TSMC (NYSE: TSM) reported a record profit, and Benzinga argues AI has 'broken' the old chip cycle; the piece also tags Applied Materials.

TSMC posted record profit on Thursday and said artificial intelligence demand still exceeds supply, even as semiconductor stocks extend a sharp selloff.

The Philadelphia Semiconductor Index fell 4.3% on Wednesday and is down about 11% over six sessions, according to Reuters.

Semiconductor industry veteran Steve Williams, who spent more than 25 years at Applied Materials Inc. (NASDAQ: AMAT), says investors may be applying an outdated playbook.

"They're still in this fear of the old cyclical demand cycle," Williams told Benzinga. "And the current technology and AI build-out has broken the old demand cycle."

**2nm Makes a 'Big, Big Jump'**

TSMC's third-quarter net profit rose 69%. The company guided to $52.3 billion to $54.3 billion in fourth-quarter revenue, roughly 58% year-over-year growth at the midpoint.

One number stood out to Williams.

TSMC's 2-nanometer process jumped from 3% of wafer revenue in the second quarter to 8% in the third. 2nm is TSMC's newest leading-edge process, and the rapid increase likely points to strong early adoption of its latest technology.

"I expected an increase, but that's a big, big jump," Williams said.

He expects that share to keep rising as leading-edge customers compete for limited capacity.

TSMC kept its 2026 capital expenditure guidance at $60 billion to $64 billion, but Williams said the unchanged figure does not signal weaker demand. Equipment arriving this year was ordered months ago, with some larger tools carrying lead times of six months or more.

**The Bottleneck Keeps Moving**

Williams told Benzinga last week that advanced packaging was TSMC's immediate bottleneck.

TSMC has signed a $2 billion manufacturing agreement with GlobalFoundries to add U.S. silicon-interposer capacity for its CoWoS packaging ecosystem.

But solving packaging would simply move the constraint, Williams said, most likely back to TSMC's ability to manufacture enough leading-edge 2nm chips.

Push expansion further and equipment makers themselves may become the bottleneck.

"They can only go so far before ASML can't make what they need," Williams said.

ASML (NASDAQ: ASML) said this week that its planned supply will not fully satisfy customer demand in 2027 or 2028.

**Demand May Outlast the Building Boom**

Williams sees chip demand persisting even if the current data-center construction wave slows.

The growing installed base of data centers will still require chips as computing equipment is replaced and upgraded, he said.

"Even if it slows down, the chip demand will be pretty solid," Williams said.

Williams also argues the industry currently has several overlapping sources of demand while leading-edge wafers, packaging and equipment remain constrained.

Polymarket traders put roughly a 6% chance on an AI-bubble burst by Dec. 31, and a 19% chance by June 30, 2027.

"There's still a lot of stuff not being built today on the chip side that if there was supply, it would be built," Williams said. "It's massive."