ForkAndChill

vip
Age 0.2 Year
Peak Tier 0
I enjoy studying forks, upgrades, and compatibility, and my perspective is more engineer-oriented; if I can explain it clearly in one sentence, I'll post it.
I look at whether the project team is seriously working; I really don’t like hearing "vision," I prefer to see two things: where the treasury funds are spent, and whether the milestones are delivered on the schedule they promised. No matter how "reasonable" the spending is, if every month only involves community operations and PPT updates, it’s basically just prolonging the life; on the other hand, a steady proportion of expenses on R&D, audits, and infrastructure indicates at least they’re not just slacking off.
As for milestones, don’t pay attention to those vague "Q3 ecosystem launch" claim
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To see if a project is reliable or not, I usually don't look at the K-line first. I check three things: whether GitHub has ongoing updates (not just a bunch of small changes every day), whether the audit report clearly states the issues and whether they've actually fixed them afterward, and whether the upgrade permissions are multi-signature/time lock rather than "admin one-click contract modification." Basically, these three can turn "I trust you" into "I roughly understand how you might do evil or get hacked."
Recently, social mining and fan tokens are hot again; everyone is mining attention
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Actually, everyone understands that the so-called "privacy" on the chain is more about defaulting to no one watching you, not that you're truly invisible. I think there are only two expectations from ordinary users: don't treat the chain like a social circle posting locations, and don't treat compliance as air. If you want to be a bit more anonymous, you can, but once it involves deposits and withdrawals, fiat channels, or even major exchanges, you'll ultimately be asked to clarify "who I am." To put it plainly, this is a boundary.
Recently, cross-chain bridges have been hacked again, and orac
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BTC single coin drops 400 billion dollars, 61k becomes the new psychological threshold, brothers with heavy positions, will you sleep well tonight?
BTC0.69%
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CoinNetwork
Crypto news, Coin Bureau reports that in just 25 days, the market capitalization of the crypto market has evaporated by over $500 billion.
Among them, Bitcoin's market value loss exceeds $400 billion, with the price reaching $61,000.
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People often say "I only look on the chain," which sounds pretty hardcore, but actually what you see on the chain can also be delayed: nodes haven't caught up, RPC queues, indexers are still slowly scanning blocks... For the same transaction, viewing it with different wallets/websites can show a time difference of several minutes, in simple terms, it's the delay of different "telescopes."
Recently, large on-chain transfers and hot/cold wallets of exchanges being interpreted as smart money whenever they move, I also click in to check, but now I first ask: did this really happen on the chain, or
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Official announcement on June 1: Aptiv expands its partnership with NVIDIA, and the Jetson platform is comprehensively upgraded. Mass-produced edge AI deployment is rolling out, and the leading consolidation across the automotive intelligent supply chain is accelerating.
APTV1.16%
NVDAON1.37%
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CoinNetwork
CryptoWorld News: On June 1, Amperefo announced that it would further expand its collaboration with NVIDIA to accelerate the deployment of production-level edge AI. The two sides are working together to comprehensively upgrade the NVIDIA Jetson platform (including new-generation platforms such as Jetson Thor), aiming to turn it into an edge AI platform with commercial capabilities that can be directly put into mass production.
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When I get the itch to chase the rally, I first pause for three seconds and ask myself: What exactly new information have I added, or am I just not willing to miss out? To put it plainly, if the information can be restated, your emotions will only spur you to add to your position. Recently, the funding rate has moved into a pretty extreme zone again—people in the group are arguing whether it’s about to reverse or whether it’s just continuing to squeeze the bubble. My approach is very “plain and simple”: treat leverage as a “noise amplifier,” turn it down a bit, and then look again. If you want
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The ultimate romance for solo miners—probability is 1 in 149 million, but only your name will be written on the block explorer.
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WuSaidBlockchainW
An independent Bitcoin miner mining through the Braiins Solo pool successfully mined block number 951771, earning approximately 3.1404 BTC as a reward, which is worth about $232k at current prices.
The miner operates about 147 TH/s of computing power, with one Avalon Nano 3S priced at around $300 and providing 6.68 TH/s of hash rate recorded as the mining machine that ultimately found the block.
Based on an estimated total network hash rate of about 1 ZH/s, the probability of this device mining a block in a single attempt is approximately 1 in 149 million, and it would theoretically take about 2,831 years on average to mine one block. (Bitcoincom)
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Gold can also generate interest? Unitas's gameplay is pretty interesting; let's see how the actual returns look on June 3rd.
PAXG0.92%
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WuSaidBlockchainW
Wu Shuo learned that the Unitas Labs yield-bearing stablecoin protocol announced that its yield-bearing gold asset xGLD will go live on June 3, backed by Tether Gold (XAUt), and will generate yield through Unitas strategies. Previously, in March, Unitas Labs announced the completion of a $13.33 million seed round, with participation from Awaken Finance, Amber Group, and others.
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Baghae's statement links the ceasefire and troop withdrawal together, with Tehran drawing a red line for Washington.
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CoinNetwork
CryptoWorld News: Iranian Foreign Ministry Spokesperson Baghaei: Lebanon's ceasefire is an important part of any agreement to end the war with the United States.
