BTC $80,551.30 +0.54%
ETH $2,346.19 +1.30%
BNB $749.92 +1.05%
XRP $1.32 +1.84%
SOL $100.91 -0.43%
TRX $0.3273 -0.95%
DOGE $0.0782 +1.05%
ADA $0.2054 -0.03%
BCH $289.74 +4.15%
LINK $11.47 +0.03%
HYPE $80.23 +2.29%
AAVE $132.54 -2.29%
SUI $0.9219 +1.27%
XLM $0.1691 +0.23%
ZEC $1,309.01 +5.90%
AAPL $346.33 +0.60%
AMZN $253.72 +1.54%
GOOGL $321.29 +0.53%
MSFT $532.14 +0.13%
META $624.59 -2.85%
NVDA $218.15 +0.78%
TSLA $407.06 +2.80%
SNDK $1,305.31 +2.92%
INTC $93.93 +2.54%
SPCX $150.36 +0.89%
MU $933.14 +2.50%
AMD $559.79 +5.34%
BTC $80,551.30 +0.54%
ETH $2,346.19 +1.30%
BNB $749.92 +1.05%
XRP $1.32 +1.84%
SOL $100.91 -0.43%
TRX $0.3273 -0.95%
DOGE $0.0782 +1.05%
ADA $0.2054 -0.03%
BCH $289.74 +4.15%
LINK $11.47 +0.03%
HYPE $80.23 +2.29%
AAVE $132.54 -2.29%
SUI $0.9219 +1.27%
XLM $0.1691 +0.23%
ZEC $1,309.01 +5.90%
AAPL $346.33 +0.60%
AMZN $253.72 +1.54%
GOOGL $321.29 +0.53%
MSFT $532.14 +0.13%
META $624.59 -2.85%
NVDA $218.15 +0.78%
TSLA $407.06 +2.80%
SNDK $1,305.31 +2.92%
INTC $93.93 +2.54%
SPCX $150.36 +0.89%
MU $933.14 +2.50%
AMD $559.79 +5.34%

pan

All
Article
Flash

first_img Marc Andreessen: Companies should create habitats for intelligent agents, not confine them in cages

a16z co-founder Marc Andreessen commented on the online programming platform Replit and its CEO Amjad Masad's proposed concept of Agent Habitat, believing that more companies will become autonomous driving companies as a result. He stated that the keyword pointed out by Masad is chaos, and quoted his viewpoint that most agents today operate in chat windows, personal accounts, and one-off scripts, holding credentials and data given to them by others, but no one decides what they can access, nor can anyone see what they have done.Andreessen noted that disruptive technologies like personal computers, spreadsheets, and email entered the workplace in a bottom-up chaotic manner, and only later did they require habitats to moderately constrain that chaos. He cited examples such as early employees bringing personal computers into the office, spreadsheets enabling non-programmers to create business models and forecasts, but also introducing hard-to-audit formula errors; email bypassed the information flow controlled by the mailroom in the past. He believes this kind of chaos indicates that employees are claiming tools that can bring alignment and significant productivity improvements.Andreessen also stated that code is the ultimate product of alignment, and expanding the range of code contributors will bring chaos, thus requiring a free-range style of agent habitat rather than cages, but it cannot be completely laissez-faire. He mentioned that an employee from Sumitomo Mitsui Finance and Leasing completed a development process originally planned to take 6 people 6 months in just one week. He indicated that for companies to become autonomous driving companies, they must achieve alignment, and in the future, the degree of alignment may be measured by the richness of the agent habitat; Replit and its clients have already understood this, while most companies have not yet grasped it.

Apollo Chief Economist: The profit margins of the seven tech giants are rising, while the rest of the S&P companies are stagnant

The chief economist of the American asset management firm Apollo, Torsten Sløk, released five charts, believing that AI has not yet brought significant financial returns to large American companies outside of the tech giants. The per capita revenue and profit margins of the seven tech giants continue to rise; excluding them, the 493 companies in the S&P have seen these two metrics remain basically stagnant, and the data on total factor productivity in the U.S. has not shown significant signs of AI-driven growth.Apollo cited data from the corporate payment platform Ramp, stating that among its clients, the top 10% of companies by spending contributed 99.5% of the model hosting and inference costs. Among the top 1% of companies with the highest AI spending, about 80% have venture capital backgrounds; for companies at the median spending level, this ratio is only 13%. A large amount of AI computing power consumption is concentrated in a few companies, many of which rely on venture capital support.Previous statistics from Apollo indicated that during the second quarter earnings season of 2026, 69% of S&P 500 companies had disclosed that they were actually using AI, but only 2% reported metrics for ongoing tracking of effectiveness. Another NBER study updated in October this year surveyed nearly 9,000 corporate executives from seven countries, with respondents estimating that over the past three years, AI has only improved the annual growth rate of labor productivity in companies by about 0.2 percentage points.

first_img Kraken's parent company plans to become Hyperliquid's first deployment entity regulated by the CFTC

The cryptocurrency trading platform Kraken's parent company Payward announced its intention to become the first CFTC-regulated deployer on the HIP-3* market of the on-chain perpetual contract infrastructure Hyperliquid. Payward will deploy a perpetual futures market for U.S. customers based on Hyperliquid as the infrastructure layer.Upon obtaining regulatory approval, Payward's designated contract market and derivatives clearing organization Bitnomial, which is regulated by the CFTC, will act as the HIP-3* deployer, responsible for creating, holding, and managing the relevant market, as well as completing contract clearing and settlement. If approved, Payward's CFTC-registered futures commission merchant NinjaTrader Clearing will take over customer accounts.Hyperliquid stated that HIP-3 will support optional deployer configurations for licensed markets in future network upgrades, with the new features collectively referred to as HIP-3*. At its core is an on-chain whitelist managed by the deployer or its sub-deployers, which is an incremental option for HIP-3, with the decision to enable it made by the deployer, while existing markets remain unchanged. The initial version has been launched on the test network, and the specifications are still preliminary and may be adjusted based on feedback. Hyperliquid stated that HIP-3* deployers are independently operated entities that use their on-chain infrastructure to operate their own markets and retain control and responsibility over the deployment.
app_icon
ChainCatcher Building the Web3 world with innovations.