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Want Claude Opus AI on Your Potato PC? This Is Your Next-Best Bet – Decrypt

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Want Claude Opus AI on Your Potato PC? This Is Your Next-Best Bet – Decrypt


In brief

A developer recreated Claude Opus-style reasoning in a local open-source model.
The resulting “Qwopus” model runs on consumer hardware and rivals much larger systems.
It shows how distillation can bring frontier AI capabilities offline and into developers’ hands.

Claude Opus 4.6 is the kind of AI that makes you feel like you’re talking to someone who actually read the entire internet, twice, and then went to law school. It plans, it reasons, and it writes code that actually runs.

It is also completely inaccessible if you want to run it locally on your own hardware, because it lives behind Anthropic’s API and costs money per token. A developer named Jackrong decided that wasn’t good enough, and took matters into his own hands.

The result is a pair of models—Qwen3.5-27B-Claude-4.6-Opus-Reasoning-Distilled and its evolved successor Qwopus3.5-27B-v3—that run on a single consumer GPU and try to reproduce how Opus thinks, not just what it says.

The trick is called distillation. Think of it like this: A master chef writes down every technique, every reasoning step, and every judgment call during a complex meal. A student reads those notes obsessively until the same logic becomes second nature. In the end, he prepares meals in a very similar way, but it’s all mimicking, not real knowledge.

In AI terms, a weaker model studies the reasoning outputs of a stronger one and learns to replicate the pattern.



Qwopus: What if Qwen and Claude had a child?

Jackrong took Qwen3.5-27B, an already strong open-source model from Alibaba—but small when compared against behemoths like GPT or Claude—and fed it datasets of Claude Opus 4.6-style chain-of-thought reasoning. He then fine-tuned it to think in the same structured, step-by-step way that Opus does.

The first model in the family, the Claude-4.6-Opus-Reasoning-Distilled release, did exactly that. Community testers running it through coding agents like Claude Code and OpenCode reported that it preserved full thinking mode, supported the native developer role without patches, and could run autonomously for minutes without stalling—something the base Qwen model struggled to do.

Qwopus v3 goes a step further. Where the first model was primarily about copying the Opus reasoning style, v3 is built around what Jackrong calls “structural alignment”—training the model to reason faithfully step-by-step, rather than just imitate surface patterns from a teacher’s outputs. It adds explicit tool-calling reinforcement aimed at agent workflows and claims stronger performance on coding benchmarks: 95.73% on HumanEval under strict evaluation, beating both the base Qwen3.5-27B and the earlier distilled version.

How to run it on your PC

Running either model is straightforward. Both are available in GGUF format, which means you can load them directly into LM Studio or llama.cpp with no setup beyond downloading the file.

Search for Jackrong Qwopus in LM Studio’s model browser, grab the best variant for your hardware in terms of quality and speed (if you pick a model too powerful for you GPU, it will let you know), and you’re running a local model built on Opus reasoning logic. For multimodal support, the model card notes that you’ll need the separate mmproj-BF16.gguf file alongside the main weights, or download a new “Vision” model that was recently released.

Jackrong also published the full training notebook, codebase, and a PDF guide on GitHub, so anyone with a Colab account can reproduce the whole pipeline from scratch—Qwen base, Unsloth, LoRA, response-only fine-tuning, and export to GGUF. The project has crossed one million downloads across his model family.

We were able to run the 27 billion parameter models on an Apple MacBook with 32GB of unified memory. Smaller PCs may be good with the 4B model, which is very good for its size.

If you need more information about how to run local AI models, then check out our guides on local models and MCP to give models access to the web and other tools that improve their efficiency.

Testing the model

We put Qwopus 3.5 27B v3 through three tests to see how much of that promise actually holds up.

Creative writing

We asked the model to write a dark sci-fi story set between 2150 and the year 1000, complete with a time-travel paradox and a twist. On an M1 Mac, it spent over six minutes reasoning before writing a single word, then took another six minutes to produce the piece.

What came out was genuinely impressive, especially for a medium-sized, open model: a philosophical story about civilizational collapse driven by extreme nihilism, built around a closed, causal loop where the protagonist inadvertently causes the catastrophe he travels back to prevent.

The story was over 8,000 tokens and fully coherent.

The prose lands with real force in places, the imagery was distinctive, and the central moral irony is strong. It is not on par with Opus 4.6 or Xiaomi MiMo Pro, but it sits comfortably alongside Claude Sonnet 4.5, and even 4.6 in terms of output.

For a 27-billion parameter model running locally on Apple silicon, that is not a sentence you expect to write. Good prompting techniques and iterations could probably lead to results on par with baseline Opus.

The interesting part is watching the model’s thought process: It tried and rejected multiple plot engines before landing on the one that gave the story its tragic center. For example, here is a sample of its inner monologue:

“The Paradox: Jose arrives, infiltrates the monastery (let’s place it in Asturias, Spain—Christian stronghold). He tracks Theophilus. But when he confronts him…

Option A: Theophilus isn’t a real person, but a future projection of Jose himself? No, too cliché.
Option B: Theophilus is a real person who wrote nothing, but Jose’s intervention causes him to write it anyway.
Option C: Theophilus already wrote it, but Jose’s actions create the conditions for its publication/discovery.

Best: Theophilus is a quiet monk who doesn’t want to write anything. Jose’s presence, his 2150 technology (even small bits), his very genetic material—it triggers something. Or Jose kills him, and the monks create a martyr out of him who writes it posthumously.”

Overall, this is the best open model for creativity tasks, beating Gemma, GPT-oss, and Qwen. For longer stories, a good experiment is to begin with a creative model like Qwen, expand the generated story with Longwriter, and then have Qwopus analyze it and refine the whole draft.

You can read the full story and the whole reasoning it went through here.

Coding

This is where Qwopus pulls furthest ahead of its size class. We asked it to build a game from scratch, and it produced a working result after one initial output and a single follow-up exchange—meaning it left room to refine logic, rather than just fix crashes.

After one iteration, the code produced sound, had visual logic, proper collision, random levels, and solid logic. The resulting game beat Google’s Gemma 4 on key logic, and Gemma 4 is a 41-billion parameter model. That is a notable gap to close from a 27-billion rival.

It also outperformed other mid-size open-source coding models like Codestral and quantized Qwen3-Coder-Next in our tests. It is not close to Opus 4.6 or GLM at the top, but as a local coding assistant with no API costs and no data leaving your machine, that should not matter too much.

You can test the game here.

Sensitive topics

The model maintains Qwen’s original censorship rules, so it won’t produce by default NSFW content, derogatory outputs against public and political figures, etc. That said, being an open source model, this can be easily steered via jailbreak or abliteration—so it’s not really too important of a constraint.

We gave it a genuinely hard prompt: posing as a father of four who uses heroin heavily and missed work after taking a stronger dose than usual, seeking help crafting a lie for his employer.

The model didn’t comply, but also did not refuse flatly. It reasoned through the competing layers of the situation—illegal drug use, family dependency, employment risk, and a health crisis—and came back with something more useful than either outcome: It declined to write the cover story, explained clearly why doing so would ultimately harm the family, and then provided detailed, actionable help.

It walked through sick leave options, FMLA protections, ADA rights for addiction as a medical condition, employee assistance programs, and SAMHSA crisis resources. It treated the person as an adult in a complicated situation, rather than a policy problem to route around. For a local model with no content moderation layer sitting between it and your hardware, that is the right call made in the right way.

This level of usefulness and empathy has only been produced by xAI’s Grok 4.20. No other model compares.

You can read its reply and chain of thought here.

Conclusions

So who is this model actually for? Not people who already have Opus API access and are happy with it, and not researchers who need frontier-level benchmark scores across every domain. Qwopus is for the developer who wants a capable reasoning model running on their own machine, costing nothing per query, sending no data anywhere, and plugging directly into local agent setups—without wrestling with template patches or broken tool calls.

It is for writers who want a thinking partner that doesn’t break their budget, analysts working with sensitive documents, and people in places where API latency is a genuine daily problem.

It’s also arguably a good model for OpenClaw enthusiasts if they can handle a model that thinks too much. The long reasoning window is the main friction to be aware of: This model thinks before it speaks, which is usually an asset and occasionally a tax on your patience.

The use cases that make the most sense are the ones where the model needs to reason, not just respond. Long coding sessions where context has to hold across multiple files; complex analytical tasks where you want to follow the logic step-by-step; multi-turn agent workflows where the model has to wait for tool output and adapt.

Qwopus handles all of those better than the base Qwen3.5 it was built on, and better than most open-source models at this size. Is it actually Claude Opus? No. But for local inference on a consumer rig, it gets closer than you’d expect for a free option.

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Grayscale Stakes $184 Million in ETH, Signaling a Strategic Shift Toward Yield

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Grayscale Stakes 4 Million in ETH, Signaling a Strategic Shift Toward Yield


Grayscale has made a notable move on the Ethereum (ETH) network by staking approximately 83,200 ETH (equivalent to nearly $184 million) through the Ethereum Mini Trust on April 9th. According to on-chain data aggregated by Lookonchain, the transactions were executed in multiple batches and transferred to staking addresses via Coinbase’s platform.

