Industry observers say GPT-4.5 is an “odd” model, question its price - Related to say, question, tricks, record, how

Industry observers say GPT-4.5 is an “odd” model, question its price

OpenAI has revealed the release of , which CEO Sam Altman previously mentioned would be the last non-chain-of-thought (CoT) model.

The corporation mentioned the new model “is not a frontier model” but is still its biggest large language model (LLM). With more computational efficiency. Altman mentioned that, even though does not reason the same way as OpenAI’s other new offerings o1 or o3-mini, this new model still offers more human-like thoughtfulness.

Industry observers, many of whom had early access to the new model, have found to be an interesting move from OpenAI, tempering their expectations of what the model should be able to achieve.

Wharton professor and AI commentator Ethan Mollick is a “very odd and. Interesting model,” noting it can get “oddly lazy on complex projects” despite being a strong writer.

Been using for a few days and it is a very odd and interesting model. It can write beautifully, is very creative, and is occasionally oddly lazy on complex like Claude while Claude feels like — Ethan Mollick ( .

OpenAI co-founder and former Tesla AI head Andrej Karpathy noted that made him remember when GPT-4 came out and. He saw the model’s potential. In a post to X, Karpathy expressed that, while using GPT , “everything is a little bit advanced, and it’s awesome, but also not exactly in ways that are trivial to point to.”.

Karpathy, however warned that people shouldn’t expect revolutionary impact from the model as it “does not push forward model capability in cases where reasoning is critical (math. Code, etc.).”.

Here’s what Karpathy had to say about the latest GPT iteration in a lengthy post on X:

“Today marks the release of by OpenAI. I’ve been looking forward to this for ~2 years, ever since GPT4 was released, because this release offers a qualitative measurement of the slope of improvement you get out of scaling pretraining compute ( simply training a bigger model). Each in the version is roughly 10X pretraining compute. Now, recall that GPT1 barely generates coherent text. GPT2 was a confused toy. was “skipped” straight into GPT3, which was even more interesting. crossed the threshold where it was enough to actually ship as a product and sparked OpenAI’s “ChatGPT moment”. And GPT4 in turn also felt improved, but I’ll say that it definitely felt subtle.

I remember being a part of a hackathon trying to find concrete prompts where GPT4 outperformed They definitely existed, but. Clear and concrete “slam dunk” examples were difficult to find. It’s that … everything was just a little bit enhanced but in a diffuse way. The word choice was a bit more creative. Understanding of nuance in the prompt was improved. Analogies made a bit more sense. The model was a little bit funnier. World knowledge and understanding was improved at the edges of rare domains. Hallucinations were a bit less frequent. The vibes were just a bit enhanced. It felt like the water that rises all boats, where everything gets slightly improved by 20%. So it is with that expectation that I went into testing , which I had access to for a few days. And which saw 10X more pretraining compute than GPT4. And I feel like, once again, I’m in the same hackathon 2 years ago. Everything is a little bit enhanced and it’s awesome, but also not exactly in ways that are trivial to point to. Still, it is incredible interesting and exciting as another qualitative measurement of a certain slope of capability that comes “for free” from just pretraining a bigger model.

Keep in mind that that was only trained with pretraining, supervised finetuning and. RLHF, so this is not yet a reasoning model. Therefore, this model release does not push forward model capability in cases where reasoning is critical (math, code, etc.). In these cases, training with RL and gaining thinking is incredibly crucial and works more effective. Even if it is on top of an older base model ( GPT4ish capability or so). The state of the art here remains the full o1. Presumably, OpenAI will now be looking to further train with reinforcement learning on top of to allow it to think and. Push model capability in these domains.

HOWEVER. We do actually expect to see an improvement in tasks that are not reasoning heavy, and I would say those are tasks that are more EQ (as opposed to IQ) related and bottlenecked by world knowledge, creativity. Analogy making, general understanding, humor, etc. So these are the tasks that I was most interested in during my vibe checks.

So below, I thought it would be fun to highlight 5 funny/amusing prompts that test these capabilities, and to organize them into an interactive “LM Arena Lite” right here on X. Using a combination of images and polls in a thread. Sadly X does not allow you to include both an image and a poll in a single post, so I have to alternate posts that give the image (showing the prompt, and two responses one from 4 and one from . And the poll, where people can vote which one is enhanced. After 8 hours, I’ll reveal the identities of which model is which. Let’s see what happens :)“.

