Regardless of what you think of GPT and the associated AI hype, you have to admit that it is probably here to stay, at least in some form. But how, exactly, does it work? Well, MicroGPT will show you a very stripped-down model in your browser. But it isn’t just another chatbot, it exposes all of its internal computations as it works.
The whole thing, of course, is highly simplified since you don’t want billions of parameters in your browser’s user interface. There is a tutorial, and we’d suggest starting with that. The output resembles names by understanding things like common starting letters and consonant-vowel alternation.
At the start of the tutorial, the GPT spits out random characters. Then you click the train button. You’ll see a step counter go towards 500, and the loss drops as the model learns. After 500 or so passes, the results are somewhat less random. You can click on any block in the right pane to see an explanation of how it works and its current state. You can also adjust parameters such as the number of layers and other settings.
Of course, the more training you do, the better the results, but you might also want to adjust the parameters to see how things get better or worse. The main page also proposes questions such as “What does a cell in the weight heatmap mean?” If you open the question, you’ll see the answer.
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Overall, this is a great study aid. If you want a deeper dive than the normal hand-waving about how GPTs work, we still like the paper from [Stephen Wolfram], which is detailed enough to be worth reading, but not so detailed that you have to commit a few years to studying it.
The new law aims to protect a victim from having to individually flag each platform-specific instance of abusive content to the platform in question.
The UK government is proposing a new law which would force tech platforms to remove intimate content within 48 hours of it being flagged as non-consensually shared or abusive.
Platforms that don’t act in time “could face fines of up to 10pc of their qualifying worldwide revenue or having their services blocked in the UK”, the government said.
The measure also intends that such images would only need to be reported once in order for action to be taken to remove them from all platforms where they appear, and to ensure blocking or deletion of any future uploads.
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This aims to protect a user or victim from having to individually flag each platform-specific instance of abusive content to the platform in question.
UK prime minister Keir Starmer said: “The online world is the frontline of the 21st century battle against violence against women and girls. That’s why my government is taking urgent action against chatbots and ‘nudification’ tools.
“Today we are going further, putting companies on notice so that any non-consensual image is taken down in under 48 hours.”
The measure is a proposed amendment to the UK’s Crime and Policing Bill, and would also extend powers to internet service providers to block access to “rogue websites” that might fall outside legislative authority yet still be hosting such content.
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The government’s technology secretary Liz Kendall said: “The days of tech firms having a free pass are over. Because of the action we are taking, platforms must now find and remove intimate images shared without consent within a maximum of 48 hours. No woman should have to chase platform after platform, waiting days for an image to come down.”
The UK’s media regulator Ofcom will be involved in handling the enforcement of the new measures, which intend to classify intimate image abuse in line with terrorist or child abuse material as per the country’s Online Safety Act.
French lawmakers have initiated a ban on social media for under-15s, while the country’s prosecutors recently raided X’s Paris offices as part of a multi-layered investigation into the company which is partially focused on deepfake content generated by its Grok chatbot.
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We are calling on technology companies like Meta and Google to stand up for their users by resisting the Department of Homeland Security’s (DHS) lawless administrative subpoenas for user data.
In the past year, DHS has consistently targeted people engaged in First Amendment activity. Among other things, the agency has issued subpoenas to technology companies to unmask or locate people who have documented ICE’s activities in their community, criticized the government, or attended protests.
These subpoenas are unlawful, and the government knows it. When a handful of users challenged a few of them in court with the help of ACLU affiliates in Northern California and Pennsylvania, DHS withdrew them rather than waiting for a decision.
But it is difficult for the average user to fight back on their own. Quashing a subpoena is a fast-moving process that requires lawyers and resources. Not everyone can afford a lawyer on a moment’s notice, and non-profits and pro-bono attorneys have already been stretched to near capacity during the Trump administration.
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That is why we, joined by the ACLU of Northern California, have asked several large tech platforms to do more to protect their users, including:
Insist on court intervention and an order before complying with a DHS subpoena, because the agency has already proved that its legal process is often unlawful and unconstitutional;
Give users as much notice as possible when they are the target of a subpoena, so the user can seek help. While many companies have already made this promise, there are high-profileexamples of it not happening—ultimately stripping users of their day in court;
Resist gag orders that would prevent companies from notifying their users that they are a target of a subpoena.
We sent the letter to Amazon, Apple, Discord, Google, Meta, Microsoft, Reddit, SNAP, TikTok, and X.
Recipients are not legally compelled to comply with administrative subpoenas absent a court order
An administrative subpoena is an investigative tool available to federal agencies like DHS. Many times, these are sent to technology companies to obtain user data. A subpoena cannot be used to obtain the content of communications, but they have been used to try and obtain some basic subscriber information like name, address, IP address, length of service, and session times.