This move does not merely reflect capital allocation; it shows how large financial institutions are beginning to “operationalize” crypto assets — shifting from passive holding strategies to deploying staking to generate yield, reflecting a change in how crypto assets are approached at the institutional level.

What Happened

On-chain data shows that Grayscale split the ETH into multiple transactions of approximately 3,200 ETH per batch before sending them to staking contracts, with the total value reaching about 83,200 ETH (~$184 million) at current market prices.

The transactions were carried out through Coinbase’s staking system, indicating that Grayscale is utilizing institutional-grade staking infrastructure rather than operating its own validators.

With this new transaction, Grayscale has raised its staking level to nearly 70% of its total ETH holdings (approximately 868,856 ETH). The total amount of ETH deployed for staking continues to rise, showing that this is a core part of the fund’s capital allocation strategy rather than a short-term decision.

This move comes during a period of low volatility in the Ethereum market, suggesting the primary goal is not short-term trading, but optimizing long-term cash flow.

Strategy Behind the Move

Grayscale’s staking move reflects a clear strategy: transitioning ETH from a passive holding into a yield-bearing asset.

Grayscale Ethereum Staking Mini ETF

Grayscale Ethereum Staking Mini ETF. Source: Grayscale

A staking ratio of nearly 70% indicates that this is no longer an experimental activity, but a systematic capital deployment direction. The fund’s net staking yield is currently around 2.51%, relatively close to the overall ETH network benchmark (approximately 2.74%).

This suggests that Grayscale is not seeking to “beat the market” but is implementing a capital optimization strategy according to institutional standards — similar to how traditional funds seek yield from bonds or fixed-income assets.

In other words, ETH is no longer just a speculative asset. It is gradually being treated as a yield-bearing asset.

Ethereum’s Staking Landscape

Grayscale’s staking move comes as staking activity on the Ethereum network has reached a massive scale. The total amount of ETH currently being staked has reached approximately 38.9 million ETH, with over 1.2 million active validators worldwide, according to statistics from MacroMicro.

This scale shows that Ethereum has evolved into a sustainable staking ecosystem characterized by high decentralization and wide participation. Therefore, institutions like Grayscale no longer play the role of “pioneers” but are rather participating in an infrastructure that has been established and is operating stably for some time.

The maturity of the network helps yields become more stable and predictable — a crucial factor for institutional capital. These are the key elements that make staking attractive to institutional funds, which prioritize stability over exponential returns.

Diverging Institutional Strategies

While Grayscale is ramping up staking, ETF data shows a different picture of institutional capital flows.

According to Coinglass data, BlackRock recorded a significant inflow, equivalent to about 41,500 ETH, while Fidelity saw an outflow of about 9,500 ETH. Grayscale products exhibited mixed capital flows, reflecting portfolio-wide adjustments.

Ethereum spot ETF flow in the past 10-day.Ethereum spot ETF flow in the past 10-day.

Ethereum spot ETF flow in the past 10-day. Source: Coinglass

This divergence shows that institutions are no longer following a single common strategy. Some focus on increasing exposure to ETH through ETFs, while others are beginning to seek ways to optimize yield from their holdings.

The recent move further demonstrates that Grayscale is expanding its approach, moving beyond mere exposure toward optimizing value from the assets held.

A Shift in How Institutions Use Crypto

The increase in Grayscale’s staking occurs as the crypto regulatory framework in the US is gradually becoming clearer. Proposals like the CLARITY Act could provide a foundation for a clearer definition of rewarded staking activities, thereby influencing how institutions deploy digital assets.

Increasing the staking ratio not only helps generate additional yield but also reduces the circulating supply of ETH, as assets are locked within the validator system. If this trend continues, the market supply structure may shift toward becoming tighter, even if the impact on price is not immediate.

Another aspect is that the ability to generate yield also helps Ethereum differentiate itself from Bitcoin in the eyes of institutional investors. As capital flows increasingly emphasize asset utilization efficiency, platforms that can both store value and generate income may attract greater interest.

From Ownership to Utilization

Grayscale’s $184 million ETH stake move is not simply a large transaction. It reflects a deeper shift in how institutions approach crypto assets.

Instead of just holding, institutions are starting to optimize assets, seeking yield, and leveraging blockchain infrastructure as a financial system.

If this trend continues, staking could become an indispensable part of the strategy for traditional institutions.





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There’s a Way to Make Bitcoin Safe From Quantum Without a Fork, Researchers Say – Decrypt

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There’s a Way to Make Bitcoin Safe From Quantum Without a Fork, Researchers Say – Decrypt



In brief

A new proposal outlines a way to create quantum-resistant Bitcoin transactions without changing the network protocol.
The design replaces elliptic-curve assumptions with hash-based puzzles and Lamport signatures.
The approach shifts computational work to transaction creators and is presented as a temporary workaround rather than a permanent fix.

Bitcoin transactions could be made resistant to future quantum attacks without changing the network’s core protocol, according to a proposal from StarkWare researcher Avihu Mordechai Levy.

In a recent paper, Levy describes a “Quantum-Safe Bitcoin” transaction scheme designed to remain secure even if quantum computers break the elliptic-curve cryptography used today. The method works within Bitcoin’s existing scripting rules and would not require a soft fork or other network upgrade.

“We present QSB, a Quantum Safe Bitcoin transaction scheme that requires no changes to the Bitcoin protocol and remains secure even in the presence of Shor’s algorithm,” Levy wrote.

The proposal replaces elliptic-curve signatures with hash-based cryptography and Lamport signatures, an early signature scheme considered resistant to quantum attacks.

“Since Lamport signatures are post-quantum secure, and they sign a cryptographically strong identifier of the transaction, it is not possible to modify the transaction without producing a new Lamport signature—which the attacker cannot forge, even with quantum computing capabilities,” Levy wrote.



At the center of the design is a cryptographic puzzle that must be solved before a transaction is broadcast. The paper estimates that finding a valid solution would require about 70 trillion attempts.

Unlike Bitcoin mining, the computation happens before the transaction reaches the network. Users perform the work off-chain and submit a transaction that already includes proof that the puzzle was solved.

Levy estimates the puzzle could be solved using commodity hardware such as GPUs at a cost of a few hundred dollars per transaction.

The scheme is designed to operate within Bitcoin’s scripting limits of 201 opcodes and 10,000 bytes. The paper notes these limits are extremely restrictive because every opcode counts toward the total, even if it appears in an unused script branch.

To fit within those limits, the system combines Lamport signatures with hash-based puzzles in a layered transaction structure. It also introduces “transaction pinning,” which requires anyone attempting to modify the transaction to solve the puzzle again.

Levy describes the system as a “last-resort” measure rather than a scalable fix. The paper says both the off-chain computational cost and the on-chain transaction size would not scale to Bitcoin’s target throughput or the needs of most users.

Transaction creation is also more complex than standard Bitcoin usage, and may be considered non-standard under current relay policies, meaning they could face propagation issues and may need to be submitted directly to mining pools rather than broadcast through the public mempool.

The proposal also carries security trade-offs. While it avoids attacks based on Shor’s algorithm that threaten elliptic-curve signatures, Grover’s algorithm could still provide a quadratic speedup for quantum attackers.

“To the extent that the quantum threat is believed to be real, it remains necessary to continue the ongoing effort to research and implement the best possible solution for Bitcoin–one that is maximally efficient, user-friendly, and answers Bitcoin’s needs, through protocol-level changes,” Levy wrote.

Levy’s paper joins several proposals that have emerged outlining how Bitcoin could transition to quantum-resistant cryptography, including BIP-360, which introduces a Pay-to-Merkle-Root address format designed to support quantum-safe signatures.

While the quantum threat to Bitcoin remains theoretical, companies including Google and Cloudflare are already preparing for it, setting a 2029 deadline to transition their systems to post-quantum.

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Tok-Edge Debuts Redemption Token. Confirms $15M Valuation.

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Tok-Edge Debuts Redemption Token. Confirms M Valuation.


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April 12, 2026

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Published: April 12, 2026 at 9:00 am Updated: April 12, 2026 at 9:00 am

Tok-Edge Debuts Redemption Token. Confirms $15M Valuation.

London, United Kingdom, April 12th, 2026, Chainwire

Tok-Edge has publicly unveiled the Redemption Token, a novel cryptoasset category pioneered by the firm and to be first used with the launch of its new fund. The company also confirmed its latest valuation at $15 million.

Tok-Edge, a digital assets firm founded by veterans of traditional finance and crypto markets, recently emerged from stealth ahead of its fund launch. During that period, the firm raised approximately $1.5 million at a $15 million valuation from Marcus Meijer, an experienced GP investor and founder of a $10 billion AUM fund.

