Ideas
Author explicitly states Vicor supplies the custom 25kW power delivery for every WSE-3 and notes 'VICR content in each WSE is not too far from TSMC's content' — direct and substantial revenue exposure
Author explicitly states Vicor supplies the custom 25kW power delivery for every WSE-3 and notes 'VICR content in each WSE is not too far from TSMC's content' — direct and substantial revenue exposure to Cerebras's production ramp.
Risk: Customer concentration risk; Cerebras's sales growth could slow or shift suppliers.
The WSE-3 is a massive 4x reticle die fabricated on TSMC's N5 process, generating significant wafer revenue per system; article implies TSMC's content per system is comparable to Vicor's.
The WSE-3 is a massive 4x reticle die fabricated on TSMC's N5 process, generating significant wafer revenue per system; article implies TSMC's content per system is comparable to Vicor's.
Risk: Cerebras remains a small fraction of TSMC's total revenue; any design win loss has limited impact.
Article claims Cerebras CS-3 offers a 10x price/performance advantage over NVIDIA's B200 for LLM inference, directly challenging NVIDIA's dominant inference market share and potentially pressuring pri
Article claims Cerebras CS-3 offers a 10x price/performance advantage over NVIDIA's B200 for LLM inference, directly challenging NVIDIA's dominant inference market share and potentially pressuring pricing.
Risk: NVIDIA's ecosystem and software moat remain strong; Cerebras's advantage may be narrow or temporary.
Nebius is named as a gold-tier customer receiving $2/hr per CS-3 pricing, giving it a cost advantage in offering inference services relative to competitors using NVIDIA hardware.
Nebius is named as a gold-tier customer receiving $2/hr per CS-3 pricing, giving it a cost advantage in offering inference services relative to competitors using NVIDIA hardware.
Risk: Dependence on Cerebras supply; Nebius's own business model and profitability remain unproven.
CoreWeave has deployed 3 CS-3 systems, indicating adoption by a major GPU cloud provider and positively differentiating its inference offerings from hyperscalers.
CoreWeave has deployed 3 CS-3 systems, indicating adoption by a major GPU cloud provider and positively differentiating its inference offerings from hyperscalers.
Risk: CoreWeave is heavily leveraged to NVIDIA as well; dual sourcing may dilute focus.
This newsletter, published June 25, 2026,
features Rudy & Rooster
discussing VICR, TSM, NVDA, NBIS, CRWV.
5 trade ideas extracted by AI with direction and confidence scoring.
Speakers:
Rudy & Rooster
· Tickers:
VICR,
TSM,
NVDA,
NBIS,
CRWV