SUNG OH Special Research
2026.08.14
Interest on the Chip
AI's bottleneck has shifted from power to capital
ISSUE 00CAPITAL BOTTLENECKTERM / SHEET
Special Research2026.08.14 · The Rewiring of AI Capital
Can a GPU
Become a Bond?
How AI compute becomes a financial asset · Following the chain of events around the August 10 announcement
2026.08.10 Announcement · At a Glance
Who
NVIDIA · Apollo · BlackRock · Blackstone · Brookfield · Goldman Sachs · KKR
When
August 10, 2026 (local time) · Memorandum of Understanding (MOU)
Where
United States · NVIDIA Newsroom
What
More than $500bn Third-party capital target · financing platforms dedicated to AI compute
How
Six independently operated platforms · raise institutional capital · provide loans and investments to NVIDIA customers
Why
A judgment that customer financing has become the next bottleneck
Where the bottleneck widened
2023
GPU supply
2025
HBMand power
2026
Customer financing · the bottleneck highlighted by the August 10 announcement
After chips and power, capital has become a bottleneck too.
What the announcement explicitly states
Platforms
Six · independently operated · independently underwritten
Capital
Target of mobilizing more than $500bn of third-party capital
Terms
Dedicated pools of capital at “attractive rates”
Condition precedent
Subject to execution of definitive agreements
Still undisclosed
Allocation by firm · interest rates · maturities · loss sharing
Immediately after the announcement · equity and credit
| Item | Timing | Value |
|---|---|---|
| NVIDIA share price | Aug. 10 | -2.4%Market capitalization fell by $130bn |
| NVIDIA share price | Aug. 11 | Rebounded intradayClosed roughly flat |
| 5-year CDS | Aug. 11 | Around 72bpNarrowed 5bp in one day |
| 5-year CDS peak | Late July | 82bp |
Equity and credit sent different signals · the point where they diverged is the debate on page 4
That day, Wall Street lined up not for the chips,
but for the money those chips could earn.
ISSUE 01COLLATERAL EVOLUTIONASSET / GRADE
01 · HISTORY
From buying chips
to lending against them
Three years of rehearsal came first · CoreWeave was the proving ground
The lineage of GPU-backed financing
| Timing | Financing | Collateral and rating |
|---|---|---|
| 2023.08CoreWeave Led by Blackstone · Magnetar | $2.3bn | Equipment itself |
| 2024.05CoreWeave Led by Blackstone | $7.5bn | Equipment · customer contractsAt the time, one of the largest-ever deals in private credit |
| 2026.03CoreWeave Blackstone Credit Anchor investor | $8.5bn | GPUs and customer contractsThe financing structure itself received the first investment-grade rating · Moody's A3 · DBRS A(low) |
| 2026.06IREN Goldman Sachs · JPMorgan | $3.65bn | GPUs and Microsoft contractHighest rating among disclosed GPU financings · Fitch A · DBRS A(low) |
Evolution of the collateral · equipment → equipment plus customer contracts → the financing structure itself · The GPU itself did not become an A-rated asset · roughly two months to the second case
Structure of the March 2026 deal
Structure
Non-recourse · assets ring-fenced in a separate legal entity
Rating
Moody's A3 · DBRS A(low)
Structuring
Mitsubishi UFJ (MUFG) · Morgan Stanley
Order book
Oversubscribed
Terms already disclosed
Floating SOFR+2.25% · fixed about 5.9% · matures March 2032
IREN deal: blended financing cost of 6.00%
IREN deal: blended financing cost of 6.00%
Investment grade is the threshold.It substantially widens the door to regulated institutional capital such as pension funds and insurers
$8.5bnFinancing backed by GPUs and customer contracts received an investment-grade rating for the first time · March 2026
A safeguard NVIDIA had already put in place
| Item | Details |
|---|---|
| Covered asset | CoreWeave's unsold cloud capacity |
| Size | Up to $6.3bn |
| Term | April 2032 |
Like the August announcement, NVIDIA takes on part of the downside risk · but the floor is under a different layer
- CoreWeave commitment · NVIDIA buys unsold capacity Demand · utilization backstop · downside to cash flow
- August platforms · support when disposal proceeds fall short Residual-value support · downside to asset value
- What changed · CoreWeave put a floor under cash-flow downside · the new announcement extends the idea to asset-value downside · page 3takes that apart
ISSUE 02WHY GPU BECAME COLLATERALVALUE / CURVE
02 · MECHANICS
Why did GPUs become collateral?
