MrToken.Ai

AI Infrastructure Intelligence Optical • CPO • PCB • HBM • NAND Researching the physical layer of AI.

[MrToken.Ai @Mrtokenaii]

Or has it increasingly become a regulatory and narrative advantage?

For years, Anthropic has positioned safety as its primary differentiator among frontier AI labs.

[MrToken.Ai @Mrtokenaii]

The most interesting part of the WSJ report isn’t the Claude jailbreak itself.

Amazon isn’t a competitor. It’s Anthropic’s largest investor, closest strategic partner, and biggest cloud provider.

That’s what makes the story interesting.

[MrToken.Ai @Mrtokenaii]

If Amazon researchers were able to uncover meaningful weaknesses in Claude’s safety guardrails through red-teaming, it raises a deeper question:

Is Anthropic’s safety moat actually a technological advantage?

[MrToken.Ai @Mrtokenaii]

Kingboard Holdings may be one of the most direct beneficiaries of this trend.

[MrToken.Ai @Mrtokenaii]

One of the more underappreciated developments in the PCB supply chain is happening in FR4.

Recent quotes have climbed to $30–35, more than 2x higher than at the beginning of the year.

[MrToken.Ai @Mrtokenaii]

When the lowest-end materials start tightening, it often says more about industry utilization than the highest-end products do

[MrToken.Ai @Mrtokenaii]

This suggests that AI infrastructure is absorbing enough industry capacity to impact even standard-grade materials.

[MrToken.Ai @Mrtokenaii]

The market has focused on AI-related premium materials (M8, M9, PTFE).

But inflationary pressure is now spreading into mainstream FR4 products.

[MrToken.Ai @Mrtokenaii]

The industry’s primary concern is no longer demand, but whether the supply chain can scale capacity fast enough to meet the expected growth.

[MrToken.Ai @Mrtokenaii]

According to the latest supply chain research, demand for 1.6T optical modules is expected to reach at least 90 million units in 2027, with upside potential to 100 million units. Demand for 800G optical modules is estimated at around 80–90 million units.

[MrToken.Ai @Mrtokenaii]

NAND manufacturers are expected to raise prices by 40%-60% in Q3, significantly above the previous expectation of around 20%.

[MrToken.Ai @Mrtokenaii]

@SemiAnalysis_ FormFactor is more about front-end shift-left testing with wafer/die-level probers and electro-optical test, while ficonTEC is more about back-end active alignment, fiber/lens attach, and optical-engine assembly/test integration.

[MrToken.Ai @Mrtokenaii]

@LeibertR49008 @xdownloaderbot download this

[MrToken.Ai @Mrtokenaii]

@deepseek_ai 这太恐怖了，正常moe+tp 架构输出tokens在500左右，它直接干到了1850tps

[MrToken.Ai @Mrtokenaii]

@ShanghaoJin Gb200的rack设计太理想主义，工程问题太多，不是需求问题，供应链问题太难解决了，干脆把需求推到300去……实在不行还有rubin

[MrToken.Ai @Mrtokenaii]

@zeyu_kap 崩了

[MrToken.Ai @Mrtokenaii]

@zhikongdukong1 @qinqiong 真的有病，别人叫你打架你就打架？叫你捅人就捅人？自己没脑子吧