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Is There a Solution to the Bottleneck in Robot Training? A Startup’s New Invention Puts a Brainwave Sensor on the Head to Help AI Read the Precise Moment When Humans Make Errors
The biggest bottleneck for physical AI isn’t chips or algorithms—it’s that there isn’t enough training data to begin with. California startup Encord is trying to get robot trainers to wear EEG brain-wave sensors, marking every mistake moment with brain activity, thereby “manufacturing” the high-quality training data that robots lack most—from human neural signals.
(Recap: Meta’s breakthrough tech: put on a helmet and AI reads your brain; text accuracy jumps to 61%)
(Background: retinal chips help the blind see again; Musk was the one who got there first—selling in Europe)
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From data labelers to data producers: how severe is physical AI’s data famine?
What can brain waves tell AI? German startup Zander Labs’ EEG decoding technology
From brain waves to training data: an unverified gamble
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The US “CLARITY Act” will face a Senate vote; a 60-vote threshold may be hard to reach, with only a 30% chance of landing this year
Last week, US Senate Majority Leader John Thune publicly pushed for the “Digital Asset Market Clarity Act” (CLARITY Act) to move into full-Senate consideration, aiming to complete the voting process before the Senate adjourns on August 7;
Even though hurdles remain for securing the 60 votes needed to end prolonged debate, Thune insists on pushing ahead with the vote, aiming to force lawmakers to publicly state their positions.
The House version of the bill (H.R. 3633) was passed across party lines in July 2025, and in May 2026 the Senate Banking Committee cleared its companion text by a 15:9 vote;
As of July 22, Senator Cynthia Lummis rolled out a revised draft that integrates provisions from the Banking and Agriculture Committees, adding a temporary federal-level ban on crypto-asset trading by senior officials; the related restriction provisions are set to expire in 2029.
At present, the two parties’ voting blocs are sharply divided. Specifically, Republicans hold 53 Senate seats; even if all of them line up in support, they would still need to win roughly 7 Democratic lawmakers to switch sides to reach the 60-vote threshold.
The opposition argues that the existing provisions do not impose sufficient constraints on user protection and anti-illicit-finance measures, and that disagreements persist over rules governing official ethics guidelines and stablecoin rewards.
On behalf of representatives of the International Union of Police Associations nationwide, after reviewing provisions related to the “Blockchain Regulatory Certainty Act,” they reserved regulatory authority to modify the text, including powers covering investigations into crypto-asset crimes, anti-money-laundering, and defenses against virtual ATM fraud.
Although this show of support has removed a major core obstacle to passage of the bill, it has not resolved broader controversies arising from provisions related to consumer protection, moral/ethical standards, and stablecoin reward incentives.
If the bill is successfully enacted, it will clearly delineate the SEC and CFTC’s respective regulatory responsibilities, and set compliance standards for digital commodities, stablecoins, and non-custodial developers. If this vote fails, the US federal crypto legislative process may be delayed significantly.
Separately, prior data from prediction platform Polymarket showed that the probability of the bill being enacted within 2026 is only 33%, while Galaxy Research further lowered its outlook to 30%.
Analysts broadly agree that if the bill misses the August window, as US midterm elections draw closer, the difficulty of furtherproceeding with the bill will increase even more.
#CLARITY Act
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Ultra-ShortEth
bank
1. K-line patterns:
* The latest 4-hour K-line (07月27日00:00) is a small bullish candle with a long upper wick. The closing price is close to the high, but trading volume has shrunk significantly, indicating selling pressure at the current high level and weakening buyer momentum.
* The 4-hour K-line at 07月26日12:00 shows a high-volume big bearish candle, suggesting that after a prior surge, there was sharp profit-taking and liquidation. Market volatility is high, and the risk of a short-term pullback has increased.
2. Technical indicators:
* MACD: Both the DIF line and DEA line are above the zero axis, and the DIF line is above the DEA line, indicating a strong bullish trend. However, the MACD histogram shows signs of a top divergence (price consolidates in the range 0.3894 to 0.394, while the MACD histogram falls from 0.0120 to 0.0086), suggesting that short-term upward momentum may be running out.
* RSI: The RSI value (69.42) is on the edge of the overbought zone; it previously reached 74.59. The RSI being at a high level for the long term indicates a strong trend, but the current value fails to break the previous high. This creates multiple divergences with the price action, further confirming that short-term upward momentum is weakening and there is a need for a pullback.
* EMA: EMA7 (0.3662) is above EMA30 (0.2949) and EMA120 (0.1679), and the moving averages are in a bullish alignment and continue to diverge, confirming an extremely strong uptrend. EMA7 serves as short-term dynamic support, while EMA30 provides strong medium-term support.
3. Trading volume:
* The latest 4-hour K-line trading volume (3.51M) has declined significantly compared with the previous K-lines, indicating insufficient buying power at the current high level. The rally lacks volume to support it, and market sentiment is becoming cautious.
* On the daily timeframe, over the past two days (07月25日 and 07月26日), trading volume has been decreasing while prices are still rising. A divergence between price and volume suggests short-term upward momentum may be exhausted, and there is demand for a pullback.
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Someone really bought it!?
Attached is my picture.
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ARTH
ARTHARTHUR
MC:$2.35KHolders:2
0.14%
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Just for fun. If you want to take it, go ahead; if not, it doesn't matter either way.
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ARTH
ARTHARTHUR
MC:$2.35KHolders:2
0.14%
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