The Best and Worst Cooking Oils to Use in Your Air Fryer, According to a Chef


Dan Whateley / Business Insider:
TikTok US says it is working to restore services after a power outage at a data center and any algorithm changes users noticed were likely due to the outageΒ βΒ - TikTok's algorithm was disrupted on Sunday as the company dealt with a data center outage.Β β Users reported seeing a flurry of old videos in their feeds.
Tom Warren / The Verge:
Microsoft unveils the Maia 200, its 2nd-generation AI accelerator built on TSMC's 3nm process, deploying today in its Azure US Central data center regionΒ βΒ The Maia 200 chip is starting to roll out to Microsoft's data centers today. β¦ Microsoft is announcing a successor to its first in-house AI chip today, the Maia 200.
Jesse Coburn / ProPublica:
Sources: the US DOT plans to use Gemini to draft federal regulations, cutting the process to just 30 days; the DOT used it to draft a still-unpublished FAA ruleΒ βΒ The Transportation Department, which oversees the safety of airplanes, cars and pipelines, plans to use Google Gemini to draft new regulations.

Carbon fiber (CF) has attained somewhat of a near-mystical appeal in consumer marketing, with it being praised for being stronger than steel while simultaneously being extremely lightweight. This mostly refers to weaved fibers combined with resin into a composite material that is used for everything from car bodies to bike frames. This CF look is so sexy that the typical carbon-fiber composite weave pattern and coloring have been added to products as a purely cosmetic accent.
More recently, chopped carbon fiber (CCF) has been added to the thermoplastics we extrude from our 3D printers. Despite lacking clear evidence of this providing material improvements, the same kind of mysticism persists here as well. Even as evidence emerges of poor integration of these chopped fibers into the thermoplastic matrix, the marketing claims continue unabated.
As with most things, thereβs a right way and a wrong way to do it. A recent paper by Sameh Dabees et al. inΒ Composites for example covered the CF surface modifications required for thermoplastic integration with CF.
There are a number of ways to produce CF, often using polyacrylonitrile, rayon, or pitch as the feedstock. After spinning this precursor into a suitable filament, heating induces carbonization and produces the carbon fiber.


Following this process, the CF is typically in the form of a few micrometer-thick fiber that is essentially pure carbon. To create a structural interface between the CF and the polymer of a composite material, some kind of process has to take place that creates this interface.
The fundamental difference between thermoset and thermoplastic polymers is that thermoset polymers are reacting in the mold as it sets, providing an environment in which the epoxy precursor and hardener can interact with the normally not chemically very reactive CF to form covalent bonds.
In comparison, thermoplastic polymers are already finalized, with covalent bonds between thermoplastics and CF unlikely. This means that the focus with CF-reinforced thermoplastics is mostly on weaker, non-covalent interactions, such as Van der Waals forces, pi-interactions and hydrogen bonds. Each of these interactions is further dependent on whether the thermoplastic is compatible, such as the presence of aromatic rings for pi-interactions.
With those challenges in mind, how can thermoplastics be coaxed into forming a significant interface with CF? As noted in the earlier cited work by Sameh Dabees et al., there is no single surface treatment for CF that would work for every thermoplastic polymer, as a logical result of the limitations imposed by the available non-covalent interactions.

One way to prepare the CF is by apply a coating to the fiber, called a sizing. By applying a sizing to the fiber that is compatible with the target thermoplastic, the interface with the bulk material is expected to improve. In one cited study involving a polyamide-acid sizing for polyimide bulk material, this coating created an approximately 85 nm interface, with an interfacial shear strength increased by 32.3%. In another study targeting CF-PEEK, this had a polyimide-based, water-soluble sizing applied that also significantly improved the shear strength.
Of course, this sizing has to actually adhere to the CF, lest it simply vanishes into the bulk thermoplastic material. This is a problem that is easily observable in FDM-printed thermoplastic polymers as distinct voids around the CF where the bulk polymer pulled away during crystallization, and no interface formed. Obviously, these voids create a weak point instead of strengthening the material.
Although CF is often confused with carbon nanotubes, it does not have the rigidly ordered structure that they do. Instead it has a graphite structure, owing to the way that they are produced, meaning sheets of graphite placed together in a disordered fashion. Despite this, the external surface is still smooth, which is where the chemical inertness comes from. Combined with the lack of reactivity from the side of thermoplastics, this highlights the need for something to bridge the gap.

