llm

$BTC $ETH $BNB
What do you guys think about？
🧧🧧🧧 
News：
1. Bitwise 推出首个美国 Solana 现货 Staking ETF
Bitwise 在 SEC 暂停期间，于 2025 年 10 月 28 日启动了 Solana Staking ETF（BSOL），不需要 SEC 逐项批准。上市首周就吸引了约 4.2 亿美元资金。这推动了竞争对手（如 Grayscale、VanEck 等）也加紧申请类似 ETF。这标志着加密 “altcoin ETF”（不仅仅是 BTC / ETH）的加速常规化。
2. Solana ETF 持续资金流入
两只 Solana ETF（BSOL 和 Grayscale 的 GSOL）已连续 12 天净流入。这显示出投资者对 Solana 生态的强烈兴趣，以及对 altcoin ETF 的信心。
3. SEC 简化加密 ETF 上市标准
美国 SEC 批准了新的通用上市标准，允许更多加密 ETF（包括多种货币）更快上线。这一变革大幅降低了加密资产 ETF 上市的门槛，未来可能看到更多种类的加密 ETF 产品：不仅限于比特币/以太坊。
4. Canary Capital 推出 LTC 和 Hedera ETF
Canary Capital 不顾 SEC 暂停，推出首批与 Litecoin 和 Hedera 现货价格挂钩的 ETF。这一行动同样利用了 SEC 新的通用标准，反映出机构对更多加密资产 ETF 的大胆部署。
5. 英国 ClearToken 获 FCA 批准启动加密结算平台
ClearToken 得到英国金融行为监管局 (FCA) 批准，可推出受监管的数字资产结算系统。英国进一步将区块链基础设施和数字资产纳入正规金融系统，有利于 Web3 与传统金融的融合。
6. 区块链 / Web3 安全：软件供应链威胁上升
安全公司 SlowMist 发布报告称，2025 年上半年链上项目面临越来越复杂的攻击威胁。与此同时，有研究指出 Web3 软件供应链中开源依赖暴露出重大安全风险。风险提示：随着 Web3 项目增多，底层合约 bug、第三方库攻击成为更重要的问题。
7. Web3 智能合约安全研究进展
新论文提出一种基于 LLM（大语言模型）的智能合约漏洞管理框架 (LLM-BSCVM)，提升漏洞检测 +修复效率。另有研究聚焦合约升级 (upgrade) 过程中的安全风险，指出合约升级可能引入新的脆弱性。
#solana #etf #ClearToken #LLM #软件供应链风险

Few projects have drawn community attention as rapidly as Perceptron Network( previously #blockmesh ) , despite the decentralized AI ecosystem's rapid evolution.  After a significant merger, BlockMesh, a massive decentralized data node system, has evolved into Perceptron, a potent AI data infrastructure network with more than 700,000 legacy nodes and an expanding army of data contributors, agents, and annotators.

"When is the Perceptron airdrop?" is the most frequently asked question on Crypto Twitter as the excitement builds.                                                                       
Let's examine why Perceptron is emerging as a leading player in the AI + DePIN race and why its airdrop might present one of the year's most significantopportunities.
💎 What is a Perceptron Network?

Three layers are being combined by Perceptron to create a completely decentralized data pipeline for AI:

1) Nodes: The Foundation of Data

These nodes gather both structured and unstructured data from documents, web pages, APIs, and in-person interactions.  This is the BlockMesh node network's improved evolution.

2) Agents: The Layer of Interaction

On platforms like Discord, Telegram, and WeChat, both human-guided and AI-driven agents analyze, classify, and label data.

3) The Incentive Engine: The Trust & Reward System

To encourage high-quality participation, Perceptron employs NFTs, contribution scores, and token-based incentives.

These layers work together to form an end-to-end decentralized data engine that can supply future AI applications, LLMs, and machine learning models.

💎 From BlockMesh to Perceptron: A Significant Improvement

BlockMesh formally merged with Perceptron in the middle of 2025.
This was a complete ecosystem expansion rather than just a rebrand:

✔ Perceptron now includes BlockMesh's 700K+ nodes
✔ Legacy contributors maintain their participation points
✔ A new reward model is being implemented ✔ Previous BlockMesh users are now eligible for the airdrop ✔ Key metrics now include data-mining, solving cryptographic challenges, and node activity.

With this change, Perceptron is now positioned as one of Web3's biggest decentralized AI data networks.
💎 The Reasons Everyone Is Discussing the Airdrop
1. A Huge User Base Is Already Qualified

Reward snapshots will include contributions from BlockMesh, node operators, extension users, and Perceptron miners.

