Neocloud Expansion (Good Read), Token Cost Reductions, Hynix Capacity Build, & More—Headline Review (Semis & IT Hardware)

Research evidence excerpt

Neocloud Expansion (Good Read), Token Cost Reductions, Hynix Capacity Build, & More—Headline Review (Semis & IT Hardware)

Neocloud Expansion (Good Read), Token Cost Reductions, Hynix Capacity Build, & More—Headline Review (Semis & IT Equity ResearchHardware)

• A few recent examples of rising token costs include Uber burning through its entire 2026 token

budget in April, Salesforce estimated to pay Anthropic ~$300M/yr., Walmart limiting employee

token usage limits, Microsoft reportedly recently canceled most internal Claude Code licenses, and

an unnamed company reportedly going through $500M in Anthropic Claude AI usage in a single

month.

3. KKR Launches Helix Digital Infrastructure With >$10B Committed for AI Data Center

Deployment

• Helix is being launched with investment from KKR, Kuwait Investment Authority, NVIDIA,

and Vistra (>$10B long-duration capital commitments to date). Helix will deliver integrated

infrastructure at the speed and scale hyperscalers need and aims to serve as a single coordination

point for hyperscalers' data centers, power, connectivity, and related needs.

• NVIDIA will also serve as a strategic partner to support deployment of NVIDIA DSX AI factory-

aligned infrastructure, noted to de maximize tokens per watt and achieve lowest TCO and

accelerating time to first token.

• Former CEO of Amazon Web Services, Adam Selipsky, will lead the company.

4. Arm vs. x86 Competitive Dynamics Poised to Heating Up?

• Yesterday AMD outlined benchmark details for its now launched next-generation Zen6-based

Venice EPYC server CPUs - outlining (emphasizing) its competitive positioning versus NVIDIA's 88-

core Arm-based Vera CPUs (see: AMD fires back at Nvidia, claiming 256-core Zen 6 'Venice' CPU

beats Vera by 3.3x in rack-level performance).