Unlike a search warrant, an administrative subpoena is not approved by a judge. If a technology company refuses to comply, an agency’s only recourse is to drop it or go to court and try to convince a judge that the request is lawful. That is what we are asking companies to do—simply require court intervention and not obey in advance.
It is unclear how many administrative subpoenas DHS has issued in the past year. Subpoenas can come from many places—including civil courts, grand juries, criminal trials, and administrative agencies like DHS. Altogether, Google received 28,622 and Meta received 14,520 subpoenas in the first half of 2025, according to their transparency reports. The numbers are not broken out by type.
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DHS is abusing its authority to issue subpoenas
In the past year, DHS has used these subpoenas to target protected speech. The following are just a few of the known examples.
On April 1, 2025, DHS sent a subpoena to Google in an attempt to locate a Cornell PhD student in the United States on a student visa. The student was likely targeted because of his brief attendance at a protest the year before. Google complied with the subpoena without giving the student an opportunity to challenge it. While Google promises to give users prior notice, it sometimes breaks that promise to avoid delay. This must stop.
In September 2025, DHS sent a subpoena and summons to Meta to try to unmask anonymous users behind Instagram accounts that tracked ICE activity in communities in California and Pennsylvania. The users—with the help of the ACLU and its state affiliates— challenged the subpoenas in court, and DHS withdrew the subpoenas before a court could make a ruling. In the Pennsylvania case, DHS tried to use legal authority that its own inspector general had already criticized in a lengthy report.
In October 2025, DHS sent Google a subpoena demanding information about a retiree who criticized the agency’s policies. The retiree had sent an email asking the agency to use common sense and decency in a high-profile asylum case. In a shocking turn, federal agents later appeared on that person’s doorstep. The ACLU is currently challenging the subpoena.
Amazon is warning that a Russian-speaking hacker used multiple generative AI services as part of a campaign that breached more than 600 FortiGate firewalls across 55 countries in five weeks.
A new report by CJ Moses, CISO of Amazon Integrated Security, says that the hacking campaign occurred between January 11 and February 18, 2026, and did not rely on any exploits to breach Fortinet firewalls.
Instead, the threat actor targeted exposed management interfaces and weak credentials that lacked MFA protection, then used AI to help automate access to other devices on the breached network.
Moses says the compromised firewalls were observed across South Asia, Latin America, the Caribbean, West Africa, Northern Europe, and Southeast Asia, among other regions.
An AI-powered hacking campaign
Amazon says it learned about the campaign after finding a server hosting malicious tools used to target Fortinet FortiGate firewalls.
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As part of the campaign, the threat actor targeted FortiGate management interfaces exposed to the internet by scanning for services running on ports 443, 8443, 10443, and 4443. The targeting was reportedly opportunistic rather than against any specific industries.
Rather than exploiting zero-days, as we commonly see targeting FortiGate devices, the actor used brute-force attacks with common passwords to gain access to devices.
Once breached, the threat actor extracted the device’s configuration settings, which include:
SSL-VPN user credentials with recoverable passwords
Administrative credentials
Firewall policies and internal network architecture
IPsec VPN configurations
Network topology and routing information
These configuration files were then parsed and decrypted using what appears to be AI-assisted Python and Go tools.
“Following VPN access to victim networks, the threat actor deploys a custom reconnaissance tool, with different versions written in both Go and Python,” explained Amazon.
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“Analysis of the source code reveals clear indicators of AI-assisted development: redundant comments that merely restate function names, simplistic architecture with disproportionate investment in formatting over functionality, naive JSON parsing via string matching rather than proper deserialization, and compatibility shims for language built-ins with empty documentation stubs.”
“While functional for the threat actor’s specific use case, the tooling lacks robustness and fails under edge cases—characteristics typical of AI-generated code used without significant refinement.”
These tools were used to automate reconnaissance on the breached networks by analyzing routing tables, classifying networks by size, running port scans using the open-source gogo scanner, identifying SMB hosts and domain controllers, and using Nuclei to look for HTTP services.
The researchers say that while the tools were functional, they commonly failed in more hardened environments.
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Operational documentation written in Russian detailed how to use Meterpreter and mimikatz to conduct DCSync attacks against Windows domain controllers and extract NTLM password hashes from the Active Directory database.
The campaign also specifically targeted Veeam Backup & Replication servers using custom PowerShell scripts, compiled credential-extraction tools, and attempted to exploit Veeam vulnerabilities.
On one of the servers found by Amazon (212[.]11.64.250), the threat actor hosted a PowerShell script named “DecryptVeeamPasswords.ps1” that was used to target the backup application.