Factory machinery can be collateral too · the question is whether there is a market to sell it into
- Rental income · an hourly-rate asset · recurring cash flow much like building rent
- Customer contracts · multi-year usage contracts improve visibility into repayment cash flow · this is what underwriting looks at
- Portability · relatively easier to redeploy than real estate or power plants · friction remains from power, cooling, networking and rack configuration
- CUDA · the software ecosystem broadens the potential pool of second-hand buyers
- Residual value · even obsolete hardware retains a resale value · the final pillar, and the weakest one
Four pillars—and the fifth
- The first four · supported by the track record so far
- Residual value · depends on the new-chip cycle · the faster NVIDIA ships better chips, the faster old collateral values can fall
The company that can erode the collateral value is also the company that may be able to put a floor under it.Every debate around this financing structure starts here
$500bnThird-party capital targeted by the platforms · a target before commitments are signed
ISSUE 03COMPUTE FINANCE ROUTINGCAPITAL / FLOW
03 · STRUCTURE
How do the platforms work?
Capital moves through four arrows · NVIDIA sits outside that path and touches only the final one
Diagram · solid lines show the announced flow of funds · dotted line shows support NVIDIA said it “may” provide · the actual form is still unspecified
What CEO Jensen Huang said on X on Aug. 11
$500bn
The figure is the total amount of third-party capital—not NVIDIA revenue and not a commitment to any specific fund or customer
Underwriting
Conducted independently by each of the six firms
Role
Supplements rather than replaces independent underwriting
Support
Up to 25% per selected deal Residual-value support
Undisclosed
Whether the 25% is measured against principal, asset value or loss amount · and under what conditions payment would actually be made
Numbers circulating together
| Item | Figure | Role |
|---|---|---|
| Residual-value support cap | Up to 25% per deal | Jensen Huang's statement |
| 25% × $500bn | $125bn | Arithmetic extrapolationNot a commitment announced by NVIDIA |
| OpenAI Ohio backstop | Up to $250bn | Separate matter · reported as under discussionLate July 2026 |
| Same deal scaled down | Below $120bn | Limited to the first phase2026.08.14 WSJ · concern over investors' risk exposure |
$125bn is a number produced by a calculator · support is assessed deal by deal · the cap says “up to” · actual exposure could be far smaller or zero · The scale of guarantees and allocation of risk remain fluid
25%NVIDIA's stated cap on residual-value support per deal · basis and payment conditions undisclosed
Comments from the six firms in the announcement
- Goldman Sachs · David Solomon · “NVIDIA's full-stack platform is in high demand, and we are at the center of financing its buildout”
- Apollo · Jim Zelter · “Modern compute has become a scarce and mission-critical asset class”
- KKR · Joe Bae · Scott Nuttall · “The hard part is not ambition, but execution”
- Common thread · nobody used the word bond · the market named the asset class before rates, maturities or loss sharing had been filled in
ISSUE 04ASSET CLASS OR CIRCULARITYTWO / READINGS
04 · DEBATE
A new asset class,
or Circular Financing 2.0?
