened up my AUGMENTED course once more for February of this 12 months. That is going to be a really targeted session on constructing out private TELOS information. $495. RESERVE A SLOT
Acquire Visibility & Management Over Dangerous Drive Sharing
Google Drive is the place your crew works and collaborates: it’s filled with delicate, essential data — and it’s rising quickly. Sampling our Drive prospects, we discovered that over roughly six months, the typical Drive footprint grew over 800% and sharing of delicate data elevated over 500%.
SECURITY
Jen Easterly, CISA’s director, will go away the company on January 20 as the brand new administration begins. Unhappy. MORE
💡She’s top-of-the-line issues that’s ever occurred to public cyber. I used to be holding out hope that she would keep on. What a loss.
China has deeply compromised hundreds of US telco networks in keeping with Senator Mark Warner, who says the scenario is method worse than SolarWinds. The Chinese language group “Salt Hurricane” has established persistent entry that might require changing hundreds of community gadgets, they usually doubtlessly accessed telephone name knowledge and wiretapping capabilities. MORE
💡Worse than SolarWinds. Deeply compromised telco networks. Add it to OPM, Marriott, and hundreds of different hacks. Actually uninterested in this.
Some are saying the compromise is so deep and nasty that it would require an entire rebuild to get them out. Which can take years, if it occurs.
In the meantime—they’re nonetheless our telco networks.
Volexity found Russian APT28 hackers compromising organizations subsequent door to their precise targets to hijack their WiFi networks and acquire unauthorized entry. The attackers used password spraying to get credentials, then leveraged neighboring workplaces’ gadgets to connect with the goal’s MFA-less WiFi community and transfer laterally. MORE
💡Nice. Now we now have to fret about who’s getting hacked subsequent door as nicely.
Apple has rolled out pressing updates for iOS, iPadOS, macOS, visionOS, and Safari to repair two zero-day vulnerabilities. The failings, CVE-2024-44308 and CVE-2024-44309, contain JavaScriptCore and WebKit, doubtlessly permitting code execution and XSS assaults. MORE
Wiz is buying Dazz for $450 million to spice up its cloud safety choices, particularly for builders. Rattling. Dazz simply got here out and already acquired. Good job. MORE
The Danish Navy detained the Chinese language bulk service Yi Peng 3, suspected of damaging undersea telecom cables within the Baltic Sea. The incident occurred in Danish waters, with the ship reportedly crusing over cables between Finland, Germany, Sweden, and Lithuania. MORE
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Crowdstrike says a China-linked group known as Liminal Panda has been concentrating on telecom networks in South Asia and Africa since 2020, utilizing protocols like SIGTRAN and GSM to infiltrate and gather intelligence. MORE
CISOs can now get skilled legal responsibility insurance coverage from to Crum & Forster. This new coverage protects CISOs from private legal responsibility, masking consulting work and even professional bono IT safety duties. MORE
Google’s OSS-Fuzz mission, utilizing AI, discovered 26 vulnerabilities, together with a essential OpenSSL flaw (CVE-2024-9143) that went unnoticed for 20 years. MORE
Google blocked over 1,000 pro-China propaganda websites that have been posing as reliable information shops. The websites have been run by 4 Chinese language corporations working collectively as “Glassbridge,”. MORE
Researchers discovered Russia is utilizing AI to scale up its disinfo campaigns, with a give attention to creating pretend Western personas to unfold anti-Ukraine narratives. They’re seeing extra subtle techniques like utilizing AI-generated profile photos and coordinating posts throughout a number of platforms to seem extra genuine. MORE
AI / TECH
AWS simply added automated testing of RAG setups and LLM-based mannequin analysis to Bedrock, which helps you to rapidly check totally different RAG configurations with no need human reviewers. The evaluations take a look at issues like correctness and helpfulness, with scores from 0-1 and pure language explanations for the outcomes. MORE
Anthropic launched an open-source protocol for connecting AI fashions on to knowledge sources like Google Drive and GitHub. The protocol lets AI assistants entry stay knowledge from enterprise instruments and growth environments as an alternative of being remoted, with Block and Apollo already integrating it and firms like Replit and Sourcegraph including assist. MORE
💡That is very a lot consistent with what I’ve been constructing for the final couple of years with Material and my very own inside tooling. Principally, all the pieces is microservices and knowledge sources, they usually’re all modular. I feel that’s the place all the pieces goes.
OpenAI is reportedly planning to develop an internet browser to compete with Google Chrome, integrating ChatGPT and search options. MORE
Llama 3.1 405B is now blazing quick on Cerebras Inference, hitting 969 tokens per second—12x quicker than GPT-4o and 18x quicker than Claude 3.5 Sonnet. MORE
💡This various {hardware} stuff is simply insane. These are customized chips, much like Groq, that run inference extraordinarily rapidly.
My opinion isn’t shaped but, however I’m questioning how a lot of the way forward for AI is constructing fashions vs. inference, and I feel I’m very a lot leaning in direction of inference.