As Amazon explains, threat actors often target backup infrastructure before deploying ransomware to prevent the restoration of encrypted files from backups.
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The threat actors’ “operational notes” also contained multiple references to trying to exploit various vulnerabilities, including CVE-2019-7192 (QNAP RCE), CVE-2023-27532 (Veeam information disclosure), and CVE-2024-40711 (Veeam RCE).
The report says that the attacker repeatedly failed when attempting to breach patched or locked-down systems, but instead of continuing to try to gain access, they moved on to easier targets.
While Amazon believes the threat actor has a low-to-medium skill set, that skill set was greatly amplified through the use of AI.
The researchers say the threat actor utilized at least two large language model providers throughout the campaign to:
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Generate step-by-step attack methodologies
Develop custom scripts in multiple programming languages
Create reconnaissance frameworks
Plan lateral movement strategies
Draft operational documentation
In one instance, the actor reportedly submitted a full internal victim network topology, including IP addresses, hostnames, credentials, and known services, to an AI service and asked for help spreading further into the network.
Amazon says the campaign demonstrates how commercial AI services are lowering the barrier to entry for threat actors, enabling them to carry out attacks that would normally be outside their skill set.
The company recommends that FortiGate admins not expose management interfaces to the internet, ensure MFA is enabled, ensure VPN passwords are not the same as those for Active Directory accounts, and harden backup infrastructure.
Google recently reported that threat actors are abusing Gemini AI across all stages of cyberattacks, mirroring what Amazon observed in this campaign.
Modern IT infrastructure moves faster than manual workflows can handle.
In this new Tines guide, learn how your team can reduce hidden manual delays, improve reliability through automated response, and build and scale intelligent workflows on top of tools you already use.
Audio Group Denmark doesn’t launch products so much as drop financial gravity wells. Last week in Aalborg, a select group of high-end press was flown in, not for a polite demo, but for a full-scale statement: the debut of Aavik’s new M-880 Monoblock Power Amplifier, now available to order at $115,000, alongside the equally subtle Børresen M8 Gold Signature loudspeakers, priced at $1,150,000 per pair. If that number made you blink, congratulations, you’re still connected to reality.
Four Aavik M-880 visible in photo during unveiling.
Aavik and Børresen may share DNA under the Audio Group Denmark umbrella, but they each stay in their own lane. Aavik handles the electronics. Borresen builds the loudspeakers. Six-figure systems aren’t aspirational here; they’re Tuesday. This is a group staffed by people with very serious résumés, including deep roots in Gryphon Audio Designs, another Danish name synonymous with “because we can” engineering and prices that don’t ask for permission.
The M-880 isn’t about chasing trends or filling a market gap. It reflects Aavik deliberately stepping outside its established lane; one it has navigated very well with its Class D designs to explore something more ambitious and more experimental. Based on what we heard and discussed at T.H.E. Show: NYC 2025, Aavik has earned credibility in modern amplification. The M-880 is what happens when a company with that foundation decides to see how far it can push its ideas when cost is no longer the primary governor.
Whether that exploration is worth $115,000 per channel is not a question for most people and pretending otherwise is pointless. That decision belongs to Persian Gulf emirs, Wall Street and tech executives, and a very small circle of listeners for whom six-figure components are a rational option, not a punchline. Dismissing the M-880 simply because almost no one can afford it misses the point. Ninety-nine point nine percent of the world can’t afford this level of audio engineering, but rarity alone doesn’t invalidate innovation.
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Is it excessive? Absolutely. Does it make practical sense to assemble a $2 million system around amplifiers like these? Probably not. Would we do it if given the chance? Probably not. But excess has always been part of how the high-end moves forward, and among the components unveiled in Aalborg, the amplifiers are the more intellectually interesting statement. Loudspeakers at that level aim for spectacle. The M-880 aims for execution.
A pair of Aavik M-880 Monoblock Amplifiers at unveiling.
The M-880 was developed in direct response to the performance demands of the Børresen M8 Gold Signature loudspeaker. As the M8 Gold evolved toward higher levels of speed, resolution, and scale, Aavik concluded that conventional stereo amplifier architectures were no longer sufficient to fully exploit what the loudspeaker was capable of delivering.
The result is the M-880: a true monoblock amplifier conceived not as a standalone component, but as part of a unified system. Rather than treating amplification and loudspeaker design as separate exercises, Aavik engineered the M-880 to operate as a coherent counterpart to the M8 Gold Signature so power delivery, control, and dynamic behavior are aligned with the loudspeaker’s capabilities from the outset.