The same announcement produced two readings · start by placing the facts each side relies on next to each other
Bull case · birth of an asset class
- Larry Fink · BlackRock CEO · likened it to the rise of 1970s-era mortgage-backed securities (MBS)
- Logic · if computing usage fees become the underlying cash flow, the structure begins to resemble infrastructure debt backed by roads or power plants
- Rationale · Big Tech balance sheets alone cannot fund the required scale
Critique · circularity with a different source of capital
- Circular financing 2.0 · only the source of money has changed to somebody else's capital · the destination is still purchases of NVIDIA products
- Bank of NVIDIA · an extension of vendor financing · echoing the telecom-equipment bubble
- Still unproven · investment-grade examples remain few · CoreWeave has now been followed by IREN, but the long-term repayment track record is still short
The number beneath the bull case · 2027 hyperscaler capex
| Scenario | Amount |
|---|---|
| Market consensus | $920bn |
| Goldman Sachs base case | About $1.1tn |
| Goldman Sachs high case | $1.4tn |
A view that funding needs could exceed what the market currently expects · these forecasts should not be mapped directly onto the platforms' $500bn target because the time frames and scopes differ · the platform figure is a cumulative target to be raised over time, not for a single year
Jensen Huang's rebuttal—and the rebuttal to that rebuttal
- Rebuttal · each of the six firms independently underwrites customer quality, demand and utilization · therefore the structure is unrelated to inflating demand
- Counterargument · underwriting can be independent while incentives are not
- Rationale · several participants already have economic interests across the NVIDIA and AI-infrastructure ecosystem
- Example · Blackstone describes itself as a major investor in the NVIDIA ecosystem · Brookfield and KKR also have existing strategic partnerships
- What remains true · independent underwriting and potential conflicts of interest are separate questions · ecosystem investment does not by itself imply weaker underwriting, but the economic interests are not independent
The direction of the money has not changed.
What changed is who owns that money.
ISSUE 05STRESS MAPWRONG / WAY
05 · RISK
What could break the structure?
Repayment capacity rests on GPU usage fees and customer contracts · if those fail, residual value is what remains at the end
Diagram · pressure from six directions converges on one point: repayment cash flow · the weakness is that these pressures may not arrive separately
- AI demand slowdown · if enterprise AI spending rolls over, the numerator supporting usage-fee repayment shrinks
- Lower rental rates · price competition across clouds · the repayment source is the usage fee itself, making this the most direct pressure
- ASIC·TPU · if large customers migrate to custom silicon, the pool of second-hand GPU buyers thins
- Faster new-chip cycles · obsolescence faster than the assumed depreciation schedule breaks the lending model
- Data-center oversupply · vacancy risk when capacity now under construction comes online at the same time
- Power shortages · without electricity, chips do not earn money · construction delays become repayment delays
When all six overlap
- Demand down · rental rates down · resale values down · potential increase in NVIDIA's support burden
- Caveat · contractual terms for residual-value support have not yet been disclosed
- Terms · if definitive contracts ultimately resemble shortfall protection or a guarantee, a deterioration in NVIDIA's operating environment could coincide with a rising burden from residual-value support
The support provider's capacity and the collateral value could weaken in the same direction.Credit markets call this wrong-way risk· which is why the first questions after the announcement came from the bond side of the market
ISSUE 06KOREA TRANSMISSIONORDER / PATH
06 · KOSPI
Bringing the chain back to Korea
If the capital bottleneck eases, more chips can ship · and the order books of the components inside them can follow
- HBM· Memory · installed alongside every GPU · removing the financing bottleneck is a condition for sustained shipments
- Substrates · components · FC-BGA Substrates · power semiconductors · cooling
- Power equipment · transformers · distribution · generation · where financing finally turns into construction
A link that already reaches Korea · announcement on July 24, 2026
| Counterparty | Timing | Details |
|---|---|---|
| SK Group | July 24local time | AI factory · expanded next-generation memory partnership |
| NAVER · Brookfield | July 24local time | Korean AI factory 55MW → 200MWNVIDIA plans $1bn investment · Brookfield non-binding term sheet for up to $9bn |
