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Training a robot to perform a task successfully is only part of the challenge. The bigger test is whether it can still complete that task when something changes.
A different object, a new position or a change in lighting can turn a familiar situation into a completely different problem. If a robot only learns from repeated tasks in the same environment, its ability to adapt to real world conditions may remain limited.
@axisrobotics is addressing this challenge through task generation, creating different scenarios by varying objects, their positions, environments and task goals
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Hmm...
Maybe having $30B in net debt mattered after all
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Optical Network Suppliers Face Pressure From a Broad Technology Selloff
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LIVE380
I’ve done something that many people can’t, so my life should be considered quite colorful, right?😁
(All were done using live trading accounts; the latter two are from earlier. This account is for sharing only and contains no funds.)
$BTC #DeepSeek将完成1000亿元融资
BTC+0.63%
I scored 3,493 in HOOJA ARCHERY want a @hoojafun WL? beat my score 🏹
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$DOGE is currently at the end of a low-volatility convergence phase. The direction is unclear, but the risk/reward ratio favors a defensive stance. Conclusion: bullish in the short term, but only take a small exploratory position; exit immediately if support breaks.
Rationale: The current price is 0.08456. The MA5>MA20 structure remains intact, and the MACD histogram is still positive, but RSI is only 50.6, indicating extremely weak bullish momentum—a typical case of the moving averages providing support while the indicators fail to confirm. The Bollinger Bands range from 0.08207 to 0.08589,
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INJ+9.06%
which one will 10x first?
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I am building an entirely new investment framework: a Multi-Environment Adaptive Investment System.
Recently, I have been thinking about a question:
Why can many investors only make money in bull markets?
When a trend emerges, they can capture the market move; when the trend disappears, they can only stay in cash and wait. Worse still, some people are clearly in a range-bound market but continue using trend-following strategies, repeatedly chasing rallies and selling into declines.
I gradually realized:
What truly needs to be optimized may not be the ability to predict market movements, but th
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GLDX-0.36%
PAXG-0.15%
solana:2N8c4pXu6T2oBxE8ZDBYb3QgwMkyTe673HiBaYSNpump
2N8c4pXu6T2oBxE8ZDBYb3QgwMkyTe673HiBaYSNpump
#crypto $sol
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SOL-0.09%
$STRK Long
Entry price 0.08484 Take profit 0.08820 Take profit 0.09250 Stop loss 0.08100 It has already fallen sharply, and I think a rebound from here is worth a try. I will watch whether it can recover to around 0.09.
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STRK-13.02%
#GateX红牛F1新加坡站夺冠 #每周来晒 Max's 73rd win + Gate × Red Bull: F1 is about speed, while Web3 is about "earning while watching" 🏁

First, a score for Max's performance in Singapore this round: perfect. Starting from pole, leading all 62 laps, winning both the sprint and main race, his 73rd Grand Prix victory + 50th pole + 250th career race milestone—and especially his first career win at the Marina Bay street circuit (high heat and humidity, widely considered the most difficult), previously one of Max's relatively "weakest" tracks. "Conquering the final weakness" says more than any statistic. Red B
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TOKEN-6.74%
$ACE Bulls are taking over! Will $0.21 be the next target?
I’m watching $ACE , considering going long as buyers push the price above $0.20. The 15-minute chart shows strong bullish momentum! Entry: $0.1980–$0.2005 Take Profit 1: $0.2030 | Take Profit 2: $0.2070 | Take Profit 3: $0.2120 Stop Loss: $0.1940
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ACE+8.17%
#ARC %10 in just 20 mins. $ARC
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ARC-45.06%
  • 1
#ASMLTSMCQ3EarningsSoon
ASML and TSMC Earnings: The Next AI Boom Depends on Supply Chain Execution, Not Just Demand
The AI semiconductor story is entering a new phase. Demand for AI chips remains a major industry driver, but investors are increasingly focused on a more difficult question: Can the semiconductor supply chain deliver enough advanced equipment, manufacturing capacity, and packaging solutions to support the next wave of AI growth?
ASML and TSMC will be central to this discussion as investors examine their October 14–15 earnings updates. Their results could reveal whether the indus
CryptoChampion
#ASMLTSMCQ3EarningsSoon
ASML and TSMC Earnings: The Next AI Boom Depends on Supply Chain Execution, Not Just Demand
The AI semiconductor story is entering a new phase. Demand for AI chips remains a major industry driver, but investors are increasingly focused on a more difficult question: Can the semiconductor supply chain deliver enough advanced equipment, manufacturing capacity, and packaging solutions to support the next wave of AI growth?
ASML and TSMC will be central to this discussion as investors examine their October 14–15 earnings updates. Their results could reveal whether the industry is scaling efficiently or approaching new capacity constraints.