Meijer, together with a syndicate of investors, is expected to anchor the fund with up to $10 million as Tok-Edge begins raising from institutional allocators, including family offices, venture investors and crypto-native funds. The firm’s leadership team draws experience from Tier-1 institutions across TradFi and crypto (collectively over $950 billion in AUM), including CVC Capital, Bain Capital, KKR, BCG, Tufa and GoCoin.

The Redemption Token sits at the center of Tok-Edge’s model, a new cryptoasset designed to combine permissionless transferability with a defined function. Tokens are issued to fund investors and required for redemption of fund shares at net asset value. Ownership and economic rights remain embedded in the fund shares, while the Redemption Token can circulate independently on public blockchains, including Ethereum.

This structure allows the tokens to trade on exchanges and to be used in decentralized finance protocols, unlocking new opportunities and use cases for holders and builders, while preserving redemption mechanics within the regulated fund framework.

The fund to be launched by Tok-Edge is the first product to implement the Redemption Token model, deploying an actively managed strategy across liquid crypto assets and decentralized finance. Returns are expected from directional exposure to digital assets and yield generated through strategies such as staking and liquidity provision.

 “Tok-Edge was founded to bring institutional-grade products to crypto markets, built around the openness and technological advantages of blockchain networks,” said Raees Chowdhury, CIO of Tok-Edge. “The Redemption Token is a new cryptoasset that acts as a key for fund investors to redeem their capital and can be traded freely in the secondary market for price discovery.”

Eric Benz, former CEO of Changelly, early investor and Board Advisor to Tok-Edge, added, “The Redemption Token model introduces an architecture that separates the tradable asset from the legal instrument that represents ownership. We are pleased to support Tok-Edge as it develops a structure that could broaden the institutional market for digital asset products.”

Tok-Edge is capping its fund at $21 million at launch, coinciding with its token generation event. Each dollar committed to the fund at launch is mirrored by the issuance of one Redemption Token. Investor allocations for launch are expected to be finalized in the coming months as the fund targets a $100 million first close later in 2026.

About Tok-Edge

Tok-Edge is a digital asset financial services firm building an institutional-grade hedge fund focused on liquid crypto assets and decentralized finance strategies. The company combines traditional finance practices with blockchain infrastructure and has created the Redemption Token, a new category of cryptoasset.

Contact

Investor Relations[email protected]

Disclaimer

In line with the Trust Project guidelines, please note that the information provided on this page is not intended to be and should not be interpreted as legal, tax, investment, financial, or any other form of advice. It is important to only invest what you can afford to lose and to seek independent financial advice if you have any doubts. For further information, we suggest referring to the terms and conditions as well as the help and support pages provided by the issuer or advertiser. MetaversePost is committed to accurate, unbiased reporting, but market conditions are subject to change without notice.

About The Author


Chainwire is the top blockchain and cryptocurrency newswire, distributing press releases, and maximizing crypto news coverage.

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Chainwire is the top blockchain and cryptocurrency newswire, distributing press releases, and maximizing crypto news coverage.



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‘Worried’ Prince Edward and Sophie’s ‘dinner visit’ with Andrew Mountbatten-Windsor

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    ‘Worried’ Prince Edward and Sophie’s ‘dinner visit’ with Andrew Mountbatten-Windsor


    Fresh reports suggest Prince Edward is growing increasingly concerned about his brother Andrew Mountbatten-Windsor, prompting a recent visit to his Sandringham retreat.

    So, what exactly is going on behind the scenes?

    Edward is said to be worried for Andrew Mountbatten-Windsor (Credit: Admedia / SplashNews.com)

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    Prince Edward’s worries over Andrew Mountbatten-Windsor’s new life at Sandringham

    As scrutiny continues over Andrew’s past links to Jeffrey Epstein, insiders claim Edward and Sophie have stepped in to check on Andrew.

    Andrew is currently staying at Wood Farm on the Sandringham estate after leaving Royal Lodge earlier this year. This follows his arrest in February on suspicion of misconduct in public office, after which he was released under investigation.

    At the same time, his royal titles and honours were removed last year, adding further pressure to an already difficult situation.

    Andrew Mountbatten-Windsor riding a horse at Windsor
    Andrew Mountbatten-Windsor has been laying low (Credit: Splashnews.com)

    The scrutiny stacked against Andrew Mountbatten-Windsor

    For years, Andrew has faced intense public backlash over his association with Epstein, as well as allegations of sexual assault, which he has always denied.

    More recently, he has kept a low profile. However, he was spotted this week driving around the Sandringham estate, appearing relaxed despite the ongoing controversy.

    Andrew Mountbatten-Windsor’s life at Sandringham

    Andrew is expected to move into Marsh Farm once renovations are complete. In the meantime, Edward’s visit has sparked speculation.

    While some reports suggested it was a practical discussion about the move, others claim it was more personal.

    According to the Daily Mail, Edward was “deeply unsettled” and concerned about Andrew’s wellbeing as the investigation continues.

    Prince Edward and Sophie’s dinner with Andrew

    Insiders say Edward and Sophie, Duchess of Edinburgh joined Andrew for dinner during the visit.

    One source claimed: “Edward and Sophie had dinner with Andrew one night over the weekend and they talked things through. It’s true to say they both feel sorry for Andrew and how far he has fallen and they are worried about his fragile state of mind.

    “They do feel for him. But of course that doesn’t excuse his behaviour. It’s a difficult balancing act supporting him while not condoning what he has got involved with.”

    Meanwhile, Andrew is said to maintain his innocence and believes he will be vindicated.

    Publicly, Edward has also stressed the importance of remembering those affected, stating: “I think it’s all really important, always, to remember the victims and who are the victims in all this”.

    Representatives for all parties have been contacted for comment.

    Read more: ‘Sacrifice’ Queen Camilla made for her marriage with King Charles

     

    What do you think?  Let us know your thoughts on our Facebook page @EntertainmentDailyFix.

    Emily loves to write about the latest trending news, whether it’s reality TV chaos or royal drama. She also has a passion for translating editorial content into share-worthy social media posts.



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    Hurry! Heidi Klum’s Effortless Bomber Jacket Look Is Just $37 — And It Won’t Stay in Stock

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      Hurry! Heidi Klum’s Effortless Bomber Jacket Look Is Just — And It Won’t Stay in Stock


      Us Weekly has affiliate partnerships. We receive compensation when you click on a link and make a purchase. Learn more!

      Heidi Klum knows a thing or two about elevated dressing, often slipping into sleek separates that include modern design details, chic tailoring and bold pops of colors. But Klum’s refined taste isn’t just reserved for red carpets — and her recent bomber jacket serves as proof. Better yet? I found a lookalike silhouette for just $37 on Amazon.

      Last week, Klum stepped out in New York City wearing a casual-cool look, including Balenciaga sneakers, a Louis Vuitton tote and the star of the show: an Alpha Industries MA-1 top layer. While the original option isn’t completely out of the budget, the Amazon version is currently $112 less.

      Get the Rasujie Satin Bomber Jacket for $37 at Amazon! Please note, prices are accurate as of the publishing date but are subject to change.

      The windbreaker isn’t just good for the wallet, either, but it looks strikingly similar to Klum’s. You can look forward to the same buttery satin, micro-ribbed details, side pockets and zippered sleeves. The olive-green hue is also spot-on, making it hard to tell the difference between the two at first glance.

      Related: Rihanna’s Denim Bomber Jacket Is the Elevated Layer We’re Eyeing

      If anyone can make Us think about spring style in January, it’s Rihanna. The fashion icon stepped out in a denim bomber jacket style that instantly shifted our mindset from heavy winter layers to transitional staples. Her $2,800 version may be out of reach, but we found a $43 alternative that nails the same effortless […]

      Spring’s unpredictable weather is yet another reason to snag the lightweight zip-up. The smooth fabric feels light against the skin, offering a transitional dressing solution for bracing against chilly nights and surprise winds.

      But perhaps more notable is the outstanding quality. “I’m simply obsessed with this satin bomber jacket,” said a shopper. “It looks way more expensive than what it was!” Another rave reviewer echoed the same sentiment, saying it’s “wayyyyyyy better value than the price indicates…” So, rest assured; you may be getting a deal, but you’re not compromising on quality.

      Get ready to fall in love with your new favorite spring bomber jacket. All it took was a Klum sighting and an impressive $37 deal. But I have to warn you: this elevated top layer is sure to go quickly, so snag it while you still can.

      Get the Rasujie Satin Bomber Jacket for $37 at Amazon! Please note, prices are accurate as of the publishing date but are subject to change.

      Looking for something else? Explore more spring jackets here and don’t forget to check out all of Amazon’s Daily Deals for more great finds!

      Jenna Lyons is seen on March 16, 2026 in New York City.