From Michael Børresen, Co-founder & CTO, Audio Group Denmark: “The M-880 is the result of pursuing absolute performance without compromise, while breaking visual conventions in the unmistakable style that only Flemming can create. For the M8 loudspeakers, nothing less would suffice — and I’m proud of what we achieved.”
Class A Amplification
The Aavik M-880 is designed to push Class A amplifier performance further than conventional implementations. Its output stage maintains a precisely controlled 0.63 V bias, exceeding the current required for operation and ensuring true Class A performance at all times, regardless of load or signal dynamics.
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This approach enables the use of smaller, locally positioned capacitor banks. Each of the eight output transistor pairs is supported by its own dedicated local reservoir placed immediately adjacent to the devices, minimizing current travel, shortening signal paths, and reducing noise.
By stabilizing the bias at this level, Aavik preserves the purity, linearity, and harmonic integrity typically associated with Class A designs, while allowing the amplifier to operate at significantly lower temperatures than traditional high-bias Class A amplifiers. The result is improved long-term stability and reliability without sacrificing performance. And for the buyers this amplifier is aimed at, concerns about efficiency or electrical bills are predictably, not part of the conversation.
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Power Output: So… How Much Power Are We Talking About?
Each Aavik M-880 mono amplifier is rated to deliver 400 watts into 8 ohms, 800 watts into 4 ohms, and approximately 1,300 watts into 2 ohms. Its very low output impedance results in a damping factor exceeding 1,000 into 8 ohms, underscoring the level of control this amplifier is designed to exert over demanding loudspeaker loads.
That kind of output delivered in a true Class A operating regime is not common. At all. And while the M-880 was developed specifically to meet the requirements of the $1,150,000 Børresen M8 Gold Signature loudspeakers (ahem… very nice house), the amplifier itself opens up some rather interesting and far more flexible pairing possibilities. For listeners who may find the amplifiers more compelling than the speakers, there are flagship options from MartinLogan, Wilson Audio, Magico, Sonus faber, KEF, and DALI that would still leave room in the budget for… well, everything else.
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The Power Supply
Rather than using a traditional linear power supply, the M-880 employs four high-speed, low-noise switching power supplies, each rated at 500 W / 20 A—twice the number used per channel in the earlier Aavik P-880 two-channel power amplifier.
These supplies are supported by a 266 mF local energy storage bank capable of storing up to 1,050 J and delivering peak currents of up to 130 A. The result is a power system that adapts dynamically to audio demand while maintaining an extremely low noise floor, contributing to greater stability, improved control, and a wider dynamic range.
Current Paths and Noise Suppression
The M-880 has reduced power dissipation, which enables the use of locally placed capacitor banks, with each output transistor pair supported by its own dedicated energy storage positioned directly adjacent to the devices. This results in exceptionally short current paths, reduced noise, and improved efficiency.
Noise rejection is system-wide through proprietary Aavik and Ansuz technologies, including Active Tesla Coils (ATC), Active Square Tesla Coils (AST), third-generation Analog Dither Technology (ADT), and Anti-Aerial Resonance Coils (AARC) applied to internal wiring.
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Tesla coils in Aavik amplifiers are proprietary active, double-inverted, or square coils. The coils eliminate high-frequency noise and lower the noise floor, enhancing musical detail and transparency.
Mechanical Grounding and Enclosure Design
Each M-880 incorporates four Ansuz Darkz Z3w resonance control devices, providing mechanical isolation.
Its multi-layer construction features a wood-based laminate between a titanium base plate and an upper stainless-steel plate, topped by a internal copper chamber. This provides a controlled resonance behavior alongside exceptional EMI/RFI shielding.
Designed and Built in Denmark
Each Aavik M-880 monoblock amplifier is made at Audio Group Denmark’s facility in Aalborg, Denmark. The manufacturing process includes advanced CNC machining, cryogenic processing, and meticulous hand assembly. Each unit undergoes extensive electrical verification and final listening comparison against a reference before shipment.
Comparison
Not to scale.
Aavik Model
M-880
P-880
Product Type
Mono Power Amplifier
Stereo Power Amplifier
Price
$115,000
$73,500
Power Output
1 × 400 W @ 8 Ohm 1 × 800 W @ 4 Ohm
2 x 250W @ 8 Ohm 2 x 500W @ 4 Ohm
Distortion
< 0.007% (10 W, 1 kHz, 8 Ohm)
<0,007% (10W, 1kHz, 8 ohm)
Active Tesla Coils
N/A
182
Active GOLD Tesla Coils
112
N/A
Active Square Tesla Coils
112
411
Dither Circuitry
8
18
Active zirconium anti-aerial resonance Tesla coils
N/A
20
Gold Anti-Aerial Resonance Coils
12
N/A
Active zirconium cable anti aerial resonance Tesla coils
Not Indicated
4
Output Connections
Single-Wire Speaker Terminals (single channel)
Trigger (2)
Power Inlet
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2 x Speaker Terminals Outputs (heavy-duty)
1 x Trigger Through
1 x RS232
Power Inlet
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Input Connections
1 x Analog (RCA).
