The Circuit

In this episode of The Circuit, Ben Bajarin and Jay Goldberg unpack the shifting structural economics of the semiconductor and AI landscape. Following Micron’s latest earnings, they kick off with a deep-dive debate on whether the memory market has permanently raised its floor to $600B–$800B, or if rapid capacity expansion from players like China’s CXMT will trigger a classic cyclical reckoning by 2028. They also examine the trade-offs between high-margin HBM and "trailing-edge" legacy memory like DDR4, as well as how rising component costs are impacting consumer PC and smartphone upgrade cycles. Next, Ben shares on-the-ground insights from HPE’s investor event, questioning whether HPE's post-Juniper pivot truly makes it a networking company as enterprises scramble to upgrade aging infrastructure against agentic AI security threats. The hosts then analyze the rise of "Balance Sheet as a Service"—breaking down Nvidia’s bold vendor financing disclosures and Broadcom’s reported $42 billion loan commitment to Anthropic ahead of its IPO, and why fabless chip designers are taking on this massive capital risk instead of foundries like TSMC. Finally, they explore "Tokenomics," looking at how investors and enterprise buyers can move past AI hype to quantify the hard-dollar unit economics of input/output tokens, hardware optimization, and specialized frontier models

In this episode of The Circuit, Ben Bajarin and Jay Goldberg explore the evolving dynamics of the semiconductor memory market, consumer AI agents, and critical compute infrastructure. The hosts begin by analyzing the aggressive capacity expansions and yield improvements of Chinese memory providers YMTC and CXMT, discussing how their growing output might provide pricing relief for consumer electronics OEMs currently squeezed by massive data center demand. The conversation then pivots to Meta's new "Muse" AI assistant, which the hosts view as a potential catalyst for mainstream AI adoption that could bridge the user skill gap by acting as a proactive personal and enterprise orchestrator. Finally, they unpack Anthropic's $11 billion equity-exchange partnership with Akamai, highlighting its implications for distributed edge inference and the massive, unforeseen surge in CPU demand required to power these continuous "agentic" workloads.

In this episode of The Circuit, hosts Ben Bajarin n and Jay Goldberg speak with Mark Wade, CEO of IR Labs, and Jesse Leiter, VP of Capital Strategy and Investor Relations. The conversation focuses on the necessity of solving the interconnect bottleneck in large-scale AI data centers by transitioning to optical connectivity. Mark explains the immense complexity of integrating optical engines into advanced CMOS nodes and highlights how the release of ChatGPT accelerated the market's demand for these large-scale computing solutions. Additionally, the discussion explores IR Labs' strategic reliance on leading-edge foundries like TSMC, their ecosystem partnerships with tech giants like NVIDIA, AMD, and Intel, and their calculated funding strategy aimed at an eventual IPO in a market projected to reach $30 to $50 billion by 2030

In this episode of The Circuit, host Ben Bajarin sits down with Apple's product marketing and engineering leaders at Apple Park to unpack their latest silicon and hardware announcements. The discussion explores the benefits of Apple’s vertically integrated approach, diving into the transition to 2-nanometer process technology and its impact on performance, power efficiency, and advanced thermal management across the A20 Pro and M-series chips. The panel also highlights the architectural decisions driving robust on-device AI capabilities—such as the dual neural engine and unified memory—and underscores Apple's deep commitment to hardware-level security and privacy through innovations like the Secure Enclave and Secure Exclave.

In this episode, Ben and Jay discuss the launch of their firm's new AI knowledge agent, Atlas, before diving into Broadcom's latest earnings and the growing complexity of modeling the custom ASIC market. They debate the semiconductor supply chain bottleneck, with Ben arguing that constraints will peak in 2027 before massive new capacity arrives in 2028, while Jay cautions that this incoming oversupply could shift pricing power and lower margins. Finally, they analyze Nvidia's acquisition of Hugging Face and explore the future of AI models, agreeing that while open and closed models will coexist, closed "frontier" models remain essential for enterprise cybersecurity and defending against rogue actors.

Ben Bajarin and Jay Goldberg break down NVIDIA’s earnings, examining how supply constraints shape growth and rising component costs pressure margins. They discuss NVIDIA’s financing commitments to neoclouds and the risks of using its balance sheet to support the ecosystem. Marvell’s XPU-attach strategy offers another route into custom silicon, with questions around when its Google opportunity will convert into revenue.