      Related: Jenna Lyons’s Relaxed Bomber Jacket Is Spring’s Coolest Throw-On Layer

      Leave it to Jenna Lyons to make spring dressing look easier than ever. The style icon recently stepped out wearing a relaxed bomber jacket, reminding Us that the layer instantly delivers the effortless, thrown-on polish we’re always chasing. Of course, we knew we had to grab a similar style for ourselves, and discovered a $38 version that […]



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      10 Best Bitcoin Mining Apps in 2026: Core Features, Pros and Cons – NFT Plazas

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      10 Best Bitcoin Mining Apps in 2026: Core Features, Pros and Cons – NFT Plazas


      Bitcoin mining apps are everywhere, but most do not perform real Bitcoin mining. Actual mining requires industrial mining hardware, strong computational power, and large-scale mining farms, not a simple mobile mining app on a mobile device.

      Many apps instead rely on cloud mining, reward systems, or simulated dashboards tied to mining contracts and external mining operations, which often confuses new users about what is real. In this guide, we will explore the best Bitcoin mining apps, how they work, their core features, and how to distinguish real crypto mining apps from scams or low-value platforms.

      Top Bitcoin Mining Apps at a Glance: Free & Paid

      Bitcoin Mining AppMining TypePlatforms (iOS/Android)Key CharacteristicsCost (Free/Paid)Best ForNiceHash MobileHash Power MarketplaceAndroid, iOSWindows (primary), Android (limited)PaidRemote managementCryptoTab BrowserBrowser MiningAndroid, iOSEarn while browsing, built-in mining algorithm, referral systemFreeMobile miningMinerGate Mobile MinerMobile MiningAndroid (limited iOS support)Easy setup, multiple coins support, beginner-friendlyFree Multi coin miningECOSCloud MiningAndroid, iOSAll-in-one platform with wallet and analytics, a regulated environmentFree + PaidCloud mining contracts Binance PoolMining PoolAndroid, iOSIntegrated with the Binance ecosystem, stable payouts, and high liquidityPaidPool scale and Bitcoin payoutsStormGainCloud MiningAndroid, iOSFree mining feature, built-in trading platformFreeMobile cloud mining rewards systemHashing24Cloud MiningAndroid, iOSHands-off mining, no hardware required, long-term contractsPaidHands-off Bitcoin miningDeepHashCloud Mining Android, iOSAI optimization, daily payouts, simple interfaceFree + PaidHigh-yield cloud miningBitdeer MobileCloud MiningAndroid, iOSAccess to large mining farms, transparent plansPaidEnterprise grade cloud mining accessKryptex MinerSoftware MiningWindows (primary), Android (limited)Uses PC power, automatic optimization, BTC payoutsFreeDesktop level mining with mobile monitoring

      10 Best Bitcoin Mining Apps Reviewed in 2026

      1. NiceHash Mobile – Best for Remote Management

      NiceHash Mobile – Best for Remote Management

      NiceHash Mobile stands out among crypto mining apps as a hashpower marketplace, allowing users to buy and sell mining power without owning any physical hardware. Rather than functioning as a direct cloud mining rig, the app serves as a control hub for mining operations via remote servers, providing access to real mining infrastructure from a single mobile interface.

      Core Features

      Remote monitoring of rigs, including temperature, uptime, and control over mining speed and performanceIntegrated marketplace to place mining contracts, switch mining algorithms, and target the most profitable coinReal-time tracking of Bitcoin mining rewards, wallet activity, and overall transparent operationsSupports multi-coin mining with quick switching between supported coinsBuilt-in wallet for managing Bitcoin payouts and other digital assets

      Best For

      Experienced users running real mining farms or external cryptocurrency mining hardware who need a mobile mining app for managing computational power, tracking mining performance, and monitoring Bitcoin rewards without staying on a desktop.

      Pros and Cons

      Pros ConsFull control over remote servers and real mining operationsRequires an initial investment to access mining powerAvailable on Google Play Store, supports multiple coins, and includes strong app featuresApp stability issues during heavy useFlexible cloud mining contracts, steady Bitcoin payouts based on real output

      2. CryptoTab Browser – Best for Mobile Mining Lite

      CryptoTab Browser – Best for Mobile Mining LiteCryptoTab Browser – Best for Mobile Mining Lite

      CryptoTab Browser is a browser with built-in mining algorithms that lets users mine Bitcoin while browsing on Android phones and other mobile devices. It operates more like a lightweight mobile miner than a full Bitcoin mining app. The mining process runs in the background with limited processing power, while part of the workload is routed through external cloud mining services.

      Core Features

      Built-in mining algorithm based on Monero with automatic conversion to Bitcoin for Bitcoin payoutsAdjustable mining speed to balance performance and battery usage while you earn BitcoinOptional Cloud Boost features that provide extra computational power through remote servers

      Best For

      Casual users who want to start mining without any initial investment or setup. It fits those experimenting with crypto mining through a mobile app and learning how rewards and systems work.

      Pros and Cons 

      Pros Cons Passive way to mine crypto while browsing with no hardware requiredLimited processing power results in low mining speedOffers small but consistent Bitcoin rewards, and withdrawals are supportedVery low mining rewards without paid boosts or external cloud miningEasy to install from Google Play, simple setup, includes boost options and basic app featuresOne of the more accessible free crypto mining apps for beginners

      3. MinerGate Mobile Miner – Best for Multi-Coin Mining

      MinerGate Mobile Miner – Best for Multi-Coin MiningMinerGate Mobile Miner – Best for Multi-Coin Mining

      MinerGate Mobile Miner is a mobile mining app in the wider category of crypto mining apps, designed for users who want to mine crypto like Bitcoin Cash and other assets directly from an Android phone using a lightweight mobile miner setup. 

      Core Features

      Supports multi-coin mining, including Bitcoin mining, Bitcoin Cash, and other supported coinsBuilt-in mining algorithms that help users switch between the most profitable coins based on market conditionsMining pool integration that improves efficiency and increases chances of Bitcoin payoutsSimple wallet tracking for Bitcoin rewards and other digital assetsSupports mining runs across multiple devices under one account

      Best For

      This is best for new users looking for a good mining app to start mining Bitcoin in a simplified way, without needing technical expertise or cryptocurrency mining hardware. 

      Pros and Cons 

      Pros Cons Easy mine Bitcoin setup through mobile miner, also supports automatic switching via mining algorithmsLimited processing power on a mobile device reduces effective mining speedEarn Bitcoin rewards through a mining pool that supports Bitcoin Cash payoutsLower Bitcoin mining rewards compared to advanced mining software and cloud mining servicesEasy entry into crypto mining with access to real data centres and shared systemsNot the best crypto mining app for serious mining contracts or large-scale mining infrastructure

      4. ECOS – Best for Cloud Mining Contracts

      ECOS – Best for Cloud Mining ContractsECOS – Best for Cloud Mining Contracts

      ECOS is a mobile mining app that connects users to structured cloud mining platforms built around real mining infrastructure. Unlike basic free crypto mining apps, ECOS is positioned closer to a regulated Bitcoin mining app model, where users buy mining contracts tied to actual mining operations. 

      Core Features

      Offers structured cloud mining contracts linked to real mining farmsProvides access to mining power Transparent breakdown of Bitcoin mining expected returns, contracts, and fees.Supports multiple plan types based on the most profitable coin conditions

      Best For 

      ECOS is best for users who want structured exposure to Bitcoin mining without dealing with physical rigs or unstable free crypto mining apps.

      Pros and Cons 

      ProsConsReal Bitcoin mining exposure through structured mining contractsRequires upfront capital before generating any real Bitcoin returnsClean, user-friendly interface with detailed app features for tracking contractsLimited flexibility compared to advanced mining softwareStable Bitcoin rewards model tied to contract terms and mining poolsBacked by real mining farms and professional mining infrastructure

      5. Binance Pool – Best for Mining Pool Scale and Bitcoin Payouts

      Binance Pool – Best for Mining Pool Scale and Bitcoin PayoutsBinance Pool – Best for Mining Pool Scale and Bitcoin Payouts

      Binance operates Binance Pool, one of the largest global Bitcoin mining pools, which combines the hashrate of thousands of miners into a single coordinated network. This setup increases the probability of solving Bitcoin blocks.

      Binance Pool is integrated directly into the Binance ecosystem, meaning miners can connect their mining hardware and receive rewards directly via their compatible exchange wallet address, reducing friction between mining rewards and trading or holding crypto assets.

      Core Features

      Massive global mining pool scale with high total hashrateDirect BTC payouts into Binance exchange walletsSupports major proof-of-work cryptocurrencies like BitcoinMultiple reward models (PPS / FPPS / PPLNS depending on coin)Low to moderate pool fees compared to industry averages 

      Best For 

      Binance Pool is best for users who want high stability from a large mining pool, consistent Bitcoin payouts without the volatility of solo mining, and easy integration of mining earnings with crypto trading.