2 x Analog (RCA)
Power consumption
Standby: < 0.5 W Idle: 150 W
Standby: 1 W Idle: 150 W
Dimensions
HxWxD 794.02 x 342.00 x:509.68 mm 31.26 x 13.46 x 20.07 inches
LxWxH 580 x 510 x 155 mm
22 ⁵³/₆₄ x 20 ⁵/₆₄ x 6 ⁷/₆₄ inches
Weight
70.0 kg / 154.3 lbs
41 kg / 90.4 lbs
The Bottom Line
The Aavik M-880 exists at the intersection of extreme engineering and unapologetic excess, but it’s not empty spectacle. What makes it genuinely interesting are the technical choices: a true Class A output stage with tightly controlled bias, unusually high power delivery for a Class A design, extremely low output impedance, massive current capability, and a power architecture built around multiple high-speed switching supplies with large local energy storage placed exactly where it matters.
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This is not a scaled-up version of a conventional amplifier; it’s a deliberate rethink of how Class A can be executed when thermal limits, noise, and stability are engineered rather than tolerated.
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This amplifier is for a very specific audience: listeners who already own reference-grade loudspeakers, have dedicated rooms, reinforced floors, and zero interest in compromise or efficiency. At 31.26 × 13.46 × 20.07 inches and 70.0 kg / 154.3 lbs per chassis, each M-880 is effectively a small floor-standing speaker made of metal. You’ll need two for most stereo systems, and if you’re thinking about bi-amping, start counting in fours.
Is it rational? No. Is it serious? Absolutely. The M-880 isn’t meant to be relatable; it’s meant to explore what’s possible when experience, resources, and ambition align. For most people, this will remain a thought experiment. For a very small few, it’s a statement piece that also happens to be one of the more technically ambitious Class A amplifiers to emerge from Denmark—where, apparently, there is something in the herring.
Price & Availability
The Aavik M-880 Mono Power Amplifier is priced at $115,000 USD and available through Authorized Aavik Dealers.
The Trump administration’s project for erasing the parts of American history they find inconvenient continues unabated. But that doesn’t mean it doesn’t hit the occasional roadblock.
In January, the administration removed portions of an exhibit at the former Philadelphia home of George Washington that made reference to 9 slaves he owned that spent time at the house. That Washington owned slaves is not a matter of opinion. He did. That he also rotated those slaves in and out of the home, moving them elsewhere for short periods of time, all to get around laws in Pennsylvania that slaves within its borders for a certain period of continuous time would be automatically freed, is also uncontroversial to state. He did that. One of our founding fathers that brought “freedom” to America was also a slave owner. He wasn’t alone.
The Trump administration doesn’t like being reminded of that history. It also prefers that younger generations never learn of that history. I’d call it jingoism, but that doesn’t feel sufficient. This rings as something far more dastardly, fit for the musings of George Orwell.
Well, the city sued to have the exhibit restored and it appears the Judge in the case, a George W. Bush appointee, agrees with my assessment. You can read as much in her blistering opening in her ruling, in which she also orders the government to restore the exhibit to its previous state.
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As if the Ministry of Truth in George Orwell’s 1984 now existed, with its motto ‘Ignorance is Strength,’ this Court is now asked to determine whether the federal government has the power it claims — to dissemble and disassemble historical truths when it has some domain over historical facts. It does not.
The ruling, which you can read embedded below, is actually quite technical. It turns out that the agreements, under which these specific sites operate, are shared between the city and federal governments, and they are both old and complicate the government’s efforts.
The layman’s version of this is that several historical sites in Philadelphia were created by an act of Congress in the 1940s. Ownership of the site is retained by the city, while curation of the exhibits are maintained only under the agreement of both the federal government and city government. Adding to the complication is that a 2006 updated agreement between both parties had a short term attached to it, but there is also a survivabilty clause, which states that the expiration of the term of the agreement doesn’t mean that the city loses its rights to agreement on the curation of the exhibits.