From Hot Chips, Ben shares why competing inference architectures suggest the industry is still working out how to serve AI at scale. The conversation explores the software and system-design challenges facing accelerator startups, along with custom HBM base dies and their implications for memory costs and supplier flexibility. Waymo’s workload-specific silicon raises another question: how much of inference will converge on a common architecture?

In this episode of The Circuit, hosts Ben Bajarin and Jay Goldberg break down the shifting dynamics across the semiconductor landscape, from analog chips to custom silicon and corporate balance sheets.

• Analog Devices (ADI) & The Data Center Wave: ADI reports a strong quarter, driven by a doubling of its data center revenue and expanding opportunities in 800-volt data center architectures. Ben and Jay discuss ADI’s conservative focus on SAM (Serviceable Addressable Market) over TAM, high gross margins, and how analog content per gigawatt is becoming a key driver for power, safety, and sub-volt conversion.
• AI Sentiment vs. Market Reality: The hosts address the hype around AI "curing cancer," clarifying Moderna’s recent bio-informatics announcement, and discuss the growing local friction surrounding massive data center construction projects.
• Custom ASICs & Marvell’s Google Win: Analysis of Marvell’s expanding relationship with Google for periphery XPU attach, optical interconnects, and CXL. They unpack why this is a massive win for Marvell’s diversification and clear up misconceptions regarding Broadcom's market position.
• The Era of "Balance Sheet Competition": Semiconductor giants are using equity, warrants, and Special Purpose Vehicles (SPVs) to fund data center capacity. Ben and Jay debate the risks of chip companies taking on debt-like obligations to compete with NVIDIA.

In this episode of The Circuit, hosts Ben Bajarin and Jay Goldberg break down the evolving structural dynamics across optical networking, semiconductor manufacturing, and AI infrastructure financing. They begin by analyzing the divergent earnings from Lumentum and Coherent, pointing to margin pressures and the yield challenges Coherent faces during its transition to 6-inch indium phosphide wafers. This leads to a detailed debate on optical interconnect architectures—distinguishing Linear Pluggable Optics (LPO) from Near-Packaged Optics (NPO) and Co-Packaged Optics (CPO)—while noting that adoption remains largely rack-to-rack rather than internal to the rack due to manufacturing and serviceability bottlenecks. Turning to enterprise networking, the hosts highlight Cisco's resurgence powered by its proprietary Silicon One chips and its clever use of Anthropic's Mythos model to run security audits that drive hardware refreshes. Applied Materials' record quarter is evaluated next, where eight quarters of visibility backed by Long-Term Agreements (LTAs) demonstrate structural supply chain shifts, despite market hesitancy likely tied to Intel's pending capex plans. Finally, they examine NVIDIA's proposed $500 billion data center financing initiative, debating whether vendor-backed capital creates circular demand or serves as a necessary bridge for capital markets, while challenging Jensen Huang's assertion that compute should be viewed as a standalone, non-obsolescent asset class.

n this episode of The Circuit, Ben and Jay unpack a busy week of tech earnings and the buzzing Future of Memory Summit. The hosts kick things off by analyzing AMD’s latest earnings, discussing why the street had a mixed reaction to a quarter that demonstrated solid, reliable execution and surprisingly bullish signals for data center CPU demand.

Ben then reports back from the Future of Memory Summit, where the convention center was completely packed—a clear sign of the times for the booming memory industry. He explains why the ecosystem around CXL (Compute Express Link) is finally maturing, driven by the rise of rack-scale AI architectures and the urgent need for hyperscalers to reuse vast amounts of legacy DDR4 memory for inference workloads. Finally, the duo debates the trajectory of the current memory supercycle—touching on the durability of long-term agreements (LTAs)—and highlights why SiTime is perfectly positioned to benefit from the growing need for precision timing and synchronization in AI data centers

In this episode of The Circuit, hosts Ben Bajarin and Jay Goldberg break down a packed earnings week across the technology and semiconductor sectors, grouping major updates into key themes around mobile markets and AI infrastructure. They analyze softness in mobile demand alongside severe supply chain bottlenecks impacting Apple, Qualcomm, ARM, and MediaTek, highlighting how surging AI demand is squeezing capacity across foundry and memory partners. The hosts then dive into hyperscaler CapEx trends from Amazon, Microsoft, and Meta, evaluating the transition from AI training to inference, the rising adoption of behind-the-meter power solutions, and severe labor constraints in electrical trades. Finally, they address the growing reliance on debt financing for data center expansion and unpack the market mechanics behind recent stock volatility and hedge fund unwinds.