Editor’s note from PANews: PANews has selected high-quality content from the past week to help everyone address gaps during the weekend. Click the title to read.
Products in the AI Boom
From NET to CRWD, in the second half of AI, is money starting to flow to cybersecurity companies?
The expansion of AI agents is changing enterprise security needs. The article starts from cybersecurity companies to discuss how new budgets are formed and the protective challenges brought about by the popularization of AI applications.
The article breaks down the huge gap between IREN's revenue scale and capital expenditure, discussing the funding pressure and transformation choices faced by mining companies vying for AI computing power tickets.
Behind the sale of a $399 machine duck, how did Shenzhen become the "hardware base" for Physical AI?
Starting from a consumer-grade machine duck, it observes how the Shenzhen supply chain transforms AI capabilities into hardware products and discusses the industrial value of manufacturing and engineering processes.
Focusing on transaction count, settlement scale, and active services, it reviews the usage of x402 after its launch and discusses the distance from the concept of agent payment to real demand.
Last night, Silicon Valley experienced the battle of AI gods
Gemini 3.8 Flash and Meta Muse Spark were released on the same day, cutting inference costs by several times; the startup Mostik's breakthrough experiment reduced model communication costs to 1/20, as AI economics is welcoming a paradigm shift from "per million tokens" to "per task costs."
OpenAI claims that Astra is the "smartest and most aligned" model, although the same system card acknowledges its monitorability has decreased compared to previous generations. This article breaks down why the executable intelligent closed loop behind computer operational capabilities is viewed as the engineering path for AGI, along with the dual-use of zero-day vulnerabilities, the monitoring failure of chain thinking, and a new bottleneck exposed by a two-hour failure on the night of the release, for developers and corporate security teams to form access and procurement judgments.
Macroeconomic Insights
Starting with the changes in open interest in options, the article discusses how institutional participation, product expansion, and narrowing basis trades collectively influence the structure of the cryptocurrency derivatives market.
The arrival of the first year of Agent financial validation reveals the explosive AI revenues from the Q2 earnings reports of ServiceNow, Salesforce, Workday, and Palantir in the US stock market, while Jinshan Office and Tax Friend in the A-share market accelerate to catch up, unveiling the four-tier structure of the industry chain, with investment indicators shifting from user count to ARR and ACV.
Bitwise discusses the changes in the correlation between Bitcoin, gold, and the US stock market based on Bitcoin, examining the pricing logic behind the digital gold narrative to provide an institutional perspective for understanding hedging attributes.
Level 1-6, how different tiers of MEME KOLs complete harvests with project parties?
The insider details of Meme coin KOL harvesting are far more complex than imagined, from paid shouts to interest binding, then to artificially creating million-dollar profits, until KOLs build their own closed circuits for harvesting. A deep analysis reveals how project parties use attention and exit liquidity to construct harvesting chains, helping you identify false alpha signals.
Looking at the differences between Meme and previous rounds from the perspective of macro cycles
Why does meme continue to occupy the C-position in this bull market cycle? A Mint Ventures research partner shares insights based on personal experiences through three cycles from 2016 to 2026, analyzing the evolutionary logic of meme from the edge to the mainstream, exploring its investment value and risk as a generalized asset class, and providing suggestions for appropriate audiences.
Institutional and Celebrity Insights
Shanshan of Waterdrop Capital reviews the investment experience from mining to the Bitcoin ecosystem and AI data centers, sharing experiences and lessons from cross-cycle practices beyond opportunity judgment.
Arthur Hayes presents a macro framework worth benchmarking based on debt expansion and exchange rate changes, providing insights on global liquidity and cryptocurrency assets.
Through the publicly available holdings and discussions of multiple cryptocurrency practitioners, it observes the funding choices between US stocks, Bitcoin, and other assets, understanding the divergences under different risk preferences.
The intersection of AI agents and blockchain unlocks a new economic race with 8 billion clients, with Pantera interpreting the four core layers of currency settlement, credit capital, and sovereignty of computing power.
IOSG: Betting on frontiers, the four best crypto investment directions in a bear market
Jocy Lin, founder of IOSG, deeply analyzes crypto bear market investment strategies: reviewing Bitcoin's four-year cycle peak signals, historical turning points of stablecoin regulation, and Ethereum governance dilemmas, revealing the underlying logic of real profit projects like Circle and RedotPay, helping you capture mispriced opportunities.
Seizing Opportunities
FOMO Practical Guide: From finding people to finding coins, how to play Social Trading?
From selection criteria, community consensus to signal tracking, it breaks down the usage of social trading tools, while reminding readers to pay attention to information delays and liquidity constraints.
Decomposing 43,000 Hyperliquid accounts, revealing the profit systems of 12 top traders
By analyzing the trading records of proven profitable accounts, it outlines the differences between high turnover, intraday and trend strategies, shifting the focus from profit screenshots back to rhythm management and risk control.
This arbitrage recap presents both profit pathways and significant drawdowns, discussing cross-market price differences, interface malfunctions, and execution processes, illustrating the engineering and risk control costs behind strategy profitability.
Who made a fortune on fomo? Analyzing the top 20 profit lists
True massive profits are not derived from high-frequency trading but stem from precise bets on a few "super positions" and long-term holding.
Web3 Matters
Breaking down the coin stock Meme from underlying assets and trading pool mechanisms, it clarifies the distinctions between stock tokens, memes, and real equity, understanding how popularity affects on-chain liquidity.
Goodbye "air coins," the crypto industry initiates a trend of token economics reform
From inflation adjustments to income buybacks, the article outlines several projects' token economic reforms, discussing how protocol growth transmits to tokens and the differences in value capture mechanisms.
This article reviews the security incidents of August, focusing on risks of price manipulation, governance powers, and upstream dependencies, reminding readers to reevaluate security defenses beyond traditional contract auditing.
ARB surged 30% in one day, Robinhood Chain begins paying platform tax
ARB surged 30% in one day, Robinhood Chain's daily revenue surpassed $2 million, with an increase nearly 20 times in eight days. Arbitrum's annual revenue may reach $73 million, with on-chain data revealing new logic for L2 token value capture.
Starting from the setbacks of the coin stock Meme narrative and rising trading costs, it reviews risks in the on-chain frenzy, reminding readers to distinguish between market stories, actual mechanisms, and exit liquidity.
Key Information
- The National Sheriff's Association in the US turns neutral, key law enforcement support for the CLARITY Act
- Korea's Financial Services Commission: Promote the model validation and trial of tokenization of listed stocks centered on Korean exchanges
- Kraken's parent company Payward partners with SoFi, introducing SoFiUSD stablecoin and 24/7 US dollar settlement network
- Polymarket launches perpetual contracts covering crypto assets, stocks, commodities, etc.
- Ethena fee switch proposal passed unanimously, programmatic ENA buyback is about to start
- Coinbase plans to launch single-stock perpetual contracts in the US, has submitted related SEC registration documents
- IMF: El Salvador commits to no longer increase Bitcoin holdings with public funds; Chivo wallet essentially exits public participation
- Revolut receives conditional approval for a national banking license from the US OCC, plans to launch a US bank in the first half of 2027
- Notional Finance's custody contract suspected of being attacked, loss approximately $1.7 million
- On-chain bank OpenReserve completes $25 million seed round financing, led by a16z crypto
- Stablecoin payment infrastructure startup Diameter Pay completes $10 million Series A financing
- The Ministry of Industry and Information Technology issues the "AI Small and Medium Enterprises Entrepreneurship Support Plan (2026-2028)"
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