The review paper by Dabees et al. covers the most common types of surface treatments, with the above graphic providing a summary of the methods. Perhaps one of the most straightforward methods is the coating of the CF with an epoxy, thus shifting the interface from CF-thermoplastic to thermoset-thermoplastic. This kind of hybrid approach shows promising results, but is also cumbersome and not a universal fix.
Note that virtually all research here is focused on thermoplastic polymers like polycarbonate and PEEK, as these are most commonly used in industrial and medical settings. Yet even within that more limited scope the understanding of the exact effects of these modifications remains poorly investigated. Much of this is due to how hard it is to characterize the effects of one treatment when you take all other variables into account.
Perhaps most frustrating of all is how hard it is to research this topic considering the scale of the CF surface and the miniscule thickness of the CF-polymer interface. Relying on purely mechanical tests to quantify the impact is then tempting, but ultimately leaves us without a real understanding of why one method seems to work better than another.
The overall conclusion that we draw from this particular review paper is that although we know that composite materials can often provide improvements, in the case of thermoplastic-CF composites we realize that our understanding of the fundamentals is still rather lacking.
Outside of the less mainstream world of industrial and medical settings, CF is now widely being added to thermoplastic polymers, primarily in the form of filaments for FDM 3D printers. Without detailed information on whether the manufacturers of these filaments perform any kind of CF surface modification, it is very hard to even compare different CF-polymer filaments like this, even before taking into account individual FDM printer configurations and testing scenarios.
Considering that CF has for a few years now been identified as a potential carcinogen akin to asbestos, this raises the question of whether we really want to put CF and particularly the very small chopped carbon fibers into everything around us and thermoplastics in particular. When the empirical evidence available to us today shows that any mechanical improvements are not due to a solid CF-polymer interface, and any potential carcinogenic risks still years into the future of becoming clear, then the logical choice would be to hold back on CF-thermoplastics until we gain a better understanding of the benefits and risks.
The internet spent the closing months of 2025 being knocked over by cut cables, broken power grids, bad weather, military strikes, and the occasional self-inflicted technical wound, according to Cloudflare's latest global traffic data.β¦
KDE Plasma 6.6 is approaching, and one of its more controversial changes is a new login screen that depends on systemd β meaning that it won't work on the non-Linux operating systems KDE still nominally supports.β¦
Alaska Air's CEO says IT outages last year damaged the company on multiple fronts despite "triple redundancies" built into its disaster recovery plan.β¦
The new 2026 Asus Zenbook Duo is widely praised for polishing its dual OLED design with stronger battery life. Intel's Panther Lake hardware brings performance gains and impressive integrated graphics. While still expensive, reviewers agree it's a class-leading option for users who need serious screen space on the go.
Microsoft has released another emergency Windows 11 update after a January patch triggered widespread app crashes, Outlook failures, and cloud sync issues, forcing the company into rare back to back fixes.
The post Microsoft has released an emergency Windows 11 update to fix crashing apps appeared first on Digital Trends.

Smartwatches are incredible tools, but they are demanding. They buzz during meetings, light up in movie theaters, and need to be charged almost as often as your phone. For many of us, the friction of wearing a computer on our wrist is starting to outweigh the benefit of closing digital rings. This has paved the [β¦]
The post The case for βinvisibleβ tech: why health tracking is going screenless appeared first on Digital Trends.

Following months of rumors and speculation, Apple has revealed the second-generation AirTag trackers. There are some helpful improvements in the new model, but you probably don't need to rush with replacing your existing trackers.

In my quest to launch a SaaS app, I tried out several different hosts, including two of the biggest players for Next.js websites. However, I settled on an unlikely alternative that costs less and delivers more: a VPS. Hereβs how I ditched Vercel and Cloudflare Pages for my own VPS, and why I think you should too.