Although the 2006 Agreement, as updated by the Third Amendment, ceased as of May 1, 2010,94 the terms in its Project Development Plan remained effective under the Third Amendment Survival Clause. The Survival Clause states that “provisions which, by themselves or their nature are reasonably expected to be performed after the expiration or termination of this Third Amendment shall survive.”95 Because the President’s House project was not contemplated to be completed by the expiration of the Third Amendment, it was reasonably expected that terms relating to the Project Development Plan would remain in effect to ensure that the commemorative exhibit was realized in accordance with the parties’ initial plan. While the Third Amendment granted NPS the right to interpret the exhibit after it was completed, it is the Project Development Plan that established the interpretive framework that NPS would employ. Profound alterations to that framework, seen here in the effort to remove all references to slavery, AfricanAmerican Philadelphia, and the move to freedom for the enslaved, would, under the Project Development Plan, require the written approval of both the City and NPS.
Whoops.
Now, this doesn’t mean that this judge spared words of disgust at the general plan that the federal government is attempting to carry out.
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Defendants have completely ignored their legislatively imposed duties. They have disregarded statutory authority, compelled by Congress, by taking unilateral action without seeking agreement from the City of Philadelphia. An agency, part of the Executive branch, is not entitled to act solely as it wishes. Rather, it is the Legislative branch which authorizes agency action, and the Executive branch must comply with that direction.
There’s a lot more in there, but it’s largely legally technical in nature. What is obvious from the analysis in the ruling is that, at least in this one case, the federal government acted outside of its authority due to agreements struck as a result of legislation from Congress that are in good standing. I fully expect the Trump administration to waste time and resources by appealing this decision, but this is fairly straightforward stuff.
Trump, no matter how hard he pretends, is not a king. He does not have as much power as he desires. He cannot change history. In far too many places, he is hiding that history, but he can’t change it.
And, at least in this case, at this moment, he has found the limits to his power.
Automation has become an unquestioned priority for IT and service-led organizations. AI sits in the center of service desks, sales workflows, security operations, and modern cloud environments. Leaders are under pressure to move faster, cut costs, and boost output through every tool available.
Yet the rapid shift has created an unexpected consequence: many teams are realizing that efficiency alone doesn’t build trust.
Justin Sharrocks
General Manager for EMEA, at TrustedTech.
Across the UK and Europe, I’m seeing organizations push automation to the point where the service model becomes brittle. Chatbots handle entire support journeys. AI sales agents run outbound activity. Security alerts are triaged end-to-end by automated playbooks.
These systems can be useful, but when they replace human judgement entirely, gaps appear. Customers notice when no one understands the content of their operations.
They notice when interactions feel generic, and their pain points are not acknowledged. And they notice quickly when a service provider has removed the people who can actually hear them and help them.
Where service models are starting to break
Most automation failures stem from the same issue: removing the “human layer” that holds a service experience together. This layer isn’t about constant hand-holding or slow manual work. It’s the part that interprets nuance and understands why a problem matters to the customer, not just what the problem is.
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In support environments, some organizations are discovering this the hard way. Tickets get resolved faster on paper, but satisfaction scores fall because no one is building a relationship with the user. In sales, AI sequences deliver volume, but prospects lose interest because the outreach lacks relevance.
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And in cybersecurity, automated responses can misjudge severity without human oversight.
These situations play out more often when teams automate to stretch limited headcount. It’s understandable, especially during periods of change or when IT teams are still modernizing legacy estates.
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But full dependency on automation leaves systems rigid. When an exception appears, or when a customer simply needs to speak to a real expert, the experience collapses.
A similar scenario emerged when a client enabled a new AI tool to assist with Microsoft Copilot workflows. Without proper human oversight, the team inadvertently incurred a $35,000 cost due to selecting the wrong SKU, highlighting the financial and operational risks of fully automated systems without human checks.
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The skills customers still rely on
Despite the volume of new AI tools entering the market, core human skills have grown in value, not diminished. Customers look for empathy when something breaks, context when they need guidance, and continuity when they rely on a long-term partner.
They want to know the person supporting them understands their environment, their constraints, and their goals. No amount of automated efficiency can replace that peace of mind.
Even the best-trained AI models struggle here. They can analyze patterns, flag risks, and summarize information, but they do not build rapport. They do not learn a customer’s preferences through years of interaction.
And they cannot recognize the moments when a problem might have a wider business impact that isn’t stated in the ticket.
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In conversations with CIOs and IT directors, these human skills come up repeatedly as the factor that separates a strong service provider from a forgettable one. The organizations that combine automation with real expertise create resilience. Those that rely on automation alone create fragility.
How leaders can strike the right balance
Leaders don’t need to choose between automation and human-first service. The stronger approach is to place AI in the right parts of the workflow, then anchor it with experienced people who understand the organization. In practice, this starts with shaping journeys so humans remain present at the points that matter most.
AI can manage triage, data gathering, and pattern recognition, yet customers feel more supported when a real specialist guides the outcome and closes the loop.