Microsoft has quietly constructed the most important enterprise AI agent ecosystem with over 100,000 organizations utilizing its Copilot Studio. On the Ignite convention, they introduced assist for 1,800 massive language fashions in Azure and unveiled autonomous brokers that work with minimal oversight. MORE
Salesforce plans to rent over 1,000 individuals to assist their new AI product Agentforce, which automates customer support, gross sales, and advertising duties. The software prices $2 per agent dialog and is already being utilized by corporations like OpenTable, Saks, and Wiley. The corporate’s inventory hit a report excessive of $322.81 on the information, up 2.5%. MORE
💡Each Microsoft and Salesforce are going heavy on Agent frameworks, tooling, and merchandise. Particularly the Salesforce stuff. It’s mainly a full platform for automating individuals’s jobs.
They give the impression of being cute within the image, although, in order that they’re most likely innocent.
I’m not mad at them, by the best way. That is inevitable. I’m simply nervous for individuals and really feel like screaming into my fist once I see how blatantly that is being constructed proper in entrance of us, with most individuals being fully unaware.
Meta is utilizing massive language fashions (LLMs) to spice up their incident response, attaining a 42% accuracy in figuring out root causes of their internet monorepo. This strategy reduces imply time to decision (MTTR) from hours to seconds by surfacing doubtless points early in investigations. MORE
Nvidia simply introduced Fugatto, their new AI mannequin that makes music from textual content prompts. The title stands for Foundational Generative Audio Transformer Opus 1, and it enables you to both describe the music you need or add current audio to work from. MORE
40% of LinkedIn articles could also be AI-generated, with tech and advertising having the very best charges. Researchers analyzed 10,000 LinkedIn posts and located constant patterns in AI content material, together with longer articles and particular linguistic markers. MORE
Apple is reportedly engaged on a brand new AI-powered model of Siri, known as “LLM Siri,” to compete with ChatGPT and Google’s Gemini Stay. This improve will make Siri extra conversational and able to dealing with superior duties, like interacting with third-party apps and summarizing textual content. MORE
Zoom drops “Video” from its title because it pivots to being an “AI-first work platform.” The corporate is attempting to maneuver past its pandemic-era video conferencing success by launching complete office instruments to compete with Microsoft and Google. MORE
Meesho is dealing with 60,000 each day buyer calls in Hindi and English utilizing current LLMs mixed with customized parts for native context. The system cuts name prices by 75% and resolves 95% of queries with out human intervention. Insane stats! MORE
OpenAI’s Sora text-to-video mannequin has been leaked by early testers who declare they weren’t pretty compensated for his or her work. The leak seems to be a protest towards OpenAI’s therapy of artistic contributors. MORE
Tesla is about to launch V4 Supercharger stations subsequent 12 months, providing as much as 500kW charging for EVs and 1.2MW for Tesla Semi vans. These new stations will characteristic longer cords, CCS connectors, and bodily fee terminals, making them extra accessible for numerous EV manufacturers. MORE
Google faces its most severe authorized challenges ever, with a number of antitrust circumstances that might drive dramatic modifications to its core companies. The DOJ needs Google to promote Chrome, Epic gained a case to open up the Play Retailer, and one other case targets Google’s $237.9B advert enterprise. MORE
HUMANS
Younger docs are flocking to dermatology as a result of it pays extraordinarily nicely and has nice work-life stability. The common dermatologist makes $438,000/12 months, works 40 hours every week, and infrequently has to take name, whereas different specialties like emergency drugs require nights, weekends, and holidays. MORE
A Wired article explains find out how to get higher at coping with uncertainty and making predictions. The piece focuses on sensible methods to enhance forecasting abilities, drawing closely from intelligence companies and “superforecasters” who’re good at calibrating possibilities. MORE
The gaming trade is seeing widespread layoffs and studio closures as gamers spend much less on new video games and persist with established titles like Fortnite and Name of Responsibility. Over 14,000 video games have been launched on Steam in 2024 already, surpassing 2023’s complete, whereas established video games take up 92% of complete gaming time. MORE
Denmark plans to plant 1 billion timber and convert 10% of farmland into forests over the following 20 years to chop fertilizer use. MORE
A Pew report reveals that 21% of US adults, and practically 40% underneath 30, now get their information from influencers as an alternative of conventional media. MORE
An information scientist challenges the idea that worker efficiency follows a traditional (Gaussian) distribution, arguing it truly follows a Pareto distribution the place low performers are 3x extra frequent than excessive performers. The evaluation reveals there is not any statistical foundation for firing the underside 10% of employees yearly, and firms ought to give attention to addressing real hiring errors relatively than pressured rankings. MORE
MIT is making tuition free for undergrad college students from households making underneath $200K. If you will get in. Which most cant. The answer is to make elite schooling mainly free, to not give a pair extra individuals an opportunity. MORE
Japanese fiction gross sales are exploding within the UK, making up 43% of translated fiction in 2024 up to now. The increase began with surrealist authors like Murakami and Yoshimoto within the 90s, however has advanced into three foremost classes: literary fiction from feminine views, crime novels, and “consolation books” that includes cats and cafes. MORE
Medicare is paying vastly totally different costs for similar medicine relying on how they’re administered. The identical drugs value far more when given in hospitals vs. physician’s workplaces or at dwelling. MORE
Barnes & Noble is making a comeback with plans to open 60 new shops this 12 months, together with 12 this month. After practically going bankrupt, they’re adopting an indie bookstore vibe and letting every location tailor its choices to the group. So glad about this! MORE
IDEAS
The brand new Meta Expertise?