Other early individuals also saw potential in Box CEO Aaron Levie mentioned on X that his organization used to help extract structured data and. Metadata from complex enterprise content.

“The AI breakthroughs just keep coming. OpenAI just showcased , and we’ll be making it available to Box end-consumers later today in the Box AI Studio.

We’ve been testing in early access mode with Box AI for advanced enterprise unstructured data use-cases, and. Have seen strong results. With the Box AI enterprise eval, we test models against a variety of different scenarios, like Q&A accuracy, reasoning capabilities and more. In particular, to explore the capabilities of , we focused on a key area with significant potential for enterprise impact: The extraction of structured data, or metadata extraction. From complex enterprise content.

At Box, we rigorously evaluate data extraction models using multiple enterprise-grade datasets. One key dataset we leverage is CUAD, which consists of over 510 commercial legal contracts. Within this dataset, Box has identified 17,000 fields that can be extracted from unstructured content and evaluated the model based on single shot extraction for these fields (this is our hardest test. Where the model only has once chance to extract all the metadata in a single pass vs. taking multiple attempts). In our tests, correctly extracted 19 percentage points more fields accurately compared to GPT-4o, highlighting its improved ability to handle nuanced contract data.

Next, to ensure could handle the demands of real-world enterprise content. We evaluated its performance against a more rigorous set of documents, Box’s own challenge set. We selected a subset of complex legal contracts – those with multi-modal content, high-density information and. Lengths exceeding 200 pages – to represent some of the most difficult scenarios our clients face. On this challenge set, also consistently outperformed GPT-4o in extracting key fields with higher accuracy, demonstrating its superior ability to handle intricate and nuanced legal documents.

Overall, we’re seeing strong results with for complex enterprise data, which will unlock even more use-cases in the enterprise.“.

Even as early people found workable — albeit a bit lazy — they questioned its release.

For instance, prominent OpenAI critic Gary Marcus called a “nothingburger” on Bluesky.

Hot take: GPT is a nothingburger; GPT-5 still fantasy.• Scaling data is not a physical law; pretty much everything I told you was true.• All the BS about GPT-5 we listened to for last few years: not so true.• Fanboys like Cowen will blame consumers. But results just aren’t what they had hoped. — Gary Marcus ( .

Hugging Face CEO Clement Delangue commented that ’s closed-source provenance makes it “meh.”.

However. Many noted that had nothing to do with its performance. Instead, people questioned why OpenAI would release a model so expensive that it is almost prohibitive to use but. Is not as powerful as its other models.

One user commented on X: “So you’re telling me is worth more than o1 yet it doesn’t perform as well on benchmarks…. Make it make sense.”.

Other X people posited theories that the high token cost could be to deter competitors like DeepSeek “to distill the model.”.

DeepSeek became a big competitor against OpenAI in January, with industry leaders finding DeepSeek-R1 reasoning to be as capable as OpenAI’s — but. More affordable.

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Vinyl collecting: how to build and preserve a record collection

Table of Contents Table of Contents Buy some records Buying used New vinyl and online shopping Clean those grooves! All the ways to play Keep your gear clean Store it! Pro tips.

You finally succumbed to the warm and crackly sound of vinyl, bought yourself a great turntable, stereo receiver, and some sweet. Sweet speakers, so now what?

Well, now comes the fun part — it's time to start building your vinyl collection. The plastic discs are more popular than ever, and have been the number one physical music media format for several years now, outselling CDs. But now that you can buy records everywhere from Amazon to Target to the thousands of independent record stores all over the country, there are definitely some tricks, dos, and don'ts that we've learned along the way that can help you buy records and build your collection, and keep it properly maintained.

Difficulty Easy Duration 5 minutes What You Need Turntable or record player.

Here is our top-to-bottom (er, side A-to-B?) guide covering everything from how to buy and. Hook up a quality turntable to proper vinyl cleaning and storage, right down to some minor tweaks you can make to your gear to improve its sound.