1. ASML: Equipment Orders Will Reveal the Strength of Future Investment
ASML plays a critical role in advanced semiconductor manufacturing by supplying lithography equipment, including extreme ultraviolet (EUV) systems used to produce leading-edge chips.
The company’s challenge is to expand manufacturing capacity while meeting increasingly demanding customer requirements.
In its previous outlook, ASML planned to increase its 2026 low-NA EUV production capacity of approximately 65 systems by 30% in 2027, while exploring another potential 30% increase for 2028. Its DUV immersion capacity was also expected to rise approximately 30% in 2027 from around 130 systems in 2026.
These figures represent capacity plans, not guaranteed deliveries.
I will focus on order intake, equipment shipments, customer commitments, and service revenue. Strong orders would support the view that chipmakers are preparing for sustained AI-related investment. However, weaker bookings could raise questions about the timing of future spending.
2. TSMC: Advanced Packaging Could Become the Critical Bottleneck
TSMC occupies another essential position in the AI supply chain. It manufactures advanced chips and provides packaging technologies that integrate complex processors with high-bandwidth memory.
One technology attracting particular attention is Chip-on-Wafer-on-Substrate (CoWoS), which helps combine multiple components into high-performance semiconductor packages.
As AI accelerators become more sophisticated, packaging capacity becomes increasingly important. Even when chip designs and wafer production are available, insufficient packaging capacity can delay finished products.
During TSMC’s October 15 earnings update, I will watch for details about CoWoS expansion, advanced-node demand, customer production commitments, and the pace at which new capacity becomes operational.
The key question is whether packaging capacity can grow alongside wafer production without creating additional delays or excessive costs.
3. Capital Expenditure: Opportunity or Financial Risk?
TSMC raised its 2026 capital-expenditure forecast in July to $60 billion–$64 billion, compared with its previous range of $52 billion–$56 billion. Its investment plans also include expanding U.S. manufacturing operations through its Arizona facilities.
This spending reflects the scale of the semiconductor industry's ambitions, but large investments do not automatically guarantee attractive returns.
Factories, equipment, and packaging facilities require substantial upfront capital. Their profitability depends on utilization rates, customer demand, production efficiency, and pricing power.
I believe investors should examine whether planned spending is supported by visible demand rather than assuming AI growth will remain exceptionally strong indefinitely.
4. Three Signals That Could Move Semiconductor Stocks
The bullish scenario would include strong ASML bookings, continued progress in TSMC's packaging expansion, and confident guidance supported by sustainable customer demand.
The cautious scenario would emerge if equipment orders weaken, capacity expansion moves ahead of actual demand, or management highlights rising costs and pressure on margins.
A third possibility is that both companies report solid results but their shares experience volatility because investors have already priced in ambitious AI growth expectations.
My View: Follow the Entire Supply Chain
For October 14–15, I will compare ASML's order momentum and production plans with TSMC's advanced-node outlook, packaging capacity, and capital-spending commitments.
These indicators can provide a clearer picture of the industry's health than revenue growth alone.
The next phase of the AI boom will depend not only on how many chips the world wants, but also on how efficiently the industry can manufacture, package, and deliver them.
Strong AI demand creates the opportunity. Execution, capacity discipline, and investment returns will determine whether that opportunity becomes sustainable profit.
#ShareWeekly #内容挖矿 #weeklyshare #PlanYourTradesThisWeek @Gate_Square $ASML $TSM
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TSM-0.69%
market update
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solana:HbXn9Lcug7KrXxLr6TrKFe1pymCmqbVb3kbP9N1Kpump 👀
HbXn9Lcug7KrXxLr6TrKFe1pymCmqbVb3kbP9N1Kpump
#crypto
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SOL-0.09%
RIPPLE $XRP REJECTING MOVING AVERAGE RESISTANCE ARE BEARS TARGETING $1.2948 NEXT?
Pair: $XRP /USDT
Direction: SHORT
Entry Price: 1.3574
Target Levels (Take Profit)
TP 1: 1.3339 1.73%
TP 2: 1.3183 2.88%
TP 3: 1.2948 4.61%
Stop Loss
SL: 1.3887
Technical Breakdown
XRP ($1.3569) attempted a minor recovery following an aggressive sell-off, but printed consecutive corrective red candles that struggle to break back above local overhead resistance. This price action confirms persistent seller defense and sets up a clean continuation toward lower targets.
Price action is capped directly below sh
XRP+0.57%
Bullish or bearish bias aside, this is a retest on $BTC
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BTC+0.64%
$BTC The large cycle 9 is now open. Good night, everyone.🥰
Entry: 83200-81400; stop-loss: 81200; take-profit: 84500-85000. Long $BTC 👇
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BTC+0.64%
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