I feel the brand new meta-skills could be Creativity and Judgement. Let me clarify. Think about you’re sitting in entrance of a pc with a super-intelligent AI system that works for you. It might make something. Any artwork. Any program. Any firm. ANYTHING. Once you’re now not restricted by execution, the questions grow to be fairly fascinating. The primary query is: What do you inform it to make? And the second query is: How are you aware when it’s completed? Each of those require that you just perceive the world. You must know the distinction between good and unhealthy variations of issues. You must perceive issues, and options. They require that you just mainly know quite a bit, about quite a lot of various things. It takes us again to classical schooling—like Grammar, Dialectic, and Rhetoric. What I’d argue is actual schooling, versus coaching to be a company worker. In different phrases, to outlive this AI push we’d have to grow to be generalist autodidacts—with our personal specializations in fact. MORE
Onsite or Distant?
It’s unusual how some corporations and persons are so significantly better when the crew is all onsite in a single location, and others are so significantly better once they let individuals work distant. I feel it comes all the way down to this: in the event you’re a younger, feisty startup with a lot of younger, A-player expertise, it’s most likely higher to be all in-person in a single location. No exceptions. And it looks like the rest it’s finest to have flexibility. As a result of as soon as there are a number of workplaces, the advantages of getting in disintegrate rapidly. MORE
DISCOVERY
“Who’s Hiring in Tech?” — A Twitter bot (@careergus) has been monitoring and archiving tech job posts from Hacker Information’ “Who’s Hiring?” threads since 2019, constructing a dataset of over 100,000 job postings. MORE
An interesting evaluation reveals how the web’s BGP desk modifications over a single day, with 1,087,828 complete updates captured through the 24-hour interval. MORE
ssh-artwork
— A enjoyable software that permits you to create ASCII artwork in your SSH server’s public key fingerprint by manipulating the important thing era course of till you get your required sample. MORE
jsontr.ee
— A brand new software that permits you to visualize JSON knowledge as an interactive tree construction in your terminal, with assist for collapsing/increasing nodes and looking out. MORE
LaTeX.css
— A brand new CSS framework that makes your web site look precisely like a LaTeX doc, full with theorems, proofs, darkish mode, and correct math rendering. MORE
SearchGPT Shortcut
— Now you can invoke ChatGPT in internet search mode utilizing Apple Shortcuts. So as an alternative of going to LLM responses, it searches the net first. MORE
Amazon S3 Put-If-Match
— S3 now helps atomic compare-and-swap operations, letting you examine if knowledge has modified earlier than overwriting it. That is large for stopping race circumstances and implementing optimistic locking in distributed methods. MORE
Text2Motion.ai
— A brand new AI software that permits you to create animations simply by describing them in textual content, much like the way you’d use DALL-E for photographs. MORE
rga
— Ripgrep on steroids. It enables you to search via PDFs, E-Books, Workplace paperwork, zip information, tar.gz archives, and extra. It is quicker than pdfgrep
as a result of it makes use of multithreading and caches textual content extraction. MORE
ElevenLabs simply launched a podcast creation software that permits you to flip textual content into full audio reveals utilizing AI voices and music. The software can take weblog posts, information articles, or scripts and convert them into full podcasts, full with AI-generated voices and background music. MORE
Canon R1 vs Nikon Z9 vs Sony A1 II Digicam Comparability — Chris Niccolls did an in depth shootout between the three high professional cameras, with the Canon R1 profitable general however every having particular strengths. MORE
RECOMMENDATION OF THE WEEK
Once you’re excited about what schooling your younger relations want. Or your folks. Or your self. Body the query as a problem of:
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What would they inform an all-knowing and omnipotent AI to make if they’d full management of it?
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How would they know if it was completed making it?
#1 requires that they perceive the issues on the planet. That they know what ought to exist that doesn’t. #2 requires that they’ll inform the distinction between excessive and low-quality issues—which once more—comes all the way down to expertise.
Give attention to broad, world-model-building schooling that offers them each of those. I feel the sort of strategy will in the end make individuals probably the most resilient to AI alternative.
APHORISM OF THE WEEK
❝
You may’t grow to be nice till you grow to be constant.
Alex Hormozi
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