Record collecting definitely looks a lot different now then it did when our parents and their parents were doing it. While it's encouraging and beautiful to see more and more mom and pop record shops opening up and thriving all over the (and the world), buying new and used vinyl online is also a great and. Convenient way to add to your collection.

If you do have the opportunity to go for a dig at your local record store, though, there’s no enhanced way to explore the world of vinyl. Not only is it a way to embrace your newfound community and support local businesses, but. You’ll not find a enhanced source of information and inspiration than from the vinyl heads at record stores. You’ll find that they’re always up for geeking out about the latest reissues, the selection of classics in their used record bins. Or the rare pressings you’ve been looking for. Don’t be afraid to tell them what you’re into or ask them what else they think you might like. You might just find a new favorite band or record.

As for used records, there is an art to selecting good ones. We don’t mean by title; instead, by the quality and condition of the vinyl itself. There is a universally-accepted vinyl grading system you’ll often find referenced in record stores, with those selling vinyl privately, and with larger online resources such as , which is the most well-known online record-selling. -cataloging, and -trading platform out there. That grading label system is as follows:

Poor (P) or Fair (F): Pretty self-explanatory — this is a record in bad condition and usually has scratches, skips, warps in the vinyl that are often audible. Noise, and other imperfections. Unless it’s in a dollar bin, take a pass on this vinyl.

Good (G) or Good+ (G+): Not quite as straightforward as it sounds. A G grading doesn’t always mean good. Discogs describe this rating as a record that can be played without skipping but could have scratches, surface noise, or visible groove wear. The sleeve is likely split, cracked, or held together with tape.

Very Good (VG): It’s common for VG-graded records to have some surface noise, groove wear, and light scratches that will be audible when played. But usually only during softer parts.

Very Good+ (VG+): Usually taken good care of by their previous owners, a VG+ record could have some light wear and surface defects that are usually inaudible. Unless it’s a rare record at a good price that you must have, VG+ should be the baseline that you strive for with used records.

Near Mint (NM or M-): This is basically any record other than a new one that has likely never been played or only been played a handful of times and. Will play perfectly. It should have no signs of wear, and its packaging should be untouched.

Mint (M): These are perfect vinyl records. Having either never been played or potentially even still factory sealed. Used record retailers rarely label their records with the Mint grading.

That introduced, when checking out the condition of a used record, don’t just take the grading label at face value — you don’t know how good that High Fidelity Jack Black wannabe’s read on record quality is; look for yourself by taking the record out and. Visually inspecting it.

Look past the dust for deep scratches or particularly long ones you can feel with your finger as you run it across the grooves. If you’re just not sure, most record stores will have a listening station set up, so use it and. Decide for yourself if it’s up to par. If not, try another copy, or look for that title elsewhere. If the record just looks dirty, you can ask the store to clean it for you. If they have a cleaning machine, they’ll often do it free of charge.

Speaking of looking for different copies of your favorite records. Be on the lookout for bootleg versions of records. They’re usually the really cheap ones, and they can be awesome — or they can be terrible. You can sometimes tell by their lighter-than-normal weight, but you can also always ask at the counter. Typically, this simple rule will help you sniff out bootleg vinyl: If it seems too good to be true when it comes to a golden find, it’s probably not an original pressing.

If it’s a quality bootleg, it can be a real steal, but you should always try to give it a listen for yourself if there is a listening station available.

With the growth of the vinyl market. Most record labels big and small offer their artist’s work in vinyl and have been busy repressing their back catalogs. There’s a seemingly never-ending selection of newly-minted box sets, anniversary special editions with never-released music, and. All manner of colored versions with splatters and textures to choose from to draw you in. It truly is a music lover’s paradise, if you’re into that sort of thing.

These days. You don’t have to go anywhere to find your favorite band’s vinyl. Though we still recommend checking out vinyl in person before purchasing, there are solid online resources. For new vinyl, we first recommend checking out the online ordering options for your local record stores. They often have great selections of new and used vinyl, and you can even give them a call before you buy if you have questions about a certain record.