2. Multi-Layer Rewards = Multi-Layer Participation

Different kinds of contributions are rewarded by Perceptron:

Uptime of nodes
Quality of data
Solving cryptographic challenges
Agent/annotation duties
Extended participation

This implies a greater chance of earning and more ways to qualify.

🔥 3. The AI + DePIN Story Is Taking Off

One of the most popular areas for 2025 is decentralized physical infrastructure combined with AI training.
The perceptron is ideally situated at that intersection.

🔥 4. The Network Is Not Complete

Perceptron is still in its early stages of growth, despite having hundreds of thousands of legacy users. Stronger airdrop allocations are usually the result of early adoption in networks such as these.

💎Why Perceptron May Present a Significant Prospect

Perceptron isn't your typical DePIN project.
It offers three important benefits:

1)Current scale (more than 700K nodes)
2) Perceptron begins with massive distribution, whereas most projects begin at zero.
3) Actual use: information for AI models
Massive volumes of structured data are required for AI.
The infrastructure to supply it decentralized is being built by Perceptron.

A robust incentive structure

A scalable ecosystem is produced by rewarding both human and machine contributions.

With its own distinct approach—AI-grade data collection and refinement—Perceptron joins Render, Bittensor, Akash, and Grass in the same growth lane.
IS THERE STILL OPPORTUNITY?
Yes! Do install perceptron extension and app ..keep mining data and you will be rewarded in future seasons.
💎 Final Thoughts: Decentralized AI Airdrop Season

Decentralized AI data is the cornerstone if artificial intelligence is the way of the future.
With the impending airdrop, Perceptron is further solidifying its position as one of the most significant data engines in space.

Perceptron has one of the best stories in the current cycle, regardless of whether you're a BlockMesh pioneer, a novice miner, or a passive Web3 user looking for opportunities.

Register.  Continue to be active.  This could be a significant airdrop.

#AI #DePIN #DataEconomy #LLM
#DecentralizedAI #PerceptronNetwork

#Binance Alpha officially launched its initial listing on July 16, 2025, following a period of astonishment. Four altcoins, #LLM , GNON, #Neur , and TRISIG, which had been on the radar of listing registration, were abruptly removed from the platform. This decision marked the first major cleanup operation since Binance Alpha's launch.
🔍What's Behind the Delisting Decision?
According to Binance's official statement, these four tokens lost their places on the Alpha platform due to reasons such as poor performance, weak project criteria, and insufficient distribution interest. While some of the detailed reasons for their delisting are not explained in the name, the overall message is clear:
👉 "We have a quality bar, and we will not forgive anyone who falls!"
🛠️ Sales and Exchanges Still Possible
Although the removed tokens are removed from the Alpha platform, there is no restriction on users holding or selling their assets. Binance also offered alternative ways to do this:
Binance can sell by following these steps:
[Assets] > [Alpha] > Select Token > Sell
Or, you can continue trading by searching for the relevant token in the [Market] section of the Binance Web3 Wallet.
🎯 What Does Binance Alpha Aim For?
This move by Binance demonstrates that the Alpha platform is designed as an "experimental listing space" and aims to prioritize quality through continuous options. This step aims to:
Evolve the platform into a structure that appeals to professional audiences,
Criticize speculative and weak systems,
And generally increase user security.
📉 Delete Issued Tokens: Is Project Closure Coming?
Here are the four tokens that have been deleted from the platform:
LLM: Although an AI-focused project, it has been lackluster in terms of volume and distribution.
GNON: The social network was an ordinary blockchain startup, and its economic activity had declined significantly.
NEUR: There was a vision to transition healthcare to blockchain, but progress reports were insufficient.
TRISIG: Multisig budget technology was developing, but updates had stalled.
While the delisting of these individuals might suggest that they could survive through over-the-counter exchanges, many investors interpreted it as the first sign of the project's demise.
🚨 Who's Next on Binance Alpha?
This development raises a major question:
"What other projects on the alpha platform might not make it past the testing phase?"
Binance Alpha's proactive approach could lead to more listings in the coming days. Projects with low trading volume, those that fail to share updates, or those that compromise user security are particularly at risk.
🧩 Result: Binance Alpha's "Elimination Period" Has Begun
Binance has positioned its Alpha platform not just as a listing platform but also as a testing laboratory. The first four projects to be delisted fell victim to this strategy. However, this long-desired move could significantly improve user experience and investment volume.
The message from Binance is clear:
"Reliability and quality are no longer just preferences; they will remain!"
#AltcoinSeasonLoading #BTC120kVs125kToday