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Fang, the CLI Starter Kit

Fang The CLI starter kit. A small, experimental library for batteries-included Cobra applications. Features Fancy output : fully styled help and usage pages : fully styled help and usage pages Fancy errors : fully styled errors : fully styled errors Automatic --version : set it to the build info, or a version of your choice : set it to the build info, or a version of your choice Manpages : Adds a hidden man command to generate manpages using mango 1 : Adds a hidden command to generate man

Fed Rate Cuts Unlikely This Summer. Are Lower Mortgage Rates Still Possible?

The Fed's interest rate decisions impact mortgages, but the relationship isn't straightforward. Tharon Green/CNET There's a wild amount of uncertainty in today's economy, but one thing is clear: The Federal Reserve isn't planning to lower interest rates this summer. Mortgage rates, which have been stuck near 7% for the past several months, are likely to stay higher for longer. On June 18, Fed officials voted to leave borrowing rates unchanged for a fourth consecutive meeting. Holding interest

Is there a half-life for the success rates of AI agents?

In general, ability to perform a task drops off as its duration increases, so they use the AI agent’s performance on tasks of different lengths to estimate the task-length at which the model would have a 50% success rate. They then showed that this length has been doubling every 7 months as the capabilities of frontier agents improve. The task-lengths are measured by how long it took humans to solve the same tasks. They used 50% success rate as their chief performance threshold because it is th

Topics: 50 rate success task time

The Fed Didn't Cut Rates, but Your Credit Card's APR Could Still Change. Here's What You Need to Know

CNET/Getty Images The Federal Reserve once again held interest rates steady at Wednesday's meeting, but that doesn't mean your card's interest rate can't change. There are other things -- like economic uncertainty and the potential impact of tariffs -- that could impact your credit card's APR. The Federal Open Market Committee left interest rates at a target range of 4.25% to 4.5% (PDF) in response to continued uncertainty about the economy and "somewhat elevated inflation." Chair Jerome Powel

The Fed's on Pause, but You Shouldn't Be. Here Are 4 Smart Financial Moves to Make Today

Make the most of your money while rate cuts are on hold. Maria Forbes/Getty Images Despite mounting pressure to lower interest rates, the Fed chose to keep rates where they are at this week's Federal Open Market Committee Meeting. With interest rate cuts on hold so far this year, policymakers have more time to assess how the economy responds to tariffs, layoffs and geopolitical conflict. "More of the same" doesn't mean status quo for your finances. The Fed's decisions (including its forecasts)

The Fed's on Pause, but You Shouldn't Be. 4 Smart Financial Moves to Make Today

Make the most of your money while rate cuts are on hold. Maria Forbes/Getty Images Despite mounting pressure to lower interest rates, the Fed chose to keep rates where they are at this week's Federal Open Market Committee Meeting. With interest rate cuts on hold so far this year, policymakers have more time to assess how the economy responds to tariffs, layoffs and geopolitical conflict. "More of the same" doesn't mean status quo for your finances. The Fed's decisions (including its forecasts)

June Mortgage Forecast: Will Economic Chaos Fuel Even Higher Rates?

As the Federal Reserve likely holds interest rates steady, mortgage rates are expected to stay in a narrow range. Tharon Green/CNET The Federal Reserve held interest rates steady for the fourth consecutive time this year at its monetary policy meeting this week. However, rising jobless claims, intensified geopolitical conflict and slowing economic growth could force the central bank to cut rates as early as the fall. As turbulent trade policies pressure financial markets, investors have been w

What the Fed's Pause on Rate Cuts Means for Savings Account, CD Rates

Now's the time to take advantage of APYs as high as 5%. Skyhobo/Getty Images Federal Reserve policymakers voted to hold interest rates steady today, pausing rates for the fourth time this year. In its postmeeting statement, the Fed summarized its findings by noting slightly elevated inflation and a low unemployment rate, though the economic outlook remains uncertain. The latest decision means that households, which have been facing budget strains and increased living expenses, will continue to

The Fed Didn't Cut Rates, But Your Credit Card's APR Could Still Change. Here's What You Need to Know

CNET/Getty Images The Federal Reserve once again held interest rates steady at Wednesday's meeting, but that doesn't mean your card's interest rate can't change. There are other things -- like economic uncertainty and the potential impact of tariffs -- that could impact your credit card's APR. The Federal Open Market Committee left interest rates at a target range of 4.25% to 4.5% (PDF) in response to continued uncertainty about the economy and "somewhat elevated inflation." Chair Jerome Powel

Deezer says 70% of AI music streams on its service are fake

In brief: The problem of AI-generated music on streaming platforms being "listened" to by AI is so bad on Deezer, up to seven out of every 10 streams of AI tracks are fraudulent, according to the company. The practice can be a lucrative one: in 2024, a man was arrested over claims that he conned music services out of $12 million using this method. The French streaming giant said that AI-generated music accounts for just 0.5% of streams on the platform. However, its own analysis shows that 70% o

Is There a Half-Life for the Success Rates of AI Agents?

