← Blog/5/17/2026
Nefarious Trading
Top Picks · discord.gg/nfrs
Vol. 01 · No. 21
May 10, 2026
DGXX $6.63 ▲ 7.11% WYFI $21.25 ▲ 4.78% VICR $256.47 ▼ 1.86% CBRS $120 IPO ▲ BTBT $1.89 ▲ NVDA $215.15 ▲ AMD $185.40 ▲ DGXX $6.63 ▲ 7.11% WYFI $21.25 ▲ 4.78% VICR $256.47 ▼ 1.86% CBRS $120 IPO ▲ BTBT $1.89 ▲ NVDA $215.15 ▲ AMD $185.40 ▲
Top Picks · The Cerebras Supply Chain Trio

3 stocks. 1 thesis. Cerebras IPO + supply chain leverage.

Cerebras Systems IPOs May 14, 2026 on Nasdaq under CBRS at $26.6B SEC valuation — Polymarket implies $50B+ closing market cap. The IPO itself is priced for perfection at 50-100x trailing revenue. The smarter trade: own the supply chain at saner valuations. Three names with verified Cerebras contracts give you direct exposure to OpenAI's $20B+ commitment without paying day-one IPO premium. DGXX has a $1.1B/10-year Cerebras contract on a $483M market cap (230% of mcap as a single deal). WYFI is already operational with 5MW Cerebras colocation generating revenue today. VICR has been Cerebras' Power-on-Package supplier for years and just posted a Q1 2026 beat with backlog up 70%. Three different conviction levels, three different position sizes, one clean thesis.

Combined Mkt Cap
$12.9B
vs CBRS $26.6B+ IPO
Total Cerebras Contract Value
$1.1B+
DGXX disclosed alone
Operational Today
2 of 3
WYFI + VICR generating Cerebras revenue now
CBRS IPO Date
May 14
4 days from now
§ 01 — Core Investment Thesis

Don't pay 50-100x revenue for Cerebras. Own the supply chain at 1-3x revenue.

Cerebras Systems IPOs May 14 at a $26.6B SEC valuation — Polymarket-implied closing market cap is $50B+. At those prices, you're paying 50-100x trailing revenue for a company with 86% customer concentration in two UAE entities (G42 + MBZUAI) and a non-GAAP operating loss of $75.7M. The math gets ugly fast. The smarter trade: buy the picks-and-shovels. Three publicly-traded companies have verified Cerebras contracts at dramatically lower valuations: DGXX ($1.1B contract on $483M market cap = 230% leverage), WYFI ($811M market cap, already operational with Cerebras revenue plus an $865M Nscale deal), and VICR (Cerebras' Power-on-Package supplier for years, just posted a Q1 2026 beat). Combined market cap of all three is $12.9B — roughly half of Cerebras' IPO valuation. If you believe in the Cerebras growth thesis, you can own the entire supply chain at half the price.

The TL;DR: Cerebras IPO is priced for perfection. The supply chain is priced for normal returns. Same thesis, dramatically better risk-reward. DGXX = highest leverage to single contract. WYFI = already operational with diversified tenants. VICR = blue-chip large-cap with multi-year supplier relationship. Position size each according to conviction tier and liquidity profile.
→ Pick 01
DGXX — Highest Leverage Play
$483M market cap. Just signed $1.1B / 10-year Cerebras anchor contract (May 5, 2026). Total potential value $2.5B with renewals + $1.4B expansion option. Phase 1 RFS Dec 15, 2026. Owns 400 MW of total power capacity — room to grow. Highest beta to Cerebras success.
→ Pick 02
WYFI — Already Operational
$811M market cap. 5MW Cerebras colocation at MTL-3 (Saint-Jérôme, Québec) operational since Q4 2025 — already generating revenue. PLUS $865M Nscale anchor at NC-1 North Carolina. FY25 revenue $79.2M, Adj EBITDA $17.3M. Diversified tenant base reduces single-customer risk.
→ Pick 03
VICR — The Quiet Compounder
$11.62B market cap (large-cap, not mid). Power-on-Package ChiP-set supplier to Cerebras since 2023 era per SemiAnalysis. Q1 2026 beat: revenue +20% YoY, EPS $0.52 vs $0.41 est, backlog +70% to $300.6M, book-to-bill 2.0+. Path to $1.5B revenue run rate from Fab One. Up 413% in 12 months.
§ 02 — The Cerebras Catalyst

$24.6B backlog. OpenAI $20B deal. The supply chain captures it all.