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Automation also works best when it elevates teams rather than replacing them. Handing routine cloud administration, patch reminders, or Copilot onboarding queries to AI frees technical staff to focus on higher-value conversations and proactive guidance. It creates the space for human expertise to be visible, not sidelined.
Clear ownership is another factor. Automated systems drift when no one oversees how they evolve, particularly during periods of rapid change. Keeping a named human owner for each account or operational area ensures accountability and prevents misjudged responses.
This sits alongside a final principle: investing in people who understand the complete technology stack. Cloud migration, Microsoft CSP environments, hybrid infrastructure, and security workflow automation all involve nuance.
Teams grounded in these areas recognize when automation genuinely helps the customer and when it risks creating blind spots in their experience.
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The next wave of successful tech businesses will be the most human
AI will continue to advance and will handle more of the repetitive work that once consumed IT teams. This is positive progress. But as automation accelerates, the differentiator in the market will shift. Trust will matter more. Personal relationships will matter more.
And organizations that combine smart automation with genuine human expertise will outperform those that pursue automation at all costs.
The future of IT service isn’t fully automated. It’s human-led, technology-enhanced, and built around relationships. Businesses that get this balance right will deliver the speed, security and modernization their customers expect while keeping the qualities that matter most: empathy, continuity and real connection.
This article was produced as part of TechRadarPro’s Expert Insights channel where we feature the best and brightest minds in the technology industry today. The views expressed here are those of the author and are not necessarily those of TechRadarPro or Future plc. If you are interested in contributing find out more here: https://www.techradar.com/news/submit-your-story-to-techradar-pro
I’ll be honest. Testing out the latest OLED gaming monitor or eye-popping 6K monitor is a lot more fun than the cheap stuff. But I’m not delusional. I know that when it comes to computer monitors, most people just want something affordable that gets the job done. Not miserable to look at or use. But also not expensive.
The truth is, I don’t come across as many affordable monitors as I’d like. They’re not the hottest and most exciting thing that monitor manufacturers want to talk about. So I had to do a bit of hunting to find cheap monitors that are actually good.
The Best Monitors Under $200
When you’re shopping in the “budget” tier for monitors, you’re looking at anything under $200. And in today’s landscape, monitors under $100 will still always be 1920 x 1080 resolution. These are usually 23.8-inch or 27-inch size options, while even the cheapest 32-inch monitors will cost you over $100. (For more information, check out our How to Choose a Monitor guide.)
I will get to this lower price point in a second, but I think most people should aim to start slightly higher. Here’s where you find lots of different options that give you flexibility to trade higher resolution for a USB-C hub or higher refresh rate or better adjustability. Here are a few options in $100-$200 range that I was really impressed by.
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I have to start with the Dell 27 Plus (S2725HSM). I had a feeling I would like this monitor, as I’m a big fan of the 4K model, which remains at the top of my list for best overall monitor. This cheaper version has everything I liked about that model, including the highly adjustable stand, the sleek white design, and the really solid image quality.
For $175 (or sometimes on sale as low as $140), it has really solid color performance and hits 300 nits of brightness. The most important feature the Dell 27 Plus has is its stand. You can adjust the height and swivel, with a built-in VESA mount, which would make it a very practical addition to your current workstation. The biggest thing it’s missing is ports. It only has two HDMI ports, so you’ll need to plug accessories directly into your laptops or into a USB hub. Still, when it comes to full-featured 1080p monitors, the Dell 27 Plus ranks among the best for the price.
The one monitor that compares to the Dell 27 Plus, only with a built-in USB hub, is the Samsung Essential Monitor S4. I haven’t seen it in person yet, but it’s also 1080p and has height adjustability at the same price. It has a lower claimed brightness as the Dell 27 Plus, though, at only 250 nits.
But like I said, if you’re shopping between $150 and $200, you’re not necessarily stuck with 1080p. I tested out the MSI Pro 27 (MP273QW E14), which has a 2560 x 1440 resolution and sells for $190. Not only does this MSI monitor offer more pixels per inch, it also has really fantastic image quality, almost so good it could be used for content creators and photographers. For a monitor of this price, that’s pretty incredible. It’s also brighter than any other monitor I’ve tested in this range, reaching all the way up to 427 nits.
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The main drawback is the adjustability and ports. No built-in USB ports for connecting peripherals and no ability to adjust the height or swivel. The built-in stand is in a static position, so if the height isn’t perfectly suited for your desk, chair, and body, you’ll need a monitor stand. And while it technically supports VESA to connect it to a monitor arm, it doesn’t come with an included mount.