Brookfield is one of the six firms in the August 10 platforms · it is already involved in the Korean buildout · the SK Group deal is separate and is not added to this figure
A conditional link, not a direct beneficiary call
- The boxes that still have to be crossed · financing platform · actual financing · data-center investment · GPU orders · HBM shipments · Korean earnings
- What August 10 moved · only the first box · and even that remains at the MOU stage
The table below contains forecasts produced independently of this announcement.If the platforms translate into actual financing and orders, they could reduce some of the GPU-demand risk embedded in these forecasts
2027 HBM assumptions · Kiwoom Securities 2026.08.11
| Item | Samsung Electronics | SK hynix |
|---|---|---|
| HBM operating profit | KRW 83tn | KRW 70tn |
| Growth in the same metric | +315% | +138% |
| HBM shipments | +109% | Not separately disclosed |
| HBM blended ASP | +81% | Not separately disclosed |
The estimates rest on an assumption that GPU shipments continue to rise · the same report also projected Samsung Electronics regaining the No. 1 HBM position
Three steps remain before this becomes an investment thesis
01
The MOU must become definitive agreements
02
The first financing mustclose
03
That capital must translate into actual orders
- What has been established so far · Wall Street's largest pools of capital have begun preparing to treat GPUs as acceptable loan collateral
- On the other side · page 5· if the six forces there take hold, the assumptions supporting the table above would need to be rewritten first
ISSUE 07CONCLUSIONCASH / FLOW
07 · CONCLUSION
What becomes a bond
is not the chip, but the rent
The answer is a qualified yes
The chip
remains collateral
The substance of the bond
Rental income and the customer contracts that promise that income
If the contracts are strong
the structure starts to resemble debt backed by roads or power plants
If the contracts are weak
all that remains is estimating the resale value of used chips
Where things stand now
CoreWeave showed the path · August 10 was a declaration that the path could be widened to $500bn
The distance still separating declaration from market
MOU
Pre-contract stage
Rates · loss sharing
Blank
Residual-value support
Still at the “may provide” stage
Next checkpoints
2026.08.26
NVIDIA Q2 earnings
Whether management comments on the platforms
Whether management comments on the platforms
Timing TBD
Execution of definitive agreements
Disclosure of rates · maturities · loss sharing
Disclosure of rates · maturities · loss sharing
Timing TBD
First financing close · the rate on that deal will become the first real price of this market
Conditions that would invalidate the thesis
- When the bull case breaks · when it becomes clear that rental rates and resale values of older GPUs cannot hold after a new-chip launch
- When the significance of the announcement breaks · when the MOU fails to lead to definitive agreements and a first financing close
The chip is only the collateral.
What becomes the bond is the money the chip is expected to earn.
Appendix
One-Line Glossary · 19 terms
- Memorandum of Understanding (MOU)
- A document that agrees on the broad framework for cooperation before definitive contracts are signed. It is generally weakly binding.
- Third-party capital
- Capital raised from outside institutions such as pension funds and insurers. Distinguished from the parties' own balance-sheet capital.
- Private Credit
- Money lent directly to companies by private funds and asset managers. Distinguished from bank loans and public corporate bonds.
- Anchor investor
- An investor that commits a large amount early to help a deal close and attract other investors.
- Investment Grade
- A credit rating of Baa3 or above on Moody's scale. A key threshold that broadens access to large pools of regulated pension and insurance capital.
- Non-recourse financing
- A loan in which lenders cannot claim against the parent company if the borrower defaults; recovery is limited to the pledged assets and the cash flows they generate.
- Residual value
- The value remaining in an asset after its primary use. For GPUs, this is measured through resale value.
- Residual-value support
- A mechanism designed to protect the downside in an asset's residual value. For this transaction, both the basis and payment conditions remain undisclosed.
- Backstop
- A safety-net commitment to absorb losses at the end if a transaction fails.
- CDS
- The premium paid to insure against a company's default risk. A higher number means the market is more concerned about repayment.
- Circular financing
- A funding loop in which money provided by a vendor passes through its customer and returns as revenue to the vendor.