To understand why these three names are leveraged to Cerebras specifically, you have to understand the Cerebras growth math. Cerebras converts 15% of its $24.6B backlog in 2026 = $3.7B implied revenue (7x growth from FY25's $510M). To deliver that, Cerebras needs: (1) chips manufactured at TSMC, (2) data center capacity to host them, (3) power delivery components for the high-density compute. Each of these picks captures a specific bottleneck — DGXX provides the data center, WYFI provides additional data center capacity (already running), and VICR provides the power delivery silicon that actually keeps the wafer-scale chips operational.

Cerebras Backlog Conversion → Supply Chain Revenue

Cerebras FY25 Revenue
$510M
Cerebras FY26 Implied (15%)
$3.7B
Cerebras FY28 Implied (15% + 21.5%)
$5.3B
DGXX Cerebras Contract Value
$1.1B
WYFI Total Backlog (Cerebras + Nscale)
~$900M
VICR FY26 Revenue Guide
$570M

How Each Pick Captures Cerebras Growth

DGXX captures it via colocation revenue. Once Phase 1 is operational (December 2026), DGXX bills Cerebras roughly $110M/year for the next 10 years. That's 23% of DGXX's current market cap as ANNUAL recurring revenue. Phase 2 doubles that. The $1.4B expansion option adds another $140M/year potential.

WYFI captures it via two operational facilities. MTL-3 is already generating Cerebras colocation revenue. NC-1 starts billing Nscale (a Cerebras customer indirectly, also runs OpenAI workloads) in April-May 2026. The combination is a more diversified take on the same AI inference thesis.

VICR captures it via Power-on-Package ChiP-sets. Every CS-3 system Cerebras builds requires sophisticated power delivery — the wafer-scale chip pulls 15+ kW per cabinet. VICR's PoP technology is one of the few solutions that can deliver that current density at the package level. As Cerebras scales from $510M to $3.7B revenue (7x), VICR's revenue per CS-3 system stays the same but the volume grows correspondingly.

The Cerebras Backlog Conversion Schedule

Period% of $24.6B RPOImplied Cerebras RevenueSupply Chain Implication
FY 202615%~$3.7BPhase 1 deployments (DGXX, WYFI ramping; VICR shipping at $570M revenue)
FY 202715%~$3.7BFull Phase 1+2 deployments operational
FY 2028-202943%~$10.6B over 2 yearsCapacity expansion phase — DGXX expansion option triggers, VICR Fab Two planned
FY 2030+27%~$6.6B thereafterMulti-year tail revenue
The asymmetry: If Cerebras converts 15% of backlog as guided in 2026, that's 7x growth in their revenue. The supply chain captures a proportional share. DGXX gets paid as soon as Phase 1 goes live (December 2026). WYFI is being paid right now. VICR's revenue grows in lockstep with Cerebras' chip shipments. You don't need Cerebras to outperform to win — you just need them to deliver guidance.
§ 03 — Pick #1: DGXX

Digi Power X. $1.1B Cerebras contract on a $483M company.

Digi Power X is the highest-leverage Cerebras supply chain play in the public markets. A penny stock turned AI data center operator with a single contract worth 230% of its market cap. Stock currently $6.63, up 470% over 12 months from a 52-week low of $1.16. Just signed the most transformational deal in the company's history: a 10-year Master Services Agreement with Cerebras Systems for a 40 MW AI data center in Columbiana, Alabama, valued at $1.1B initial / $2.5B with renewals / +$1.4B expansion option.