Otherwise, Amazon has a surprisingly good selection at standard prices. Often with free shipping. For used records online, check out the aforementioned Discogs. A fantastic resource for researching records in general — it’s a deep rabbit hole, believe us — Discogs can help you find some of the rarest “holy grail” gems on your list. With marketplace options that span sellers across the globe. Want that rare Best Of Radiohead box set and are willing to pay the shipping costs to get it to you from Japan? Discogs is your best bet.

So you’ve just gotten your vinyl haul home, and you’re ready to light up your favorite speakers with the sweet analog sounds of that Beatles Let it Be pressing you’ve been seeking out for months. We’re excited too, but don’t just slip that slick disc out of its cover and drop the needle right away. Before you play them, you should always clean your records.

You have no idea how well any used record was kept over its lifetime, and. Even brand new records have a residue left over from the pressing factory. You want none of this stuff touching your turntable’s stylus (needle). There are a number of ways to clean a record, some of them totally automated and using sophisticated ultrasonic devices such as the toaster-like Degritter (pictured above). Others very hands-on like the manual and readily-available Spin Clean. To help you out, we put together this excellent guide on how to clean your records.

Now that your collection is clean. They’re ready to play. If you already have a record-playing rig you love, then congratulations! But if you’re starting from scratch or looking to upgrade, you have some decisions to make.

Additionally, there are several different types of turntables out there, and. Many of them are now conveniently available in what used to be very unlikely places. The resurgence of vinyl is seeing turntables being sold at mega-stores like Target and Walmart. But don't do that. If you want to experience all the warmth and detail vinyl has to offer, and make sure your records are treated right, you’ll want to make a small investment into something with a bit enhanced quality — you'll thank us later.

While you will find some decent affordable turntables at budget stores, we highly recommend staying away from the many all-in-one style turntables with built-in amplification and. Speakers. These will get you playing immediately with minimal effort. However, you’re limited by the weak amp and small speakers found in these products, and none of the parts, like tonearms. Cartridges, or styluses, are upgradeable. The portable convenience may be good in a pinch, but not a treat for your ears.

For just a little bit more cash, you can get yourself a significantly advanced turntable with quality. Upgradeable parts that will last you for years to come — or at least until your obsession grows and you start mortgaging your house to fund it. We’re kidding (sort of), but let’s stick to keeping your wallet safe as you get started with our recommendation for the best budget turntable out there. The $249 Audio-Technica AT LP70X. If you'd prefer to go wireless, Bluetooth turntables are also getting more popular. They can be paired with your existing Bluetooth speakers and headphones as well as wired like traditional turntables. Check out our guide on why you should or shouldn't get a Bluetooth turntable.

Every turntable is outfitted with a cartridge — the main device at the end of the tonearm that houses the stylus and. Delivers the sound from the record to your chosen sound system). A good cartridge can make or break a turntable, and making sure you get a turntable that has a cartridge, or at least a stylus. That you can upgrade as you grow, is essential. Step-up cartridge brands such as Ortofon, Shure, Grado, or Rega can change the whole sound of your turntable.

In relation to this, there are several ways to get the sweet vinyl sounds off your records and into your ears, and they each rely on your needs. Budget, and how discerning you are with the audio you want to hear. Chances are, if you’re reading this, you’re just starting your vinyl journey, so a $30,000 audiophile system isn’t likely in your purview (yet).

For most newbs, a decent turntable with a built-in phono pre-amp and. A pair of sweet powered speakers is all you need to fill a room with music. If you’re a Sonos person and also love your digital streaming setup, with the addition of a relatively inexpensive external phono pre-amp. You can connect a turntable to your Sonos setup a for a whole new avenue of music. There are even several turntables from a corporation called Victrola that make "Works With Sonos" certified turntables that can stream your vinyl over Wi-Fi.

If you already have a stereo receiver or integrated amp or AV receiver. See if it has a phono input. Newer stereo receivers typically have them built in, but if not, using an above-mentioned phono pre-amp to boost the turntable’s signal — unless the turntable also has a pre-amp built-in — can even improve your sound quality over a built-in phono port.

Some turntables, like the Audio-Technica AT-LP120. Also include USB outputs for archiving vinyl into digital audio files.

As we stated, there are loads of ways to listen to your new record collection. We recommend starting somewhere based on your budget while looking for components that allow you to upgrade later, because, believe us, once you get the vinyl bug it’s just upwards from there.