The Best Cheap Gaming Monitor
Another monitor I came across in my journey through cheap displays was the Lenovo Legion R27fc-30. This would my pick for the best budget gaming monitor and really surprised me with its image quality. I’m used to having to complain about the janky screens on cheap gaming laptops, but this far exceeded my expectations. Brightness is over 300 nits, and color performance is just as good as the MSI Pro 27.
ATC has unveiled the Statement EL50 Anniversary, a limited-run active three-way floorstander that evolves the company’s long-running 50-series blueprint.
Built around a newly developed discrete tri-amp platform and housed in a sculpted elliptical cabinet, the EL50 Anniversary is aimed squarely at audiophiles. It targets those seeking reference-level performance with statement design.
At its core is an all-new proprietary three-channel active “Amp-Pack”, delivering 200W to the bass driver, 100W to the mid-range and 50W to the tweeter. The design uses balanced inputs, fourth-order active crossovers and newly developed discrete gain blocks to lower noise and distortion.
Moreover, ATC has also redesigned the power supply. Each amplifier channel now has its own toroidal transformer, plus a separate transformer for low-voltage stages. This layout is intended to improve headroom and reduce intermodulation between drivers under heavy load.
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The drive units are built entirely in-house. High frequencies are handled by ATC’s SH25-76S ‘S-Spec’ tweeter, using a neodymium motor and dual-suspension design for low distortion and extended response beyond 25kHz.
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The mid-band is covered by the SM75-150S ‘Superdome’. It spans frequencies from 380Hz to 3.5kHz with a large 75mm voice coil and under-hung motor system for consistent control. Low-end duties fall to the SB75-234SL 9-inch bass driver. This driver features ATC’s Super Linear motor technology to reduce harmonic distortion and improve integration with the mid-range.
Furthermore, the cabinet reflects ATC’s heritage, drawing inspiration from the elliptical EL150 design introduced in 2006. The curved front baffle is engineered to reduce edge diffraction and smooth off-axis response.
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Additionally, internal construction has been updated for greater stiffness and damping. Each cabinet is finished in hand-selected European walnut veneer with ebony rear inlays, polished polyester lacquer, and black napa leather detailing around the mid and high-frequency drivers.
Only 50 pairs will be produced in this initial run, each supplied with a hardbound handbook celebrating ATC’s journey since 1974. After the anniversary edition sells through, the model will enter continued production.
The EL50 Anniversary will debut globally at The Bristol Hi-Fi Show in February 2026 and goes on sale in March 2026, priced at £49,500 per pair (inc. VAT).
References to two new Apple Studio Display models have been found in macOS 26.3 code, stacking up more potential product announcements before the May 4 Apple “Experience.”
Apple could be set to announce not one, but two new displays.
Apple has confirmed that it will hold a special event on March 4, with rumors suggesting it could follow a week of announcements. A low-cost MacBook is expected to be the star of the show. Now, references to codenames J427 and J527 have been found in the macOS 26.3 update. Those codenames match a report from September 2025 that pegged both products as being Apple Studio Displays. Continue Reading on AppleInsider | Discuss on our Forums
A couple of days ago, I compiled a detailed roundup of all the products we’re expecting from Apple at the upcoming media “experience” on March 4, 2026. In the story, we discussed new devices like new MacBooks, iPhone 17e, and a couple of other Apple devices, including the proposed Studio Display 2.
Now, folks over at Macworld have discovered something very interesting about Apple’s external display (or displays). Per the outlet, the public version of macOS 26.3 contains kernel extensions for not one but two new Studio Display models.
Mark Coppock / Digital Trends
macOS 26.3 hints at two Studio Display 2 models
In total, the new software build contains alphanumeric codenames for three devices. The first, “J700,” is the internal name for the affordable 12.9-inch MacBook that is rumored to launch alongside the new M5 MacBook Air and the M5 Pro and M5 Pro Mac Pro versions.
However, the other two — J427 and J527 — are believed to be references to two different models of the Studio Display 2. Although there’s no information about the differences between the two models, Apple could use either size or features to differentiate them.
Currently, Apple’s first-generation Studio Display is available with a 27-inch 5K panel. So, there’s a chance that we see a 27-inch Studio Display 2, along with another model with either a smaller or a bigger screen.
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Apple
Size or features: How Apple might differentiate between the models
The second (and the more likely) way is that the company could reserve some features for one model, which would be the more expensive of the two, and another, cheaper model (either retains the current set of specifications or gets only minor upgrades).
From what I know, at least one of the two rumored models could get a bump in refresh rate (up to 120Hz), a mini-LED backlighting panel for enhanced brightness and contrast, and a more capable A19 chip (also found on the iPhone 17).