The Deal Math

MetricValueContext
Initial Contract Value$1.1 billion10-year term
Total With Renewals$2.5 billionIf both 5-year extensions exercised
Expansion Option+$1.4 billionCerebras' option to expand
Maximum Total Value$3.9 billion~8x DGXX current market cap
Phase 1 RFS DateDecember 15, 202615 MW operational
Phase 2 RFS DateEnd of Q1 2027+25 MW for 40 MW total
Annual Revenue from Phase 1~$110M/year (est)23% of current market cap as recurring revenue
Annual Revenue at Full 40 MW~$220M/year (est)46% of current market cap as recurring revenue

The Company

Digi Power X is an AI data center infrastructure operator headquartered in Miami, Florida. Listed on Nasdaq (DGXX) and TSX Venture (DGX). The company pivoted from Bitcoin mining to AI infrastructure in 2025 — a transition that's now validated by the Cerebras anchor contract. Key operational facts:

  • 400 MW of secured power across Alabama, New York, and North Carolina
  • Tier III data center grade infrastructure with proprietary AI-Ready Modular Solution (ARMS) platform
  • Zero debt, $93M liquid as of April 2026 (per company filings)
  • ~73.5M shares outstanding — relatively tight float
  • NeoCloud GPU-as-a-Service portal — secondary revenue stream beyond colocation
  • On-site substation completed for Phase 1 with grid interconnection finalized via Alabama Power
  • Owns underlying real property for Columbiana campus — balance-sheet-backed

The Stock Profile

MetricValue
Stock Price (May 9, 2026)$6.63
Market Cap$483M
52-Week Range$1.16 – $7.26
YTD Performance+190% (post-Cerebras news)
1-Year Performance+470% (from $1.16 low)
Recent Move on Cerebras News+39% on May 5, 2026
Beta2.29 (high volatility)
Average Volume~2.1M shares
ProfitabilityNegative (still in transition phase)

The DGXX Bull Case

  • Single contract = 230% of market cap. Most leveraged single-contract trade in public markets right now.
  • Revenue starts December 15, 2026. Concrete catalyst date in 7 months.
  • 360 MW of unbooked capacity available for additional Cerebras expansion or other tenants.
  • Cerebras IPO success creates tailwind — every CBRS milestone validates DGXX anchor contract.
  • Real estate ownership means asset value floor — DGXX owns the Columbiana site.
  • Hans Vestberg (former Verizon CEO, BlackRock board member) is senior advisor — institutional credibility.
  • Self-funding Phase 1 construction — strong financial commitment from management.
  • Zero debt + $93M liquid — clean balance sheet for execution.

The DGXX Bear Case

  • Single-tenant concentration risk. Cerebras IS the business. Any Cerebras stumble cascades to DGXX immediately.
  • Phase 2 financing not yet secured. Will require capital raise or debt — possible dilution overhang.
  • Construction execution risk. 40 MW Tier III data center on aggressive 7-month timeline.
  • No revenue from contract until late 2026. Holding cost is real — 7+ months of waiting.
  • Stock already up 470% in 12 months. Easy money already made — entry timing matters.
  • Insider selling activity in recent SEC filings — pre-pop exits.
  • Penny-stock volatility profile. Beta 2.29 — can drop 30%+ on any negative Cerebras headline.
  • Bitcoin mining legacy creates partial exposure to BTC price volatility.
§ 04 — Pick #2: WYFI

WhiteFiber. Cerebras revenue flowing today, plus $865M Nscale anchor.

WhiteFiber is the cleanest Cerebras play in the public markets. Already operational. Already generating revenue. Two anchor tenants (Cerebras + Nscale Global Holdings). Carved out of Bit Digital via August 2025 IPO at $17/share. Currently trading at $21.25 — only +25% from IPO price despite operational launch and major new contract. The diversification reduces single-customer risk that DGXX has, while still offering meaningful Cerebras exposure. FY25 revenue $79.2M. FY25 Adjusted EBITDA $17.3M. Real cash flow, not just contracted backlog.

