好的技術，應該配得上商業上的成功。

如果微軟、谷歌、亞馬遜決定停止每季度300億美元的GPU採購，整條供應鏈都將崩塌。

對於關注晶片股的投資者來說，當前的局面可以總結為一句話：不確定性極高，短期內波動會加劇。

“Among all existing assets today, BTC offers one of the widest margins of safety, even if the final low is about 15-20% lower from here.”

真正方向，仍需待財報季驗證。

Meta計畫出售過剩算力，擊碎了「算力絕對稀缺」信仰，股價單日暴漲10%，創下年內最佳表現，而晶片等AI硬體則遭遇重挫。

Gemini and DeepSeek craft scripts for upsets and dark horses; Grok and Qwen nail the small-margin scores in popular matchups; ChatGPT and Claude are better suited for analyzing match processes.

伊朗準備向除以色列以外的所有國家出售石油。

不是因为运气，是把「赌」变成了一套稳健的系统。

Murata仍是多頭核心倉位，但對沖基金已開始尋找高估值空頭

當 AI Agent 成為可以被調用、交易和組合的生產力，OKX 選擇持續為它建設經濟基礎設施。

In the past narrative of AI, there was a line of thinking: inference efficiency would kill the demand for chips. However, the reality is that the cheaper AI becomes, the more valuable physical computing power gets—every dollar that model companies slash from their prices ultimately flows into the pockets of chip and wafer fabs.

AI需求正推高PCB、光互連和SiC熱度

留意日常接觸到的反常，多問一層原因，找到背後的上市公司，再用13F看專業資金是否認同。下次你常買的東西無故漲價，可以順勢想一想：這筆錢被誰賺走了，那家公司是否已經上市。

AI基建最熱的票，他一次性全空了。

Over the past decade, the core issues of Web3 security have mostly revolved around private keys, contract vulnerabilities, and phishing. The security boundary was relatively clear: humans see a page, click a wallet, confirm a transaction, and the result is executed on-chain.