We talked above about cleaning your used records before giving them a spin, but. Arguably more critical is the regular cleaning habits you should adopt to keep your records and your turntable’s ever--top shape. This will help them to both perform advanced and last longer. We have a full explainer on how to properly drop the needle on your records you should check out, too.

One of the most essential pieces of gear for any record collector, running an anti-static brush around your records before and. After each spin will help reduce dust buildup on your stylus and in the grooves of your records that can damage both over time. You can find them at any record store and they’re readily available on Amazon for under $20.

and the grooves of the record. Dust and dirt accumulation on your stylus gets in the way of this contact. We recommend keeping your stylus clean with either a traditional stylus brush or, as we’ve found to work best. A gel pad-style cleaner like this ZeroDust cleaner from Oznow. Just lower your stylus onto the sticky gel pad that will gently pull any dust and debris from it and the surrounding cartridge surface.

Check out our roundup of the best turntable accessories you might be able to use, too.

How you store your records isn’t just crucial for preservation, it’s an opportunity to build something that looks really. Really cool.

But first, we just have to say: Do not use milk crates. Long have they been used by DJ’s to cart their wax back and forth from clubs, but rest assured they’re a sub-par record storage method for a number of reasons, including sharp edges that like to tear up sleeves and. The tendency to flex under a heavy load, potentially warping records. That, and if you’re keeping your records in a visible area in your home, like a living room or media room, they just look bad.

For home storage, any number of shelving options will work. But one of the most popular options comes from our Swedish friends at Ikea: The Kallax Shelving Unit. While the Kallax isn’t as robustly built as its Expedit ancestor (no longer available), this solution should last for many years with care. Plus, they’re the perfect size and modular, so you can put one in a little nook or build an entire wall full of wax.

For portable vinyl storage. There’s a big selection of compact wooden crates designed specifically for carrying vinyl anywhere. Some even double as stackable storage at home until you graduate to a larger furniture solution like mentioned above.

Also. Don’t forget that anti-static inner sleeves are imperative for keeping your records from building up damaging static electricity. These sleeves from Mobile Fidelity are outstanding. You might even consider plastic outer sleeves (you can usually get these free with purchase at most record stores) to keep dust off your records and. Prevent their covers from rubbing together as your record shelves fill up. Finally, always store your vinyl in a climate-controlled environment, well away from any heat information. Definitely don’t leave your vinyl in a car — like, ever.

Finally, if you want to get really serious. Consider having a professional set up your turntable for you. A turntable setup involves setting the tracking force exactly, calibrating the tonearm’s position and counterbalance. Adjusting the turntable’s speed, as well as making sure everything is level. Of course, if you’re up for it, you can get your own tools and do it yourself!

Now get out there, get some records, and get listening!

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Monster Hunter Wilds: tips and tricks for the perfect hunt

Table of Contents Table of Contents It’s all in the preparation Call in support Don’t forget your Palico Utilize your Seikret Always work toward your next upgrade Attack with precision Understand your weapons Take advantage of the environment.

After Monster Hunter World and Rise introduced millions of players to the thrill of hunting massive monsters. Monster Hunter Wilds is poised to be the most popular entry in the long-running franchise yet. Even though Wilds does a lot to smooth over the rough edges of the past, it is still meant to be a long and. Complex experience, especially for newcomers. This isn’t a game where you can grab your weapon, a couple friends, and. Rush toward your next target without a plan and expect to come back alive. Seasoned hunters will know some of the basics, but there are plenty of new mechanics and. Tips to get familiar with in order to reach those high rank hunts. Let’s set up camp and go over the essential tips and tricks for Monster Hunter Wilds before mounting our Seikrets and rushing off.

In Monster Hunter Wilds. Your hunt begins before you even take your first step out of your base. You can get by for a little while just rushing your next target, but. Soon enough you will need to spend a little time in your tent making preparations. The most essential part is filling your hunter’s belly with a good meal. Once you unlock the grill, you should be giving yourself the best buffs possible before each hunt. Basic buffs like more HP and stamina are always great, but you can also be more specific and. Give yourself stronger resistance to whatever damage type your target uses.