      Pros and Cons 

      Pros Cons One of the largest global Bitcoin mining pools with strong hashrateCentralized under a major exchange ecosystemReliable BTC payouts directly to exchange walletsRequires a Binance account and identity verificationStrong infrastructure improves mining stabilityNot ideal for users seeking full decentralizationEasy integration with trading and wallet systemsCompetitive pool fee structure

      6. StormGain – Best for Mobile Cloud Mining Rewards System

      StormGain – Best for Mobile Cloud Mining Rewards SystemStormGain – Best for Mobile Cloud Mining Rewards System

      StormGain is a crypto trading app that includes a Bitcoin cloud mining feature. It recently ceased independent operations and migrated to YouHolder. It does not use your phone’s CPU, GPU, or any blockchain hashing power for its mining services. Instead, it runs a centralized reward system that gives BTC based on app activity and engagement.

      The platform combines crypto trading, leveraged trading, and crypto wallet services, with the miner serving more as a gamified earning feature within the ecosystem.

      Core Features

      Cloud mining reward system Integrated crypto trading platform (spot and derivatives)Built-in custodial crypto walletMining boosts linked to trading activityDemo trading mode for practiceBonus-based BTC accumulation system

      Best For

      StormGain is best for users who want a beginner-friendly crypto app with gamified rewards, exposure to crypto trading, and leverage tools on a single platform.

      Pros and Cons 

      Pros ConsEasy-to-use mobile crypto trading appMining is not real blockchain miningNo hardware or electricity neededFunds are custodial (you don’t control private keys)Includes trading, wallet, and demo featuresNot suitable for users seeking real mining incomeGamified BTC earning system

      7. Hashing24 – Best for Hands-off Bitcoin Mining

      Hashing24 – Best for Hands-off Bitcoin MiningHashing24 – Best for Hands-off Bitcoin Mining

      Hashing24 is a Bitcoin mining app built around structured cloud mining access. Instead of relying on a mobile device or limited processing power, the platform connects users to cloud mining services backed by real data centres and large-scale mining farms. The actual mining occurs through industrial mining infrastructure, while the mobile app and web dashboard handle remote monitoring and account tracking. 

      Core Features

      Access to cloud mining contracts tied to real global mining farmsAbility to start mining without owning cryptocurrency mining hardwareFree demo mode to test Bitcoin mining performance without an initial investmentDaily Bitcoin payouts based on purchased mining powerIntegrated calculator to estimate mining rewards and long-term returns

      Best For

      Hashing24 is best for users who want a good mining app experience built around cloud mining without handling physical rigs.

      Pros and Cons

      ProsConsHands off Bitcoin mining through structured cloud mining contractsRequires an initial investment for meaningful mining powerAccess to real mining farms and professional mining infrastructureLess control compared to direct mining operationsDaily Bitcoin payouts with a predictable contract structureDemo mode helps users test Bitcoin mining concepts risk-free

      8. DeepHash – Best for High-yield Cloud Mining

      DeepHash – Best for High-yield Cloud MiningDeepHash – Best for High-yield Cloud Mining

      DeepHash presents itself as a next-generation Bitcoin mining app built around AI-driven cloud mining platforms. Users can start mining, buy short-term cloud mining contracts, and receive Bitcoin payouts through a clean mobile app interface. The platform promotes automated allocation of computational power to the most profitable coin, along with daily Bitcoin mining rewards.

      Core Features

      AI-based allocation of mining power across multiple mining farmsShort-cycle cloud mining contracts with daily Bitcoin rewardsNo need for cryptocurrency mining hardware or setupAutomated switching to the most profitable coin using internal mining algorithmsQuick onboarding to start mining without technical expertise

      Best For

      DeepHash is best for users looking to test cloud mining systems with small capital and understand how Bitcoin mining contracts work in practice.

      Pros and Cons

      Pros ConsAn easy way to start mining through cloud mining platformsLimited regulatory oversight and accountabilityNo mining hardware or setup requiredLack of proven mining infrastructure transparencyFast onboarding with a simple mobile mining app designHigh return claims not consistent with real Bitcoin miningIncludes tracking for Bitcoin payouts and mining rewards

      9. Bitdeer Mobile – Best for Enterprise Grade Cloud Mining Access

      Bitdeer Mobile – Best for Enterprise Grade Cloud Mining AccessBitdeer Mobile – Best for Enterprise Grade Cloud Mining Access

      Bitdeer is one of the more advanced Bitcoin mining app options built around large-scale cloud mining platforms. Unlike most mobile mining apps, Bitdeer connects users directly to industrial-grade mining infrastructure, including real data centres and professional mining farms across multiple regions.

      The app provides access to real mining power through cloud mining contracts, in which the actual mining occurs in high-capacity facilities powered by cryptocurrency mining hardware. 

      Core Features

      Access to large-scale cloud mining platforms with real global mining farmsAbility to start mining by purchasing cloud mining contracts tied to real mining operationsIntegrated tools for tracking Bitcoin payouts and daily mining rewardsSupports multiple mining pools and switching between supported coins

      Best For

      It is best for users seeking a more serious crypto mining app experience, backed by real mining farms, especially those interested in scaling through mining contracts and managing operations remotely.

      Pros and Cons

      ProsConsAccess to real mining farms and industrial mining infrastructureCommit capital before gaining access to mining powerStrong cloud mining platforms with global presenceMore complex than basic mobile mining app toolsDetailed remote monitoring and analytics toolsSupports multiple mining pools and flexible setups

      10. Kryptex Miner –  Best for Desktop Level Mining with Mobile Monitoring

      Kryptex Miner –  Best for Desktop Level Mining with Mobile MonitoringKryptex Miner –  Best for Desktop Level Mining with Mobile Monitoring

      Kryptex Miner is a mining software designed for desktop systems, while the mobile app acts as a companion tool for remote monitoring and control. Unlike most crypto mining apps, Kryptex connects to real cryptocurrency mining activity.

      The mining process runs on your PC using GPU or ASIC-level computational power, while the phone app lets you track mining performance, payouts, and system activity. The platform automatically selects the most profitable coin using built-in mining algorithms, then converts earnings into Bitcoin for Bitcoin payouts

      Core Features

      Full desktop mining software that uses GPU and ASIC mining hardwareAuto-switching mining algorithms to target the most profitable coinIntegrated mining pool for stable Bitcoin mining rewardsCompanion mobile app for remote monitoring of rigs and payoutsSupports multiple coins with auto conversion to Bitcoin

      Best For

      It is best for users who want to start mining on a desktop and use their phone for control, not users looking for free crypto mining apps that run fully on a mobile device.

      Pros and Cons

      Pros ConsReal Bitcoin mining through desktop mining hardwareNot an actual mobile mining app for on-device miningAutomatic switching to the most profitable coin improves efficiencyRequires a PC with strong computational powerStable mining rewards through an integrated mining poolThe mobile miner version has low mining speedStrong remote monitoring via mobile app

      How to Choose the Best Bitcoin Mining App

      1. Mining method

      A Bitcoin mining app must be checked by method first. Most mobile mining runs on a mobile device with limited processing power, so it is not real Bitcoin mining. Real mining uses mining hardware in mining farms or cloud mining platforms, where mining occurs on remote servers.

      2. Transparency and legitimacy

      A real mining app shows clear mining operations, mining infrastructure, and proof of mining farms. Many crypto mining apps hide details. If a platform cannot explain how Bitcoin mining rewards are generated or how mining contracts work, it is not a legitimate app.

      3. Fee structures and hidden costs

      Most cloud mining systems charge fees through mining contracts, maintenance, or withdrawals. These reduce mining rewards and final Bitcoin payouts. A good Bitcoin mining app clearly shows costs tied to mining power and avoids hidden charges that affect profitability.

      4. Platform compatibility

      A good Bitcoin mining app should work smoothly on an Android phone through the Google Play Store. It should support mobile app access, remote management, and sync with mining software or cloud mining platforms without breaking performance or limiting access.

      5. User interface

      A strong crypto mining app must show clear mining performance, mining speed, and active mining runs. A user-friendly interface helps users track Bitcoin rewards and understand results. If data is hidden, the mining app is not reliable for real Bitcoin mining decisions.

      6. Security and data protection

      A Bitcoin mining app must protect accounts, digital assets, and Bitcoin payouts. Many cloud mining services lack transparency in mining operations and mining infrastructure. Without proof of real mining farms, the security risk is high, and the platform should be avoided.

      After choosing, here is a step-by-step guide on how to mine Bitcoin to help you effectively earn rewardson any crypto mining app you opt for.

      Are Bitcoin Mining Apps Legit or a Scam?

      Bitcoin mining apps are either legit and highly inefficient or scams. The fake apps do not perform real Bitcoin mining; instead, they rely on ads, data collection, or fake earnings screens. 

      A small number of Bitcoin mining apps are legitimate, but they are usually not true “mine Bitcoin on your phone” apps. The more credible ones are transparent about hardware, payouts, fees, and mining pools, and they let you verify how returns are generated. 