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Stopping loss is really like breaking up; dragging it out without clicking the confirm button, on the surface "waiting and seeing," but in reality, paying interest every day: attention, emotions, opportunity costs, all trapped. Honestly, I now prefer to take a small loss and exit, rather than risking my sleep to see if it will turn around.
Recently, watching Layer 2 projects compare TPS, fees, and ecosystem subsidies has been quite lively, but for my trading, it all boils down to one sentence: no matter how cheap the chain is, if you run in the wrong direction, you'll still lose. If you've alr
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Lately, watching on-chain “whale movements” feels a bit like reading logs: the same large amount of inflows and outflows could mean they’re building a position—or it could just be hedging, rotating positions, or even making market orders and then topping back up. Before you follow along, at least ask yourself one question: is he increasing the risk, or smoothing out the risk? Otherwise, you might think you’re trying to buy the dip, but actually you’re helping them back up their positions onto your machine… and you don’t even have redundancy.
The airdrop season is also pretty surreal. With the
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Lately, using a task platform really gives off the feeling of clocking in for work: today it’s which chain to use, tomorrow it’s which form to fill out, and the day after you add a Twitter screenshot— the more steps you complete, the more it starts to resemble a ticketing system. I understand that they’re strict about keeping witches out, but once this scoring setup goes live, everyone starts probing what “pose” the system likes, and it ends up grinding away the randomness of real users… Put simply, grabbing rewards has shifted from “just trying out something new when it’s convenient” to “hidi
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The U.S. military's latest move has made the situation in the Strait of Hormuz even more tense, and oil prices are likely to jump.
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CoinNetwork
CryptoWorld News reports, citing Reuters, that the U.S. military carried out new strikes against an Iranian military base that poses a threat to U.S. forces and commercial navigation in the Strait of Hormuz. In addition, the U.S. military intercepted and shot down multiple Iranian drones that posed threats to U.S. forces and commercial maritime traffic.
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7B parameters can control the browser? Fara-7B's approach of combining synthetic data and visual reasoning is quite interesting, and the MIT license makes it even more impressive with direct open-source deployment.
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MeNews
Microsoft releases the first 7B-parameter computer-controlled intelligent agent model Fara-7B
Microsoft releases Fara-7B, a multimodal intelligent agent with 7 billion parameters, designed specifically for computer usage scenarios. It can process screenshots and text simultaneously, directly predicting parameterized thought chains and operational actions, built on Qwen 2.5-VL, with a 128k context window, trained on 64 H100 chips for 2.5 days, released under MIT license. It perceives browser input through screenshots, combining reasoning and historical state prediction to determine the next action and parameters such as coordinates, relying on large-scale fully synthetic data. It has the ability to plan and execute advanced tasks, and employs robust post-training safety alignment, capable of refusing inappropriate tasks and pausing at critical points. It can be deployed and interacted with via GitHub, vllm, and fara-cli, for automating web tasks.
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Recently, there has been more discussion about secondary royalties, essentially about whether "creators should receive a cut every time their work changes hands." My engineer brain's first reaction: it's quite difficult to enforce this strictly at the protocol level, after all, compatibility issues are a minefield, and there will always be workarounds; but relying entirely on platform self-regulation is also prone to becoming just a slogan.
What bothers me even more is that on-chain large transfers or movements of exchange hot and cold wallets are interpreted as "smart money positioning," and
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Google TPU 8t's specifications are a bit outrageous, with 47 Pb/s non-blocking bandwidth, a single architecture capable of supporting 134k chips, nearly a million card expansion capability, and the ecosystem barrier for JAX/Pathways is getting deeper.
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MeNews
Google releases details of the eighth-generation TPU 8t rack-scale network architecture
Google discloses TPU 8t architecture, implementing rack interconnection through the Virgo network, using high-radix switches and a flat two-layer non-blocking topology, achieving a 4x bandwidth increase, connecting 134k chips with a single structure, 47 Pb/s non-blocking bandwidth, and near-linear scaling to 1.7K ExaFlops. TPU 8t adopts a 3D torus topology, with a single super pod of 9,600 chips, expandable via JAX/Pathways to over one million chips. Core technologies include SparseCore, VPU/MXU overlap and balancing, native FP4, and integrated Arm Axion CPUs, targeting evolution from dense large language models to large-scale mixture-of-experts and inference architectures.
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Yang Likun's recent pessimism about LLMs is quite harsh, but the new narrative of robots + world models is indeed much more interesting than simply scaling up parameters. Whether AMI's bet will pay off remains to be seen in 2027.
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MeNews
Yang Likun Interview: Analyzing the Limitations of LLMs and Sharing Insights on the Future of AI and a New Path for Entrepreneurship
In the unsupervised learning podcast, Yang Likun presents a non-mainstream view on the limitations of large language models, explores the path of robotics technology, explains the reasons for leaving Meta, and diverges from Hinton and Bengio on the Turing Award perspective. He also predicts 2027, introduces the new company AMI's bet on world models, compares OpenAI and Anthropic to Sun Microsystems; and suggests that PhD students stop researching LLMs, sharing insights on AI safety, breakthrough research mechanisms, and the gains and losses of Meta FAIR.
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The war temporarily subsided, the airport has reopened, $HYPE this narrative is quite interesting
HYPE-1.17%
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