- Vendor financing
- Financing in which a seller lends the buyer money to purchase its product. Often cited because it has previously inflated apparent demand.
- Mortgage-Backed Securities (MBS)
- A bond backed by pooled mortgage repayment cash flows. The market began in the United States in the 1970s.
- Wrong-Way Risk
- The risk that a guarantor's ability to pay deteriorates at the same time the guarantee is most likely to be called.
- CUDA
- NVIDIA's GPU-centric software ecosystem. It broadens the potential buyer base for used GPUs.
- HBM
- High Bandwidth Memory stacked alongside GPUs. SK hynix and Samsung Electronics lead the market.
- FC-BGA
- An advanced semiconductor substrate that mounts high-performance chips in flip-chip configuration. Demand is especially strong for GPUs and servers.
- ASIC
- A custom chip designed for specific workloads. It can be cheaper and more power-efficient than a general-purpose GPU.
- TPU
- Google's AI accelerator. Google Cloud and some large customers use it instead of GPUs for certain workloads.
Sources · 16 items
- NVIDIA Newsroom · NVIDIA Partners With Apollo, BlackRock, Blackstone, Brookfield, Goldman Sachs and KKR · company release · 2026.08.10 · Source
- Blackstone Press Release · full comments from the CEOs of the six firms · company release · 2026.08.10 · Source
- NVIDIA Blog · NVIDIA AI Factory Compute Is Becoming an Investable Asset Class · company release · 2026.08.11 · Primary source for the 25% residual-value support statement
- CoreWeave IR · $7.5bn financing · company release · 2024.05.17 · Source
- CoreWeave IR · $8.5bn · first investment-grade GPU-backed financing · company release · 2026.03.31 · Source
- IREN Press Release · IREN Closes $3.65bn Investment-Grade GPU Financing · company release · 2026.06.01 · Fitch A · DBRS A(low) · Source
- CNBC · CoreWeave $7.5bn financing · Jordan Novet · 2024.05.17 · the 2023 $2.3bn deal follows the Reuters figure cited in this article
- CNBC · Nvidia lines up $500 billion financing · Jensen Huang · Larry Fink interview · 2026.08.10 · primary source for Fink's MBS analogy
- CoreWeave SEC Filing · NVIDIA commitment to purchase unsold capacity · Form 8-K · 2025.09 · primary source for $6.3bn and April 2032 · Source
- WSJ · Nvidia scales back funding guarantee for Ohio OpenAI data center · citing Reuters · 2026.08.14 · basis for report that the amount was reduced to below $120bn
- Forbes · Nvidia Stock Loses $130 Billion In Market Value · Antonio Pequeño IV · 2026.08.10 · based on the Aug. 10 close of -2.4%
- Fortune · Nvidia taps Wall Street for $500 billion funding commitment · 2026.08.11 · the 25% language in Jensen Huang's X post and reporting on the OpenAI backstop discussions are cited from this article
- Seoul Economic Daily · “NVIDIA credit concerns ease after capping AI support at 25%” · 2026.08.11 · source for CDS figures
- Goldman Sachs Research · 2027 hyperscaler capex outlook · Ryan Hammond · consensus $920bn · base about $1.1tn · high case $1.4tn · Media citation basis
- NewsPim GAM · “NVIDIA's Circular Financing 2.0? The AI debt loop spreads to Wall Street” · Lee Hong-kyu · 2026.08.11
- Kiwoom Securities · “HBM's Surge, General Memory Peak-Out” · Park Yoo-ak · 2026.08.11 · the same report cut target prices for Samsung Electronics from KRW 390,000 to KRW 350,000 and SK hynix from KRW 2.2mn to KRW 2.1mn · Buy ratings maintained · general-purpose DRAM projected to fall in the 30% range in 2027
This material is provided for informational purposes only and is not a recommendation to buy or sell any specific security. Forecasts cited are estimates by the respective institutions and may differ from actual results. Final investment decisions and responsibility rest with the investor.