In general, ability to perform a task drops off as its duration increases, so they use the AI agent’s performance on tasks of different lengths to estimate the task-length at which the model would have a 50% success rate. They then showed that this length has been doubling every 7 months as the capabilities of frontier agents improve. The task-lengths are measured by how long it took humans to solve the same tasks. They used 50% success rate as their chief performance threshold because it is th

Topics: 50 rate success task time

Mortgage Rates and the Federal Reserve: Everything to Know Before Today's Decision

The Fed's interest rate decisions impact mortgages, but the relationship isn't straightforward. Tharon Green/CNET Later today, the Federal Reserve is expected to extend a pause on interest rate cuts for a fourth consecutive time this year. While mortgage rates could see some volatility, many economists expect them to stay relatively flat until the economic picture changes. Average rates are likely to stay in the 6.75% to 7.25% range unless the Fed signals multiple cuts and backs up their polic

Scientists once hoarded pre-nuclear steel; now we’re hoarding pre-AI content

Former Cloudflare executive John Graham-Cumming recently announced that he launched a website, lowbackgroundsteel.ai, that treats pre-AI, human-created content like a precious commodity—a time capsule of organic creative expression from a time before machines joined the conversation. "The idea is to point to sources of text, images and video that were created prior to the explosion of AI-generated content," Graham-Cumming wrote on his blog last week. The reason? To preserve what made non-AI medi

Scientists once hoarded pre-nuclear steel, and now we’re hoarding pre-AI content

Former Cloudflare executive John Graham-Cumming recently announced that he launched a website, lowbackgroundsteel.ai, that treats pre-AI, human-created content like a precious commodity—a time capsule of organic creative expression from a time before machines joined the conversation. "The idea is to point to sources of text, images and video that were created prior to the explosion of AI-generated content," Graham-Cumming wrote on his blog last week. The reason? To preserve what made non-AI medi

Bzip2 crate switches from C to 100% Rust

Today we published bzip2 version 0.6.0 , which uses our rust implementation of the bzip2 algorithm, libbz2-rs-sys , by default. The bzip2 crate is now faster and easier to cross-compile. The libbz2-rs-sys crate can also be built as a C dynamic library, if you have a C project that would benefit from these improvements. Why though? Why bother working on this algorithm from the 90s that sees very little use today? The thing is that many protocols and libraries still need to support bzip2 to be

Asus urges users to update Armoury Crate due to serious security flaw

The Armoury Crate app helps you manage every aspect of your rig - from initial setup to RGB illumination. Pinpoint the latest updates, drivers, manuals and offers, and connect instantly with your gaming peers. Can Armoury Crate be used with other hardware brands? No, Armoury Crate is designed to work exclusively with Asus-branded hardware. For other brands, you can use alternatives like MSI Center, Gigabyte Control Center, or third-party tools such as Signal RGB or FanControl. Why do I need A

Bzip2 crate switches from C to 100% rust

Today we published bzip2 version 0.6.0 , which uses our rust implementation of the bzip2 algorithm, libbz2-rs-sys , by default. The bzip2 crate is now faster and easier to cross-compile. The libbz2-rs-sys crate can also be built as a C dynamic library, if you have a C project that would benefit from these improvements. Why though? Why bother working on this algorithm from the 90s that sees very little use today? The thing is that many protocols and libraries still need to support bzip2 to be

Interest Rates Are Still High, and CDs Are Paying Big This Summer

CDs are quietly winning with guaranteed returns. Kristina Kokhanova/Getty Images All the financial headlines talk about interest rates being at 20-year highs. We're living in a rare period with certificates of deposit offering yields we haven't seen in over a decade. The Federal Reserve meets tomorrow, but it won't cut interest rates until the fall at the earliest. The other day, I realized I wasn't taking advantage of the moment. I was staring at my static savings account balance, kind of lik

Threads is adding Fediverse content to social feeds

The Threads team at Meta has spent the past year working on supporting the broader fediverse and social web, and is launching its biggest integrations yet: a new dedicated feed for fediverse posts, and a way to search for fediverse users inside of Threads. Starting today, if you’ve turned on fediverse sharing in Threads, there will be a new section at the top of your Following feed that takes you to a list of posts from folks you follow on Mastodon, Flipboard, or wherever else you’ve connected

Threads is adding fediverse content to your social feeds

The Threads team at Meta has spent the past year working on supporting the broader fediverse and social web, and is launching its biggest integrations yet: a new dedicated feed for fediverse posts, and a way to search for fediverse users inside of Threads. Starting today, if you’ve turned on fediverse sharing in Threads, there will be a new section at the top of your Following feed that takes you to a list of posts from folks you follow on Mastodon, Flipboard, or wherever else you’ve connected