The Cerebras + Nscale Deal Stack

CustomerCapacityTermStatusSite
Cerebras Systems5 MW + ROFR on additional capacity5 years (signed Feb 2025)Operational since Q4 2025MTL-3, Saint-Jérôme, Québec (202K sq ft)
Nscale Global Holdings40 MW (2x 20 MW phases)10 yearsBilling starts April-May 2026NC-1, Madison, North Carolina
Total Contract Value~$865M (Nscale) + Cerebras ongoing

The Company

WhiteFiber is a vertically-integrated AI infrastructure provider operating high-performance computing data centers and cloud services. Combines specialized colocation, hosting, and cloud services engineered for generative AI workloads. Originally part of Bit Digital's HPC business, carved out in August 2025 IPO. Bit Digital still holds 27M WYFI shares (~$574M at current price) and has committed not to sell in 2026. Key facts:

  • Listed on Nasdaq (WYFI) since August 7, 2025 (IPO at $17, +24% to current $21.25)
  • FY25 Revenue: $79.2M (full year, with Q4 being $23.6M, +61% YoY)
  • FY25 Adjusted EBITDA: $17.3M — already EBITDA-positive
  • Q4 2025 Colocation Revenue: $3.9M — driven by MTL-3 ramp post-Cerebras live
  • IPO proceeds: $183.3M
  • $230M convertible note closed January 2026 — well-capitalized for expansion
  • FY25 capex: $268M — building real capacity
  • NC-1 has 99 MW Duke Energy capacity pact (expandable to 200 MW)
  • Tier 3-equivalent design with 150 kW per cabinet density, N+1 cooling, PUE 1.3

Why WYFI Is Uniquely Positioned

WhiteFiber is the only public AI infrastructure pure-play with two confirmed anchor tenants (Cerebras + Nscale) and operational revenue from Cerebras flowing today. The diversification matters: if Cerebras stumbles, Nscale carries the NC-1 economics. If Nscale stumbles, the Cerebras MTL-3 facility keeps generating revenue. The structure offers Cerebras leverage without single-tenant risk.

The Nscale partnership is also indirectly Cerebras-relevant — Nscale runs OpenAI workloads, and OpenAI is Cerebras' biggest customer. Effectively, WYFI captures Cerebras growth from two angles: directly via the MTL-3 contract, and indirectly via Nscale serving OpenAI demand that Cerebras helps fulfill.

The Stock Profile

MetricValue
Stock Price (May 9, 2026)$21.25
Market Cap$811M
52-Week Range$10.51 – $40.75
IPO DateAugust 7, 2025 ($17/share)
Performance Since IPO+25%
FY25 Revenue$79.2M
FY25 Adj EBITDA$17.3M (positive)
Cash + Convertible NotesStrong post-IPO + $230M convertible
Bit Digital Stake27M shares (~$574M, locked in 2026)
B. Riley PT$40 (Buy)
Analyst CoverageB. Riley, Compass Point, Roth, Needham

The WYFI Bull Case

  • Already operational and revenue-generating — not a "future revenue" story.
  • FY25 Adjusted EBITDA positive at $17.3M — actual cash flow.
  • Two anchor tenants reduce concentration risk — Cerebras + Nscale.
  • $865M Nscale deal locked in with billing starting April-May 2026.
  • Cerebras has ROFR on additional MTL-3 capacity — growth path embedded.
  • NC-1 expandable to 200 MW via Duke Energy capacity pact.
  • Bit Digital won't sell shares in 2026 — supply overhang removed.
  • $183M IPO proceeds + $230M convertible — well-capitalized for expansion.
  • Currently trades only +25% from IPO price despite operational milestones — multiple expansion potential.
  • B. Riley $40 PT implies +88% upside from current.

The WYFI Bear Case

  • Carve-out structure means Bit Digital still owns 33%+ of float. Future selling pressure when 2026 ends.
  • $268M capex in FY25 on $79M revenue — heavy infrastructure investment phase.
  • Nscale revenue ramp dependent on hyperscaler customer execution.
  • NC-1 Phase 2 financing needed for full 40 MW deployment.
  • Tier 3 vs Tier 4 positioning — premium customers may demand higher resilience.
  • Stock already up 25% from IPO — base hit, not multi-bagger from here.
  • Convertible note dilution overhang at conversion price.
  • Competition from established colocation (EQIX, DLR) at scale.
§ 05 — Pick #3: VICR

Vicor Corporation. Quiet large-cap with Cerebras supplier relationship since 2023.