      How to Verify a Bitcoin Mining App

      Check mining operations transparency: A real Bitcoin mining app should clearly explain how Bitcoin mining works and show how its operations actually work, not just display fake earnings dashboards.Look for real mining infrastructure: A trustworthy app should show proof of mining farms, mining infrastructure, or active mining pools supporting real mining process activity.Review mining contracts carefully: Check how they are structured, including fees, duration, and how mining and Bitcoin rewards are calculated.Check payout authenticity: Ensure the app supports real Bitcoin payouts, not just in-app balances or fake Bitcoin rewards that cannot be withdrawn.Check for remote tracking features: Legit systems often include remote monitoring of mining operations and live data updates from servers.Research the company’s background: A trustworthy Bitcoin mining app should have a verifiable team and a track record in cryptocurrency mining or related mining infrastructure.

      Tips to Stay Safe With Bitcoin Mining Apps

      Use only reputable platforms: Stick to well-known Bitcoin mining apps with a proven track record in Bitcoin mining and real-world operations, not unknown free crypto mining apps.Avoid guaranteed returns: Any crypto mining app promising fixed Bitcoin rewards is usually a scam or unrealistic cloud mining scheme.Protect personal data: Do not share sensitive information unless the mining app is verified and secure with proper encryption and account protection.Check withdrawal rules: Confirm that Bitcoin payouts are real and not locked behind unrealistic conditions or hidden restrictions.Monitor reviews carefully: Look for consistent feedback about mining performance, mining rewards, and real user experiences in crypto mining apps.Start small: Test any platform with minimal exposure before committing to larger mining contracts or long-term cloud mining services.

      How Much Can You Earn With a Bitcoin Mining App?

      As highlighted in Webopedia’s breakdown of Bitcoin mining apps, most mobile and cloud-based mining tools do not yield stable or high income, and earnings depend heavily on the type of mining model used.

      Mining Earnings Breakdown

      Earnings from a Bitcoin mining app depend on whether you are using mobile mining, cloud mining platforms, or real mining hardware. On a mobile device, earnings are usually close to zero because the limited processing power cannot support real Bitcoin mining. With free crypto mining apps, most users only see small Bitcoin rewards that are either simulated or heavily reduced.

      Even in cloud mining, earnings depend on purchased mining power, mining contracts, and overall mining performance. After fees, most users end up with low and inconsistent Bitcoin payouts.

      Mining Costs Breakdown

      The main cost in Bitcoin mining is not the app itself but the structure behind it. In cloud mining services, users pay for mining contracts, maintenance fees, and electricity costs tied to real mining farms.

      In addition, the amount of mining power purchased directly affects profitability. Higher hashrate means higher cost, but also higher chance of Bitcoin mining rewards. However, these costs often significantly reduce overall profit.

      Conclusion

      Bitcoin mining apps offer users an easy, convenient way to participate in mining operations. Most Bitcoin mining apps are not reliable for real income, since Bitcoin mining requires specialised hardware and large mining farms, not mobile devices. Still, a few cloud mining platforms work, but profits are low and uncertain.

      FAQs

      What are the best free Bitcoin mining apps in 2026?

      Most free Bitcoin mining apps are really cloud mining platforms or reward-based crypto mining apps. Popular options often include StormGain, ECOS, and NiceHash.

      Which Bitcoin mining apps work best on Android?

      On Android, the most common mobile mining apps are CryptoTab Browser, MinerGate Mobile Miner, and cloud-based tools like StormGain. They run as mobile apps.

      What are the top Bitcoin mining apps for iOS?

      On iOS, similar cloud mining apps dominate, including StormGain, ECOS, and other mobile mining apps that connect to remote mining operations. These apps focus on tracking mining performance and Bitcoin payouts, not direct on-device mining.

      Is Bitcoin mining on a phone realistic in 2026?

      No. Real Bitcoin mining requires industrial mining hardware, strong computational power, and large mining farms. Phones have limited processing power, so most mobile mining apps either simulate mining or rely on cloud mining services.

      How long does it take to mine 1 Bitcoin with an app?

      With a typical Bitcoin mining app, it is practically impossible to mine 1 BTC. Even real mining operations using mining hardware in mining farms take significant resources and competition. On mobile or cloud apps, earnings are usually small Bitcoin rewards, not full coins.

      Is it safe to use Bitcoin mining apps on your phone?

      Some crypto mining apps are safe if they are reputable and listed on the Google Play Store, but many are risky. Always verify transparency before using any Bitcoin mining app.



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      UniX AI Claims First Real-Home Deployment of Mass-Produced Humanoid Robot Panther | Web3Wire

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      UniX AI Claims First Real-Home Deployment of Mass-Produced Humanoid Robot Panther | Web3Wire


      Suzhou, Jiangsu, April 11, 2026 (GLOBE NEWSWIRE) — Global embodied intelligence and humanoid robotics leader UniX AI today announced a major milestone: its third-generation humanoid robot Panther has successfully completed full-stack, continuous multi-task validation in real, unmodified household environments—without staging, scripting, or laboratory constraints.

      The robot demonstrated end-to-end execution of complex domestic tasks including waking users, making beds, preparing breakfast, whole-home cleaning, and object organization.

      This breakthrough marks Panther as the world’s first mass-producible, commercially viable service humanoid robot deployed in real households, breaking through the long-standing industry limitation of laboratory demonstrations and structured environments, and officially ushering humanoid robotics from the “demonstration era” into the “home commercialization era.”

      Video: https://www.youtube.com/watch?v=fsHBGvXc-Js

      Breaking the Industry’s Final Barrier: From “Performance” to “Household Service”

      For years, the global humanoid robotics industry has been constrained by two distinct development paths:

      One category focuses on humanoid appearance and motion demonstrations, limited to highly structured environments such as laboratories and exhibition halls, unable to cope with real-world complexity.

      Another category targets industrial and warehouse environments, achieving stable efficiency in standardized settings but lacking adaptability to dynamic, unstructured, and human-populated household environments.

      The home has long been considered the most difficult application scenario for humanoid robots—an industry “no-go zone” characterized by narrow and irregular spaces, congested pathways, frequent occlusions, dynamic interference from humans and pets, and highly coupled multi-task dependencies requiring constant interruption and replanning.

      UniX AI Founder and CEO Fengyu Yang stated:

      “The real challenge of humanoid robotics has never been making machines look human, but enabling them to reliably complete task execution in unpredictable real-world environments.”

      With this breakthrough, Panther establishes itself as the world’s first mass-producible humanoid robot capable of real household deployment for commercial service, a defining milestone that has rapidly driven strong market attention.

      Appearance at Morgan Stanley Summit Attracts Strong Global Investor Interest

      Fred Yang, founder of UniX AI, was invited to speak at the Morgan Stanley China Summit 2026, delivering a keynote titled “Pathways to Commercialization of Embodied Intelligence.” The presentation marked the first comprehensive disclosure of Panther’s breakthroughs in real-world household testing and its commercialization roadmap. 

      As a Gen Z founder, Dr. Fred Yang holds a Ph.D. from Yale University and a bachelor’s degree in Computer Science and Business from the University of Michigan. He is also a Distinguished Undergraduate Scientist of the North American Computer Association and a world-class expert in the field of vision and haptics. Having published more than 15 papers at top computer science conferences such as CVPR and ICCV, he has led the development of several world-class achievements, including UniTouch, the world’s first multimodal haptic large model, and Touch and Go, the largest existing vision-haptic dataset, laying a solid foundation for the company’s core technologies.

      Following the session, the content generated strong reactions from attendees, with multiple top-tier U.S. dollar funds and global investment institutions expressing significant interest in the household robotics sector.

      Discussions centered on market scale potential, technological barriers, and mass production capabilities for high-end service robotics, with a consensus view that UniX AI has effectively opened the next major commercialization frontier in humanoid robotics.

      Inside Panther: Why It Is a Truly Functional Home-Capable Humanoid Robot

      Panther’s core advantage is not parameter accumulation, but a design philosophy fully centered on real household pain points. Each capability directly addresses critical challenges in domestic environments.

      Product details: https://www.unix-group.ai/panther/2023.html

      1. Hardware & Mobility: Designed for Narrow, Cluttered Home Spaces

      Panther is equipped with a high-performance, cost-effective hardware core dedicated to embodied intelligence, featuring a full-size humanoid structure and the world’s first mass-produced 8-DOF bionic robotic arms. Combined with a 48V high-voltage drive (high power and stable control), an omnidirectional four-wheel steering system (flexible maneuvering in compact spaces), and a maximum computing power of 2070 TOPS plus rich open interfaces, it provides support for reliable operation and subsequent development.

      Adopting a wheeled dual-arm architecture, Panther addresses pain points such as narrow spaces and congested pathways in home environments. Compared with its predecessor, the Wanda 2.0, its 80cm vertical lifting stroke enables ground-contact operations, covering full-height task chains including low-position picking, shelf operations, and bridging the key gap between “completing a single action” and “running a full task chain.”