Mortgage Rates and the Fed: Everything to Know Before Tomorrow's Decision

The Fed's interest rate decisions impact mortgages, but the relationship isn't straightforward. Tharon Green/CNET On Wednesday, the Federal Reserve is expected to extend a pause on interest rate cuts for a fourth consecutive time this year. Though mortgage rates could see some volatility, many economists expect them to stay somewhat flat until the economic picture drastically changes. Rates will stay in the 6.75% to 7.25% range unless the Fed signals multiple cuts soon and backs it up with dat

CDs Are Still Paying Big Interest on Your Savings This Summer -- Before Fed Cuts Rates

CDs are quietly winning with guaranteed returns. Kristina Kokhanova/Getty Images The other day, I found myself staring at my static savings account balance, kind of like when you open the fridge for the fifth time, hoping something new will appear. My money was just sitting there in the bank, earning next to nothing. That's when I realized I wasn't taking advantage of the moment. All the financial headlines talk about interest rates being at 20-year highs. We're living in a rare period with ce

5% Mortgage Rates Are Real. How Homebuyers Are Making It Happen

Tharon Green/CNET Over the last several years, record-high home prices and high mortgage rates have made homeownership unaffordable. As 30-year fixed mortgage rates remain flat near 7%, homebuyers have been finding creative ways to score rates below what lenders advertise. Last year, nearly half of buyers purchased a home at a rate below 5%, according to Zillow. "With borrowing costs elevated, buyers can take steps to reduce their housing expenses by securing a lower mortgage rate," said Hann

Scientists Discover the Key to Axolotls’ Ability to Regenerate Limbs

The axolotl seems like something out of science fiction. This perpetually youthful-looking Mexican salamander possesses a superpower that defies biology as we know it: the ability to regenerate entire limbs, parts of its heart, and even its spinal cord. But how does an amputated limb know whether to regenerate an entire arm from the shoulder down or just a hand from the wrist? This mystery of “positional identity” has fascinated scientists for decades. A team at Northeastern University, led by

4 Smart Money Moves You Must Make Before Wednesday

Make the most of the Fed's upcoming decision by taking these steps ASAP. Maria Forbes/Getty Images The Federal Reserve is under pressure to lower interest rates, but that's not going to happen at this week's meeting. With inflation still high and a global trade war raging, experts predict the Fed will pause rates for the fourth time this year at its Federal Open Market Committee meeting on June 17 to 18. That may not sound exciting, but it has a real effect on your wallet. The central bank's a

ASUS Armoury Crate bug lets attackers get Windows admin privileges

A high-severity vulnerability in ASUS Armoury Crate software could allow threat actors to escalate their privileges to SYSTEM level on Windows machines. The security issue is tracked as CVE-2025-3464 and received a severity score of 8.8 out of 10. It could be exploited to bypass authorization and affects the AsIO3.sys of the Armoury Crate system management software. Armoury Crate is the official system control software for Windows from ASUS, providing a centralized interface to control RGB li

Mortgage Rates and the Fed: Everything to Know Before This Week's Meeting

The Fed's interest rate decisions impact mortgages, but the relationship isn't straightforward. Tharon Green/CNET On Wednesday, the Federal Reserve is expected to extend a pause on interest rate cuts for a fourth consecutive time this year. Though mortgage rates could see some volatility, many economists expect them to stay somewhat flat until the economic picture drastically changes. Rates will stay in the 6.75% to 7.25% range unless the Fed signals multiple cuts soon and backs it up with dat

No Fed Cut, No Rate Break: June Mortgage Forecast Stays Flat

As the Federal Reserve likely holds interest rates steady, mortgage rates are expected to stay in a narrow range. Tharon Green/CNET With each passing day, it seems like average 30-year mortgage rates could remain stuck near 6.8% for the rest of the year. Yet conflicting economic forces could push mortgage rates up or down in the coming months. Housing market experts say the same thing: The direction of mortgage rates depends on the economic impact of policies by the Trump administration and th

Trump Touts China Trade Deal: Tariffs Back to Square One, Still Historically High

Greg Baker/Getty Images President Donald Trump last week took to Truth Social to tout a new tentative trade agreement with China, albeit one that only really takes things back to square one and leaves the tariff rate against Beijing at historically high levels. "WE ARE GETTING A TOTAL OF 55% TARIFFS, CHINA IS GETTING 10%," Trump's post to Truth Social read, with a later post adding, "President Xi [Jinping] and I are going to work closely together to open up China to American Trade. This would

Tiny-diffusion: A minimal implementation of probabilistic diffusion models

A minimal PyTorch implementation of probabilistic diffusion models for 2D datasets. Get started by running python ddpm.py -h to explore the available options for training. Forward process A visualization of the forward diffusion process being applied to a dataset of one thousand 2D points. Note that the dinosaur is not a single training example, it represents each 2D point in the dataset. Reverse process This illustration shows how the reverse process recovers the distribution of the trainin