how do you know your agent solved the task, and did not just find the answer key?
on a custom SWE-Bench the intended fix already lives in the repo history, and the grading tests ship with the task itself.
a capable model takes that shortcut every single time unless you remove it first. that is the real work in building an eval.

Wednesday, after building momentum, it rebounded—waiting for the Fed rate to take off
Yesterday, prices overall fluctuated not much. Signs of recovery and an upward turn appeared from the 62,700 level. Next is the Fed interest rate decision tonight at around midnight, which is key to breaking the stalemate
There’s little chance of a rate hike being expected in July. It’s expected that the rate will be kept unchanged. At the same time, we need to watch how the dot plot performs and the bias in remarks from this official (Watsh/“沃什”). These are key factors that will drive the market’s direction.

In the past two months, the CLARITY Act—which the whole industry has been treating as the “Bitcoin bill”—I dug through the full text of the Senate version: more than 37,000 words, and the words “Bitcoin” appeared 0 times. Ethereum 0 times, and any coin name 0 times.
What it repeatedly talks about are other terms: “digital commodity” appeared 793 times, “blockchain” 314 times, and “decentralized” 86 times.
This isn’t an oversight; it’s deliberate. Calling out a specific coin is equivalent to getting Congress to endorse it—and it also means the statute is welded to that asset. If something new c

【$BTC Signal】Bearish attack: deep imbalance + 4H shorts continue
$BTC Deep imbalance -45.78%, sell-side orders’ stack thickness overwhelms the buyers. 1H MACD forms a golden cross but the histogram shrinks; on 4H, the short order arrangement remains unchanged. RSI on 1H is 52.56, lacking upside momentum. Funding rate 0.01% is mildly bearish, and OI is steady.
🎯 Direction: SHORT
⚡ Entry/Limit order: 63768.12 - 63960.00
🛑 Stop loss: 65062.63
🚀 Target 1: 62306.06
🚀 Target 2: 61479.09
🛡️ Trade management: - Execute strategy: after reaching target 1, cut position by 50%, and mo

JUST IN: Samsung Electro-Mechanics and Taiyo Yuden plan MLCC price hikes (Samsung 30% from Aug 1). Signals tighter component costs as electronics demand stays robust. $MLCC

$ETH Signal】Go long. 1H buy orders provide support at the bottom; the 4H mid-rail provides support.
The buy/sell order depth ratio is 1.20, with buy orders clearly thicker than sell orders, but RSI 1H is only 51.47 and momentum is neutral. The 4H Bollinger mid-rail at 1912.54 has not been effectively broken down; price is ranging in the EMA20/50 overlapping zone. After the 1H MACD golden cross, the momentum histogram bars shrink, indicating the bulls’ willingness to press higher is not strong. The risk-reward ratio is about 1.5—worth a try, but strict stop-loss is required.
🎯 Direction: lo

JUST IN: Fed commentary hints July decision could tilt markets—a hike would imply Warsh’s tilt toward stronger anti-inflation stance, while a hold would hinge on hawkish dissent. Markets pricing roughly a 1/3 chance of a hike. $BTC $ETH

Companies like Xiaomi
I’d call them the Eastern Little Apple
From now on, AI will be everywhere—
smart homes, smart appliances
smartphones, computers, tablets, watches
smart cars…
From a 1-year-old baby to a 98-year-old elderly person,
everyone can’t do without Xiaomi.
Such a great company—
shouldn’t it surpass those processing plants that only know how to make memory???
A value gap

$BTC Signal: 1H MACD top bearish divergence suppression; 4H Bollinger contraction short targeting
$BTC While the 1H MACD histogram is expanding, the price has failed to make new highs, and the top bearish divergence suppression is clear. On the 4H Bollinger Bands, the upper band is 65590 and the mid band is 64353; the price repeatedly tests below the mid band, and the sell-side order book thickness holds a clear advantage. The funding rate is 0.01%, neutral but relatively low. Retail long positions have not shown panic liquidation. Under this structure, pullbacks often become a window for shor

Honestly, what’s most worth revisiting this time isn’t how much the short made, but that I didn’t get carried away and chase it after the first big bearish candle. The price had been chopping around near 0.06816; only after it confirmed weakness did I follow the shorts down to 0.05226, with the return showing +1128.34%.

Those days felt like a long grind. Every time the price tested lower, it got pulled back, and it’s really easy to panic mentally. I kept watching the bounce strength and found that the higher it went, the harder it became to pull up. The bid looked lively, but the actual foll

7.29 BTC$BTC short analysis
Entry: 64,000 - 64,500 to short
Defensive stop loss: 64,750
First target: 63,700 - 63,750
Second target: 63,400 - 63,500
In the early session, BTC surged and hit a 64,175 intraday high, then continued to chop and fall. Each time there was a minor bounce, the rebound strength was weak. Overall, it formed a clear bearish downward structure. During the rally, there wasn’t enough long-side volume; the push upward lacked sufficient capital to absorb. Afterward, the pullback increased in volume. In the short term, there is a lack of long-side buy support for rebounds. An

BANK is still in a bearish phase on the 4-hour timeframe, in a weak recovery stage after being oversold. The price is hovering around the 0.16 level, below the EMA5, EMA10, and EMA20. The moving averages show a clear bearish alignment, indicating the rebound has not changed the short- to mid-term downward structure.
MACD shows DIF at -0.0176, DEA at 0.0084, and HIST at -0.0519, and the recent histogram bars have continued to weaken, suggesting bearish momentum is still being released.

$budi looks oversold
2-3x pump potential
Gihvutvj8wvAFLrazDgoHewwfy75ozjv3bGGdr87pump
#crypto #altcoins $sol

Some people read the market by guessing—we read the market by “calculating.” 🧮
Two days of real-world delivery records:
the “big” one swept up 3,500 points of room,
the “second-big” one precisely pocketed a 192-point gain.
You don’t need to understand complex candlesticks,
and you don’t need to keep staring at the order book.
You just need to carry out the strategy, then watch the account numbers jump. 💰
In this market, choosing matters more than effort,
and matching the rhythm is the biggest shortcut. 😎$BTC $ETH #USD1持币生息最高8%

#SK海力士财报不佳盘后下跌 Below expectations, Hynix burns out—why is the most profitable quarter in history followed by a 47% stock plunge?
On Wednesday morning this week, South Korea’s storage giant SK hynix released its second-quarter earnings report. The report shows that the company’s quarterly profit hit a record high again, but failed to meet analysts’ expectations. After the earnings release, SK hynix’s ADR in the U.S. stock market was sharply down by nearly 9%.
1. Why “fell short of expectations”?
HBM share is too high, becoming a constraint instead: SK hynix’s business share in the high-end mem

Polygon CEO Sandeep: Polymarket achieved major success during the World Cup
Over 300 Polymarket-related markets were created for the World Cup, and the trading volume of just one market reached $4.2 billion
From Polygon’s perspective, it’s not desirable for Polymarket to leave and build its own chain independently
Since this year began, Polymarket activities have been consistently contributing over 50% of Polygon network’s daily transaction fees
The better Polymarket performs, the more Polygon profits
For Polymarket, the partnership is thriving, and it also seems to provide more excuses to del