This is also when you want to customize your radial menu. There are tons of items in Monster Hunter Wilds you will want quick access to, but not all on the same hunts. Much like your buffs, creating different loadouts for your current objective will save you a lot of stress fumbling in the menus. Sometimes you may want traps and bombs easily accessible, while others call for curative items. You can make and name a ton of loadouts, so spend some time setting a few up to save time later.

Finally. Make sure you never run out of those essential items like poitions. On your way to hunts, always use your grapple to snag every resource and material you can spot. The game will automatically craft and refil your items for you when you rest to make sure you’re always stocked up.

Your Palico does its best to aid you in battle, but. This is a game that demands cooperation. Thanks to full cross-platform support, you have no excuse not to join up with other hunters as often as possible. You can ask for help upon selecting a quest, or while it is in progress by shooting up an SOS flair.

Even if you despise the idea of bringing in other players to your game. You can still call in NPC Support Hunters. They won’t be as effective as a team using diverse weapons and coordinating, but it can at least get you through the story.

Speaking of your feline friend, don’t forget to purchase new weapons and. Armor for them as well. You might not see how much of an impact they have in a fight, but. They’re in there doing their best so give them the best shot they can with new gear. If nothing else, new armor and weapons look adorable on them.

The Seikret is your new mount in Monster Hunter Wilds and. Is way more than just a quick way to cross the map. You will get in the habit of using it to auto-run towards your next objective right away, allowing you to focus on grabbing materials on the trip, but. That is just scratching the surface of its uses.

During a fight, don’t be afraid to treat your Seikret as an assist. You can fight directly from its back to increase your mobility, plus take advantage of a unique dismount attack. This is especially useful when a monster is attempting to run, allowing you to get easy hits in while it flees. For the first time, you can also bring in a second primary weapon to your hunts, but have to mount up to swap them. There’s no need to fully commit to just one weapon anymore, so experiment and keep things fresh by swapping out on the fly.

Most of all. Never manage your equipment on foot. If you need to heal and sharpen your blade, get on your Seikret first so you’re not a sitting duck while chugging a potion or working your whetstone.

There are no levels or XP in Monster Hunter Wilds. You can only earn money, Hunter Ranks, and materials. If you want to get stronger, you need to focus on getting advanced gear. Once you know which weapons you like best, either pick an upgrade path from the forge or follow Gemma’s recommendations. You can’t go wrong so long as you’re making or improving your gear.

To make this process as easy as possible. Put whatever your next armor or weapon goals are on your wishlist. This will mark the monsters you need to hunt to get the required materials on the map and. Any quest focusing on them so you can easily get what you need. We suggest upgrading armor and weapons each time a new monster is introduced before moving forward while in low rank.

A core aspect of Monster Hunter has always been breaking and. Cutting off monster parts. Just killing a monster won’t get you everything it has the chance of dropping, but there’s no chance of getting certain materials without deliberately focusing on severing a specific body part.

Holding R2 on a controller will let you manually aim your strikes to hit exactly where you want. It also is how you can create and destroy wounds to knock the monster down and deal a ton of damage.

Besides that. Aiming is the best way to make sure your attacks don’t whiff. Once you start a combo without aiming, you can’t correct your direction if the monster moves, leading to a lot of misses.

With 14 weapons to pick from, each having its own unique mechanic. You could spend hours just figuring out which weapon you like most. There’s too much to go over here, so check out our weapons guide for more detail on each weapon, is to choose the two weapons you think are coolest first and. Play with them in the training area. Get a feel for their basic combos and what special properties they have. Once you have a pair you understand, take them out on some hunts.

Never be afraid to change your mind on what weapons you want to main. It is trivial to get early materials for new ones while in low rank, so don’t feel locked into any choice. However, you should nail down a focus at least by the end of the story mode.

The environment is just as much a tool as any item or weapon in Monster Hunter Wilds. Even a simple change in elevation can let you pull off jump attacks, but the further you get, the more dynamic options start to appear. Things like causing boulders to fall, dams to break and flood areas. Or even grappling points to swing around an arena like Spider-Man will appear more frequently. These can cause massive damage, but don’t rush to trigger them instantly. Like traps, you need to lure the monster into position to make sure they hit them and not you.

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