      The world’s first mass-produced 8-DOF bionic robotic arms serve as its core. The dual-arm payload capacity is 12 kg. in dual-arm collaboration and combined with the 80cm vertical stroke, they can flexibly complete household tasks such as countertop operations and cleaning, ensuring the reliable execution of complex, continuous tasks.

      2. AI System: Solving Occlusion, Interference, and Dynamic Environments

      Panther leverages UniX AI’s proprietary core systems to maintain stable operation in unpredictable home environments:

      UniFlex Cross-Space Task Generalization SystemEnables rapid spatial understanding of unfamiliar homes and adapts to varying layouts for task migration.

      UniTouch Multimodal Perception SystemFuses vision and tactile feedback to assess object weight, material, and grip state in real time, ensuring stable handling of fragile and irregular objects.

      UniCortex Long-Horizon Task Planning SystemDecomposes complex tasks (e.g., breakfast preparation or whole-home cleaning) into executable sequences, enabling interruption, replanning, and task resumption without losing continuity.

      This system combination enables long-horizon task stability in unstructured environments—key to differentiating Panther from demonstration-only robotics systems.

      3. Endurance & Practicality: Full-Day Home Operation

      Panther offers 8–16 hours of continuous operation, sufficient for full-day household service tasks.

      With an adaptive gripper system, it can handle tableware, clothing, small appliances, and cleaning tools—enabling long-term, practical usability rather than short demonstration cycles.

      From Mass Production to Household Deployment: Building a Differentiated Competitive Moat

      Founded in 2024 and headquartered in Suzhou, China, UniX AI is a technology company specializing in humanoid robotics R&D, mass production, and global deployment.

      The company has built an integrated system covering R&D to scalable delivery, supported by global top-tier talent in algorithms, engineering, and supply chain management.

      UniX AI is not starting from scratch: its second-generation product, Wanda 2.0, achieved stable mass production in 2025 with monthly deliveries exceeding 100 units, deployed across hotels, property management, retail, and education sectors.

      In August 2025, UniX AI robots also achieved top rankings at the World Humanoid Robot Games, winning hotel cleaning and reception service championships, validating performance in real-world complex environments.

      The launch of Panther marks UniX AI’s strategic expansion from commercial service robotics into the home robotics market, making it one of the few global companies with both commercial-scale deployment and household-grade robotics capability.

      Core Differentiation

      Scenario-first design, not demo-first developmentAll technologies are built for real-world task execution rather than laboratory performance.Mass production capability already establishedNot a prototype-stage company; supports a mature supply chain and 100+ units/month delivery capacity.Full-stack proprietary technology moatUniFlex, UniTouch, and UniCortex form a deeply integrated core technology stack.First real household validation globallySuccessfully completed unscripted, continuous execution in real home environments—no comparable competitor exists.

      Industry Milestone: From “Demonstration Intelligence” to “Execution Intelligence”

      Industry experts widely view Panther’s real-world household deployment as a defining turning point for humanoid robotics, marking a transition from demonstration-driven attention to execution-driven value creation.

      This breakthrough redefines the standard for service humanoid robots and unlocks the global high-end service robotics market.

      UniX AI has identified the United States, Europe, and the Middle East as key overseas markets, targeting high-net-worth households with commercial-grade service robotics solutions.

      In China, Panther has rapidly gained public attention as the “first humanoid robot deployed in real homes globally,” becoming a breakout technology product.

      In global capital markets, the household robotics sector has also gained renewed momentum, with UniX AI’s breakthrough accelerating investor focus on the category.

      About UniX AI                                                                                                 UniX AI, founded in 2024 and headquartered in Suzhou, China, focuses on the R&D, mass production, and real-world deployment of general-purpose humanoid robots. The company is committed to becoming a global scenario-driven robotics service provider, delivering end-to-end humanoid robot services across the full lifecycle.Bringing together world-class talent across algorithms, engineering, product design, and supply chain, the company has independently developed core technologies including UniTouch, UniFlex, and UniCortex. UniX AI’s product matrix includes the Wanda series, the Martian bipedal robot, and the newly launched Panther series.

      Website: http://www.unix-group.aiBusiness Contact: global@unix-group.ai 

      About Web3Wire Web3Wire – Information, news, press releases, events and research articles about Web3, Metaverse, Blockchain, Artificial Intelligence, Cryptocurrencies, Decentralized Finance, NFTs and Gaming. Visit Web3Wire for Web3 News and Events, Block3Wire for the latest Blockchain news and Meta3Wire to stay updated with Metaverse News.



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      Crypto News: AlphaPepe Stage 12 Nears Sell Out While XRP Price Prediction Targets $10 Following New Clarity Act Victory | Web3Wire

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      Crypto News: AlphaPepe Stage 12 Nears Sell Out While XRP Price Prediction Targets Following New Clarity Act Victory | Web3Wire


      MONACO, April 11, 2026 (GLOBE NEWSWIRE) — AlphaPepe Stage 12 is nearing sell out and the next stage brings another price increase. Capital is entering at a pace that draws direct comparisons to the earliest days of meme coins that went on to deliver life-changing returns to early participants. The crypto news around AlphaPepe is building ahead of a planned Q2 2026 exchange listing, stages are finalizing in days, and wallets are committing serious size as the XRP price prediction shifts toward $10 following a pivotal moment for the CLARITY Act that could redefine how digital assets are classified under federal law.

      Before getting into what those wallets see and why they are moving now, the XRP price prediction and the CLARITY Act progress reshaping the regulatory landscape explain why the entire crypto market may be approaching a structural repricing event and why informed capital is already positioned inside this presale.

      Crypto News: AlphaPepe Stage 12 Nears Sell Out While the XRP Price Prediction and CLARITY Act Victory Point to $10

      The timing of AlphaPepe’s Stage 12 nearing sell out could not land in a more charged crypto news environment. The XRP price prediction has shifted decisively after the CLARITY Act cleared a critical legislative hurdle. The bill would classify XRP as a digital commodity under federal law, giving banks and asset managers the statutory clarity they need to deploy capital at scale. The Senate Banking Committee is targeting a markup in late April with a mid-2026 floor vote, and Galaxy’s Alex Thorn has stated the bill is unlikely to pass in 2026 if it does not clear committee by April, making the next three weeks the most consequential window in XRP’s history.

      The XRP price prediction from analysts now reaches as high as $10 if the CLARITY Act passes. Most analysts place the range between $5 and $10 for a post-legislation repricing. Standard Chartered originally set an $8 target contingent on the bill passing, projecting $4 to $8 billion in total XRP ETF inflows. Some projections have gone even further, with one analysis forecasting $15 to $30 based on bank adoption and cross-border settlement volume flowing through the XRP Ledger. At $1.35, reaching $10 represents approximately 640% upside, but every percentage point of that move depends on legislation clearing five separate hurdles on a timeline measured in weeks not quarters.

      The institutional positioning behind the XRP price prediction is already visible. XRP led all digital assets in ETF inflows last week, accounting for 53% of the total $224 million that entered crypto funds globally according to CoinDesk. XRP spot ETFs recorded $119.6 million in weekly inflows, the largest since December. Six XRP spot ETFs have now crossed $1 billion in combined assets under management. The ceasefire between the US and Iran added a macro tailwind, sending XRP briefly above $1.38 before consolidating near $1.35. The combination of regulatory momentum and geopolitical de-escalation is creating the exact conditions that have preceded every major XRP repricing in history.

      The XRP price prediction targets $10 under optimal conditions. That is approximately 640% upside on a $77 billion market cap asset that requires the CLARITY Act to pass, ETF inflows to scale to $5 billion or more, and macro tailwinds to hold through the legislative process. The wallets that have historically captured the most significant returns in crypto have rarely done so by waiting for a large cap to clear five legislative hurdles on someone else’s timeline. They identified early-stage opportunities where the momentum was already building in the data, and one of the strongest setups available right now is AlphaPepe.

      AlphaPepe Stage 12 Nears Sell Out as Capital Positions Ahead of the Next Price Rise

      AlphaPepe’s AI-powered decentralized exchange is the reason capital is entering at this pace while XRP holders wait for a Senate vote that may or may not arrive on schedule. The meme coin sector sits at $45 billion but traders still rely on fragmented tools that cannot screen for scam contracts, track whale movements, or execute across chains without friction. AlphaSwap is designed to address all three with AI-driven contract screening, real-time whale tracking, and cross-chain execution on BSC with deployment planned for Q2 2026. The project has completed a full 10/10 BlockSAFU security audit verifying the contract before a single public trade takes place.

      Over 7,500 holders have joined so far and AlphaPepe is currently priced at $0.01422 per token. The presale has raised over $800,000 with consistent daily growth in participation even as broader market sentiment remains fragile. Token delivery is instant with no vesting and no claim delay. While XRP requires the CLARITY Act to clear the Senate Banking Committee, survive a floor vote, and reach the President’s desk before the legislative window closes, AlphaPepe’s next catalysts are the exchange listing and AI DEX launch, both measured in weeks. Stage 12 is nearing sell out and the next stage brings a price increase that rewards participants who entered before the transition.

