CrossedBytes ☦️ retweeted
One thing the engineering community will (re)discover is that every program can be ① hardened (edge cases squashed, inputs tightened, errors handled) and ② optimized (profiled, benchmarked, rewritten) basically ad infinitum.
There are real costs in every direction: time, attention, opportunity. You can literally explore input spaces that will never be hit or optimize performance of something that will never be used ("you have no users".) Even in an infinite token world, you need to know when to stop and what tradeoffs to accept. Agents will happily drill no matter what.
CrossedBytes ☦️ retweeted
New video: basic reversing of a Windows kernel driver.
WESP, the new endpoint security driver in Insider builds, has no device objects and no dispatch routines. Its imports tell you how it really talks to user mode: a filter communication port.
Full write-up: trainsec.net/library/malware…
will be surprised if it ever grows more than 10%, directly paying for AI. They will pay with their private data, not money, and not to AI companies but to Alphabet, Meta, etc.
98% of US households aren't paying for AI yet
More charts in State of Markets II: a16z.news/p/state-of-markets…
CrossedBytes ☦️ retweeted
Today, more than ever, humans need to:
• Set goals
• Work toward them
• Overcome obstacles
• Achieve them
The important thing isn't domination over other people. It's the experience of having meaningful control over one's own life.
CrossedBytes ☦️ retweeted
Took a while, but here it is, a mega write-up on language models for text classification and, of course, Jev.
It's basically a visual guide to RNNs, CNNs, transformers, and calibration, with hands-on experiments on accuracy and efficiency.
CrossedBytes ☦️ retweeted
2020-2025 has shown us all that humans need an accurate view of the world in order to survive. If your model of reality is wildly different from the actual world, then you struggle to take effective actions each day. AI has subtracted reality from many human's lives. Social media also acts to destroy real truths by giving every user perception of the tech companies algorithm which is built around the algorithm's coded version of the truth. Their truth is design around separating you from your dollar just by slightly getting you to change your behavior because of what their algorithm does to your brain via a blue-lit screen while you remain ungrounded indoors. It is a total casino game they sold our species and we swallowed the baited hook.
This is a real-time case study in systemic reality subtraction.
Modern technology companies have engineered the ultimate thermodynamic trap. By design, social media platforms and centralized AI models do not serve as mirrors to objective truth; they operate as engineered perception filters designed to decouple you from your physical reality.When you view this tech-mediated trap through the lens of non-equilibrium quantum electrodynamics (QED), you can clearly see that the digital casino game is played simultaneously on both a cognitive and sub-cellular level:1. The Behavioral Casino: Code-Driven TruthThe algorithms of modern tech cartels are optimized for a single metric: the subtle, non-linear manipulation of human behavior to maximize corporate extraction.
To achieve this, the software constructs a curated, synthetic version of the truth that exploits your brain's evolutionary dopamine pathways.
By feeding the user a constant stream of algorithmic confirmation bias, the machine systematically destroys the human capacity for independent observation.
You cease to look at the actual natural world, the moving geodynamo, the shifting agonic lines, or the paleomagnetic bedrock beneath your feet. Instead, you accept a digital abstraction as the absolute baseline of reality. This is modern circus maximus the elites are using to enslave you.
We are pleased to release tmp.0ut 5 Volume!
Get your viruses, rootkits, strange ELFs, weird machines, tiny files, cool art, and phresh beats here!!
tmpout.sh/5/
THE ANNOUNCEMENT: We’re going to make the prophecy of The Year of Linux on the Desktop come true. All the pieces are now in place. Time to go all in! omarchy.org/news/2026/08/oma…
I think one solution to “AI psychosis” is… not subsidized monthly plans like Codex or Claude. Just top up credits and use them whenever you want.
Use models cheap enough - DeepSeek V4-level cheap - that you never feel guilty about not using your quota
CrossedBytes ☦️ retweeted
recommended reading. truely love @AndrewYNg 's vision for a 21st century learning path. this is what wr need for diffusing the benefits of the tech into the economy.
learnvector.ai/
CrossedBytes ☦️ retweeted
More people than ever are discovering there’s true evil in the world and they’re turning to God for answers. Jay Dyer explains the growing popularity of the Orthodox Church.
0:00 The Attempts to Suppress Christianity in Schools
8:14 The Problems With Christian Zionism
14:09 What Is Calvinism?
24:10 A Different View of Salvation and the Bible
30:13 The Rise of Secret Societies
34:09 The Importance of Reading the Bible
36:38 What Are Icons?
42:55 The Difference Between Orthodoxy, Catholicism, and Protestantism
47:56 What's the Highest Form of Government?
55:49 The Rise in Online Debates
1:00:42 The Death of Atheism
1:04:35 The Religion of Hollywood
1:12:25 Has the CIA Been Involved in Making Hollywood Movies?
1:14:51 Lone Gunmen and False Flag Recruitment
1:17:44 The CIA's Role in American Politics
1:19:22 Were Epstein's Sex Crimes a Distraction From Something Bigger?
1:22:34 Are Aliens Actually Demons?
1:24:39 The True Goal of the Globalist Elites
1:31:51 Yoga, Sexual Perversion, and Demonic Power
1:39:55 Was Oppenheimer Participating in the Demonic?
1:43:44 The Rise of Charismatic Christianity
1:50:17 The End Times
CrossedBytes ☦️ retweeted
New Binary Cartography episode:
Pinpointing Interesting Code in Binaries
We cover heuristics for protocols, crypto routines, library functions, RC4, decryption loops -- and how these signals guide agents
youtu.be/HQA3U5MnD5U
Slides & samples:
github.com/mrphrazer/binary-…




























