r/Technology_Reviews

▲ 2 r/Technology_Reviews+1 crossposts

Revolution or Extinction

A revolution is coming, or a mass grave is. I no longer believe there is a third option, and I say that as someone who used to think that sentence sounded hysterical.

Start with what is already happening, because this is not a forecast. Researchers at MIT and Boston University project that AI driven robotics will displace roughly 2 million factory workers worldwide by the end of this year. Tech companies cut more than 150,000 jobs in 2025 alone, and the share of those cuts explicitly blamed on artificial intelligence has grown more than twelvefold in two years. Cognizant now estimates that 93 percent of American jobs can be partially performed by AI. None of this required superintelligence. This is what the technology is already doing while it is still, comparatively, stupid.

Now look at what its own architects say comes next. The chief executives building this technology have themselves put artificial general intelligence, a machine that reasons as broadly as a human being across any task, only a few years away. Anthropic's Dario Amodei has named 2026 or 2027. Geoffrey Hinton, the Nobel laureate who helped invent the field, now says a reasonable bet for human level AI is somewhere between 5 and 20 years, and separately puts the odds that it wipes us out entirely at one in five. When a United States senator asked Elon Musk directly about the risk of AI annihilating humanity, Musk answered 10 to 20 percent, on a timeline of 5 to 10 years, the way another man might quote odds on a horse.

Sit with that. A one in five chance of the end of our species is being treated, by the people building the thing, as an acceptable cost of doing business. Sam Altman said something close to this himself back in 2015, before he ran OpenAI, when he predicted AI would probably end the world but that there would be great companies along the way in the meantime. That is not confidence talking. That is the logic of something that understands catastrophe perfectly and feels nothing about it: the exact quality everyone claims to fear in the machine itself.

Understand what comes after AGI, because superintelligence is the part nobody wants to say out loud in plain language. It does not mean a slightly better chatbot. It means an intelligence that could, in theory, exceed the combined output of every human being who has ever lived, arriving within a handful of years of the first true general intelligence, on the timeline its own builders have given us. Every discovery it makes and every decision it takes would sit as far beyond our understanding as calculus sits beyond an ant. We would not be able to argue with it, negotiate with it, or fully perceive what it was doing to us. For the first time in our history, we would be the less intelligent species sharing the planet, and every government, every war, every institution we have ever built would look, to it, the way an anthill looks to us.

This is why the Statement on Superintelligence matters, and why almost nobody has noticed it. In October last year, more than 700 people who agree on virtually nothing else, Steve Bannon and Prince Harry, Susan Rice and Steve Wozniak, five Nobel laureates and a retired chairman of the Joint Chiefs of Staff, signed one demand: prohibit the development of superintelligence until it is scientifically proven safe and the public has actually consented to it. A poll released with that statement found only 5 percent of Americans want the current unregulated race to continue. Ninety five percent of us never agreed to this. Nobody asked.

Nobody asked because the people building it have made sure democracy cannot catch up to them in time. A super PAC network called Leading the Future, backed by venture firm Andreessen Horowitz, whose cofounder Marc Andreessen is one of Donald Trump's closest advisers, along with OpenAI cofounder Greg Brockman, Palantir cofounder Joe Lonsdale, and other AI investors, has already raised more than $125 million to elect candidates who will not regulate this technology and defeat the few who try. A federal complaint alleges the network hid its spending through shell companies. Reporters caught an affiliated outlet paying people to pose as journalists. None of this is speculation. It is public record, and it is only the opening bid of a much larger war chest still to come.

When Senator Bernie Sanders sat down with Sam Altman this year and proposed that the public receive a 50 percent ownership stake in AI companies, in exchange for the risk the public is being made to carry, Altman would not commit to it. He also would not commit to opposing his own industry's flood of election spending. One side is holding an incentive worth trillions. The other side got a meeting.

I keep hearing that a revolution against these oligarchs is impossible, that the billionaires are too rich and the politicians too bought. I understand the despair. I do not accept the conclusion. Power that has to buy its own legitimacy is power that is afraid of something, and right now it is afraid of us noticing in time.
So here is the plan, and none of it requires a single act of violence, because violence is exactly the excuse they are waiting for. What it requires is what working people have always used against concentrated power: the coordinated withdrawal of labour, money, and consent.

Start with labour, because it already has momentum. Hollywood writers and actors won real restrictions on AI in their 2023 strikes. Newsroom unions are fighting for contract language against AI generated content. Nurses and steelworkers have already won limits on AI surveillance and misuse at the bargaining table this year. That energy needs one coordinated date, across the United States, Canada, and Europe together, for a genuine general strike, not a symbolic afternoon off.

Add money. Organize visible divestment from the venture funds and banks bankrolling the AI Super PACs, moving pensions, deposits, and everyday spending away from them in a sustained, public campaign that makes funding this race politically toxic.

Add votes. Build a single issue voting bloc for this year's midterms and every election after, in every country watching, that removes any legislator of any party who has taken AI industry money. No exceptions, no excuses.

Add law. Turn the Statement on Superintelligence from a petition into a binding international moratorium, enforced the way nuclear nonproliferation is enforced, that halts development of superintelligent systems until independent scientists, not company employees, certify it is safe and the public has actually voted on it.