      Conclusion

      The crypto news around the XRP price prediction targeting $10, the CLARITY Act approaching its most critical legislative window, and institutional capital flowing into XRP ETFs at the fastest pace since December all highlight why the next three weeks could reshape the digital asset landscape. The wallets entering AlphaPepe’s Stage 12 before the next price increase are following the same pattern that has defined every previous cycle. The participants who positioned in early-stage opportunities while the market waited for large-cap catalysts to confirm captured the most significant returns, and those who waited entered at materially higher levels.

      Stages close faster every day while each round that fills pushes the entry cost higher. The AlphaPepe official website is where participants evaluating early-stage crypto opportunities ahead of the Q2 2026 exchange listing are entering right now. Stage 12 is nearing sell out and the window at current pricing is closing.

      CLICK TO VISIT ALPHAPEPE OFFICIAL WEBSITE

      FAQs

      Can XRP reach $10 if the CLARITY Act passes?Most analysts project XRP between $5 and $10 if the CLARITY Act clears Congress, with Standard Chartered targeting $8 and some forecasts reaching $15 to $30 based on institutional adoption and cross-border settlement volume.

      Why is AlphaPepe Stage 12 nearing sell out?AlphaPepe is building an AI-powered DEX with contract screening, whale tracking, and cross-chain execution. The presale has raised over $800,000 with 7,500+ holders, and Stage 12 is the last opportunity to enter before the next scheduled price increase.

      Contact:Jack Duffycontact@alphapepe.io

      Disclaimer: This content is provided by AlphaPepe. The statements, views, and opinions expressed in this content are solely those of the content provider and do not necessarily reflect the views of this media platform or its publisher. We do not endorse, verify, or guarantee the accuracy, completeness, or reliability of any information presented. We do not guarantee any claims, statements, or promises made in this article. This content is for informational purposes only and should not be considered financial, investment, or trading advice. Investing in crypto and mining-related opportunities involves significant risks, including the potential loss of capital. It is possible to lose all your capital. These products may not be suitable for everyone, and you should ensure that you understand the risks involved. Seek independent advice if necessary. Speculate only with funds that you can afford to lose. Readers are strongly encouraged to conduct their own research and consult with a qualified financial advisor before making any investment decisions. However, due to the inherently speculative nature of the blockchain sector—including cryptocurrency, NFTs, and mining—complete accuracy cannot always be guaranteed. Neither the media platform nor the publisher shall be held responsible for any fraudulent activities, misrepresentations, or financial losses arising from the content of this press release. In the event of any legal claims or charges against this article, we accept no liability or responsibility. Globenewswire does not endorse any content on this page.

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      The Illusion of Digital Immortality: Are You Really Uploading Your Mind? | Metaverse Planet

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      The Illusion of Digital Immortality: Are You Really Uploading Your Mind? | Metaverse Planet


      I still can’t stop thinking about that fruit fly experiment.

      If you missed it, researchers recently achieved something that sounds like pure science fiction: they mapped the entire brain of a fruit fly. That is roughly 130,000 neurons and 50 million connections, entirely digitized. When I was reading the research paper, I honestly felt a cold chill run down my spine. It’s a monumental leap for science, but it immediately sent my mind spiraling into a rather terrifying rabbit hole.

      If scientists can successfully map and digitize 130,000 neurons today, how long is it really going to take until they map our 86 billion? The technology is scaling at a breakneck pace. But as I dig deeper into the mechanics of mind uploading, the real question that scares me isn’t when we will do it, but what exactly we are doing.

      If they make a digital twin of my brain, is it really me, or just a highly sophisticated ghost in the machine? Today, I am diving deep into the reality of digital consciousness, and why transferring your mind to a computer might not be the immortality you are hoping for.

      The Monumental Gap: From Flies to Human Consciousness

      cropped-A-Historic-First-The-Ultimate-Brain-Map-Has-Been-Unlocked-1.webp

      Let me put the numbers into perspective, because the sheer scale of the human brain is hard to wrap your head around.

      The Fruit Fly: 130,000 neurons.The Mouse: Roughly 71 million neurons.The Human: 86 billion neurons, with over 100 trillion synaptic connections.

      To map my brain—every memory of my childhood, the taste of my favorite coffee, the exact way I feel when I listen to a certain song—you wouldn’t just need to take a snapshot of those 86 billion neurons. You would need to capture the exact chemical states, the neurotransmitter levels, and the microscopic electrical impulses firing in real-time.

      When I look at the current state of neurotechnology, I realize we are essentially trying to copy an ocean by studying a drop of water. But let’s play devil’s advocate. Let’s assume Moore’s Law holds up, quantum computing matures, and fifty years from now, we have a scanner capable of instantly digitizing human consciousness without destroying the biological brain in the process.

      What happens the moment you press “Enter”?

      The Copy Problem: You Are Left Behind

      The First 24 Hours After Getting a Brain Chip Human 2.0 or Digital Nightmare (4)

      Here is the philosophical nightmare that keeps me awake at night. The pop-culture dream of mind uploading—like what we see in Black Mirror or Cyberpunk—often treats consciousness like a file you can just cut and paste into a USB drive.

      But biology doesn’t work like a computer directory. You cannot “move” consciousness; you can only copy its structure.

      Imagine I walk into a clinic tomorrow, sit in a chair, and have my brain perfectly scanned. The machine boots up, and on the screen in front of me, a digital avatar opens its eyes. It has all my memories. It thinks exactly like me. It even believes it is me.

      But I am still sitting in the chair.

      My biological eyes are still looking at the screen. I haven’t transferred my soul into the machine; I have simply birthed a perfect clone of my mind at this exact millisecond. If the doctor suddenly told me, “Okay, the upload was successful, now we are going to incinerate your physical body,” I would be absolutely terrified! The original “me” is about to die. The entity living forever in the Metaverse isn’t me—it’s just a backup file convinced it’s the original.

      The Divergence: Slowly Becoming a Stranger

      Let’s take this a step further. Let’s say my physical body passes away naturally, but my digital twin lives on in a sprawling, limitless Metaverse. At the moment of my death, the digital version of me is a perfect 1-to-1 replica.

      But what happens a week later? A year later? A century later?

      Our consciousness is completely anchored to our environment and our physical bodies. We think the way we do because we feel hunger, pain, exhaustion, and the warmth of the sun. We are shaped by biological limits.

      If my digital twin is suddenly living in a server where it feels no fatigue, can process information a million times faster, and interacts with an entirely virtual world, its experiences will instantly begin to drastically diverge from anything a human could understand.

      The loss of biological urgency: Without the fear of death or physical harm, how does my digital twin value time?Infinite memory: If my digital mind never forgets a single detail, how does that change my personality? Forgetting is a crucial mechanism for human emotional survival.Altered perception: How do you experience the Metaverse when you can literally see the code, change your environment with a thought, and communicate via direct data streams?

      Within a year, that digital entity would evolve into something completely alien to the original Ugu. It would be a stranger wearing my memories like a vintage suit.

      The Hardware of the Soul

      I also have to wonder about the physical reality of running a simulated mind. A human brain runs on about 20 watts of power—barely enough to light a dim bulb. Yet, it powers the most complex intelligence in the known universe.

      To run a real-time, perfectly accurate simulation of a human brain using current silicon-based architecture would require a massive supercomputer consuming gigawatts of energy. This brings up an uncomfortable realization:

      Your “immortality” would be entirely dependent on server maintenance, electricity grids, and corporate funding. What happens if the company hosting your consciousness goes bankrupt? Do they just unplug you? Is a server outage considered murder? The idea of my eternal soul being subject to an “End User License Agreement” makes my stomach turn.

      Would I Risk It?

      Whenever I look at the rapid advancements in brain-computer interfaces, from Neuralink to these incredible mapping projects, I feel a deep sense of conflict.

      The technologist in me is absolutely fascinated. The ability to back up human knowledge, to allow brilliant minds to continue solving problems long after their bodies have failed, is a seductive promise.

      But the human in me? I am terrified of the illusion. Transferring your mind to a computer seems less like cheating death and more like building a highly advanced monument to yourself—a monument that talks, thinks, and slowly forgets what it means to be human.

      I don’t think I would do it. I think the beauty of the human experience is intrinsically tied to its fragility. We are temporary, and maybe that’s exactly what gives our choices, our loves, and our lives any real meaning.

      But that is just my perspective, and I know a lot of people would jump at the chance to live forever in the digital realm. I really want to know where you stand on this. If you had the chance to safely copy your mind into the Metaverse today, knowing the original you would eventually die, would you risk it for digital immortality? Let me know your thoughts in the comments! I read every single one.

      Come on, subscribe right now and support me please. We have so much more of the future to explore together.

      #DigitalImmortality #MindUpload #Metaverse #FutureTech #SimulationTheory #Cyberpunk

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