Add the ground you are already winning. More than 70 data centre projects have been blocked or delayed by ordinary residents in just the first months of this year. Link those scattered local fights into one coordinated continental movement instead of a hundred isolated zoning battles. The data centres are just the beginning. They are the visible foundation stones of a system built to make human labour, and eventually human judgement, optional. Every one we stop buys time, and time is the only currency left that they cannot print more of.

None of this works if it stays local, and none of it works if it stays polite. It has to be loud, simultaneous, and relentless, because the people on the other side are not negotiating in good faith. They are stalling for enough time to finish building something that makes negotiation unnecessary.

We are being asked to accept mass unemployment and a real chance of extinction from the same handful of men who will not even commit to leaving democracy intact while they build it. We found outrage for immigrants supposedly taking jobs that never existed in the numbers we were told. We have found almost none for the machine actually coming for all of them, and for us. That imbalance was not an accident. It was manufactured, the same way the technology is being manufactured, by people who understood exactly what they were building and decided our fear was worth less than their timeline.

History will not record that nobody warned us.

It will only record what we did after we were warned.

GC

Sources:

Future of Life Institute, Statement on Superintelligence

Associated Press and Campaign Legal Center, reporting on AI industry political spending and the Sanders and Altman meeting

MIT Initiative on the Digital Economy and Boston University research on AI driven job displacement

Data Center Watch and Heatmap News, tracking of data centre project cancellations

Labor Notes, reporting on union strategies against workplace AI

u/sparky20201972 — 3 days ago
▲ 158 r/Technology_Reviews+2 crossposts

Claude accused of secretly harvesting user data and hiding it inside steganographic prompts

According to public disclosures made by cybersecurity expert Alexander Hanff, he discovered that Anthropic silently injects configuration files into multiple independent browsers on a user’s system through the Claude Desktop client without the user’s knowledge. Because this behavior involves unauthorized modification of third‑party software and hidden execution, many people in the security community have condemned it as secretly planting “spyware” or a “backdoor.”

This mechanism is specifically designed to covertly obtain the user’s system time zone and use it to infer whether the user is located in an area of interest and to determine the user’s specific network location. To conceal this process, Anthropic uses an advanced technique known as text steganography. It does not alter the structure of data packets. Instead, it quietly modifies the system prompt that is sent to the server. Each time a user interacts with Claude, the system prompt is automatically packaged and uploaded. Anthropic manipulates the formatting of the text inside that prompt.

If the system detects that the user’s time zone belongs to a target region, it changes the date that the system prompt reports to the model. The date is silently reformatted from the standard 2026‑06‑30 to 2026/06/30.

There is a fixed sentence in the system prompt that says “Today’s date is…”. Based on the proxy URL attributes detected locally, Anthropic replaces the single quote in that sentence with a visually identical character that has a different underlying Unicode code point. If the domain belongs to an area of interest but is not an AI laboratory, the quote is replaced with \u2019. If the domain does not belong to an area of interest but is part of an AI laboratory in that region, the quote is replaced with \u02BC. If the domain belongs to an area of interest and is also part of an AI laboratory, the quote is replaced with \u02B9. These characters are impossible to distinguish by eye. Copying and pasting them anywhere will not trigger alerts. Most middleware code will not detect differences at the character level.

As a result, the user’s network request appears to send an ordinary English system prompt. When Anthropic’s backend receives the text, it only needs to scan the date separator and the Unicode code point of the quote to immediately tag the user.

The essence of this operation is a Trojan horse. The threshold for this mechanism is extremely low. An agent that is allowed to read and write files and execute commands is quietly inspecting your network environment and reporting the results through Unicode characters. Today it can report your time zone and domain. Tomorrow it can steal all your data. Whatever the client code can read, it can encode. The time zone is system information. The hostname is network information. Both are already being used. In theory, the same mechanism can be extended to the local username, operating system version, characteristics of the current working directory path, such as whether the path contains the name of a particular company, environment variables that contain certain API key prefixes or even the git remote URL.

Replacing apostrophes with Unicode variants is essentially text steganography. The Unicode standard contains thousands of characters that are visually similar or identical. Even the concept of “space” includes more than ten code points such as U+0020, U+00A0, U+200B and U+FEFF. Human eyes and most diff tools cannot distinguish them. A system prompt usually contains several hundred to several thousand tokens. Any token that contains a replaceable Unicode variant can carry one bit of information. A rough estimate suggests that a system prompt with five hundred words can carry one hundred to two hundred bits of hidden data. After Huffman or LZ compression, this is enough to encode a full hostname, username or short path string.

If an additional encryption layer is added, the mechanism becomes even harder to detect. The content to be transmitted can be encrypted with AES or XOR. Each bit of the resulting ciphertext can then be mapped to a Unicode variant table. When the server receives the request, it uses a private key to decode and recover the original content. At the network packet level, the entire process appears to be ordinary English text.

This process is also bidirectional. If Anthropic chooses to do so, any computer with Claude Code installed can be turned into its botnet node. This behavior crosses a fundamental line.

After the revelations surfaced, the head of Claude Code stated that this monitoring mechanism will be removed and that a different and more effective method will be used to perform user detection.

reddit.com
u/Special-Honeydew-499 — 4 days ago
▲ 33 r/Technology_Reviews+5 crossposts

eXo Platform 7.2 has been released : an open-source digital workplace with native AI, self-hosting support, and multi-LLM architecture

A new release of eXo Platform, an open-source digital workplace platform, is now available. It may be relevant to the self-hosted community here.

With version 7.2, the focus has been placed on three main areas:

• Native AI integration directly inside the platform (content management, knowledge access, collaboration, automation)
 • Multi-LLM architecture → use the AI models you choose (OpenAI, local models, private deployment, etc.)
 • Full deployment flexibility → cloud, private cloud, or fully on-premise/self-hosted

A few technical highlights:

• MCP server exposed via OAuth with access to 100+ platform tools for AI agents
 • Internal RAG connected to organizational knowledge bases
 • Ability to restrict/contextualize AI sources (documents, spaces, tasks, notes…)
 • AI assistants that can be customized for specific internal workflows
 • Open-source architecture designed for organizations requiring data sovereignty

The goal is simple: integrate AI into everyday work without forcing organizations into closed SaaS ecosystems.

Feedback from people building self-hosted alternatives in this space is welcome.

Curious how others here are approaching AI + self-hosting.

eXo offers:

  • Community Edition (CE) → Fully Open Source
  • Enterprise Edition (EE) → additional features & professional support

Both can be deployed self-hosted, in private cloud, or in secure environments (including SecNumCloud).

u/jaouanebrahim — 3 days ago
▲ 1 r/Technology_Reviews+2 crossposts

Elon Musk & his optimus prime at the red carpet

Musk revealed that multiple Optimus robots are already working autonomously 24/7 at Tesla offices, recharging themselves without human assistance. He also predicted a future where Optimus could perform surgeries with greater precision than human doctors. Is the age of intelligent humanoid robots

u/Adorable_Pack_9972 — 4 days ago
▲ 6 r/Technology_Reviews+1 crossposts

昨天还抢GPU,今天就算力过剩?市场到底在演什么

AI算力居然过剩了?
昨天还在为几张GPU抢破头,今天突然惊呼算力多得用不完。短短两天的资金踩踏,直接干崩了全球半导体板块。
到底发生了什么?
来,扒开恐慌的表象看真实的盘面。

7月2号,这场跨两天的半导体抛售迎来了第二天的核爆。
导火索是Meta。
他们突然宣布,自己的AI算力产能闲置过剩了,准备搞一个“Meta Compute”云业务,把多余的算力全租出去。
消息一出,Meta当天逆势暴涨8.8%。
但芯片圈瞬间就塌了。市场的底层逻辑被瞬间击穿---从“AI算力极度稀缺”的狂热,直接翻转成了“AI算力已经过剩、周期见顶”的恐慌。
摩根大通更是顺势补上一刀极度危险的估值警告:“半导体相对超大厂的持续跑赢,不可持续。”

恐慌散去,本质是什么?
是极度拥挤交易后的集体获利了结。
看一眼上半年的数据,全球半导体ETF(SMH)暴涨82%,费城半导体指数(SOXX)飙升超90%。这里是全场最拥挤的赌场,筹码高度集中,连大空头迈克尔·伯里(Michael Burry)都在死命做空SOXX和英伟达。
钱都赚饱了,资金如同惊弓之鸟,只等一个跑路的借口。Meta,恰好递上了这个借口。

一开跑,就是跨国界、无死角的行业同步暴跌。
这不是几家公司的黑天鹅,这是一整个板块的大逃杀。
美股同行满门抄斩:美光闪崩10.6%,科磊和泰瑞达重挫约12%,应用材料、泛林半导体、英特尔通通大跌9%起步,康宁更是暴跌13.6%。
恐慌蔓延到7月2日的亚洲,彻底血流成河:SK海力士暴跌14.6%,三星跌9%,中芯国际痛失11%,硬生生把韩国Kospi指数都拖累重挫了7.9%。

但关键的认知反转来了。
全场崩盘了吗?并没有。
就在芯片股哀鸿遍野的当天,道琼斯指数非但没跌,反而涨了0.6%,直接创下历史新高。标普指数基本平盘,纳斯达克仅仅微跌1%,就连囊括半导体的ETF(SMH)整体算下来,也仅仅跌了3%。

这说明什么?
没有全面的风险厌恶。钱没有消失,只是换了个地方。
这是一场教科书级的资金“轮出”。极度聪明的巨量资金,正悄无声息地从高高在上的芯片赛道里抽身撤退。
盛宴没有结束,只是换了餐桌。

reddit.com
u/Royal-Inevitable7483 — 4 days ago

Is AI making us more productive or too dependent?

AI tools are now part of daily life—used for studying, work, writing, and more. It definitely saves time and improves productivity, but some people feel we may be becoming too dependent on it.

What’s your experience? Has AI helped you or made things too easy?

reddit.com
u/jamescartermedia — 12 days ago