Vicor is the surprise on this list — a $11.62B large-cap power semiconductor company that's quietly been Cerebras' Power-on-Package supplier since the 2023 era. Per SemiAnalysis: "Vicor went from a supplier of commodity power components to entering advanced datacenter power applications with design wins in various hyperscaler datacenter rack-level power solutions and AI accelerators from Nvidia, Google, AMD, Cerebras, Tesla, and Intel." Q1 2026 just printed a clean beat: revenue +20% YoY, EPS $0.52 vs $0.41 est (+27% surprise), backlog +70% to $300.6M, book-to-bill above 2.0. Stock up 413% in 12 months. Different position-size profile than DGXX/WYFI — this is a blue-chip large-cap, not a small-cap pure-play.

The Cerebras Connection

Vicor's Power-on-Package (PoP) ChiP-set is one of the only solutions that can deliver the high-current density required by wafer-scale processors at the package level. The CS-3 system needs power delivered with extreme precision because the WSE-3 chip is roughly 21.5cm on each side and pulls 15+ kW per cabinet. Conventional 12V multi-phase voltage regulators can't keep up. Vicor's 48V→1V conversion at 1,000A peak current with current multiplication factors up to 40 is one of the few solutions that works at this scale.

The Q1 2026 earnings call had an explicit Cerebras-related question from Justin Clare (Roth Capital): "We saw a large transaction announcement between OpenAI and a wafer-scale supplier last week." Management's response acknowledged engagement with HPC customers for second-generation VPD solutions. Translation: Cerebras is real revenue for Vicor, and the OpenAI deal is the catalyst for Vicor's Fab Two planning.

Q1 2026 Financial Highlights

MetricQ1 2026Q1 2025YoY Δ
Total Revenue$113.0M$94.0M+20.2%
EPS (Beat by 27%)$0.52$0.41 est+27% surprise
Backlog (1-year)$300.6M~$176M+70% QoQ
Book-to-Bill2.0+Strong demand signal
Cash + Equivalents$404.2M$402.8M (Dec 31)Stable
Total Assets$804.9MStrong balance sheet
Total Liabilities$50.8MMinimal debt
Stockholders' Equity$753.9MClean
Q2 2026 Revenue Guide~$126MContinued sequential growth
FY26 Revenue Guide~$570MConservative on licensing

The Capacity Story

Vicor management outlined a clear path on the Q1 2026 call: Fab One can scale to $1.5B annual revenue run rate with targeted process outsourcing. Plans to acquire existing buildings to accelerate Fab Two ramp. The capacity expansion is the key bull case — Vicor isn't just riding existing demand, they're building infrastructure to capture the next wave of AI accelerator launches (including future Cerebras WSE-4 generations).

The Stock Profile

MetricValue
Stock Price (May 9, 2026)$256.47
Market Cap$11.62B
52-Week Range~$50 - $325
1-Year Performance+413%
YTD Performance+137%
Shares Outstanding45.58M
FY26 Revenue Guide~$570M
FY26 EPS Trajectory$2-3 (analyst implied)
Forward P/E~85-130x (rich)
Forward P/S~20x
Average Analyst PT$282.50 (range $260-325)
Needham RatingMaintains Buy (April 21, 2026)

The VICR Bull Case

  • Multi-customer hyperscaler exposure — Nvidia, Google, AMD, Cerebras, Tesla, Intel design wins.
  • Q1 2026 backlog +70% QoQ = strongest demand signal in years.
  • Book-to-bill above 2.0 = orders coming in 2x faster than billing.
  • Path to $1.5B revenue run rate from existing Fab One alone (3x current).
  • Fab Two planning underway — capacity expansion already in motion.
  • Patented technology + licensing income — Qualcomm-style royalty model.
  • $404M cash, $50M total liabilities — fortress balance sheet.
  • Analyst consensus PT $282.50 implies +10% from current.
  • Cerebras OpenAI deal = direct catalyst for Vicor demand acceleration.
  • Royalty income inflection from licensing partners (Sony, others) provides margin upside.

The VICR Bear Case

  • Already up 413% in 12 months — massive run-up. Easy money made.
  • Trading at 20x forward revenue — premium multiple even for AI infrastructure.
  • Forward P/E 85-130x — pricing in significant execution.
  • Competition from MPWR (Monolithic Power) — historically took share from Vicor at Nvidia.
  • Not exclusive Cerebras supplier — Cerebras could dual-source.
  • Single-fab risk — Fab Two not online for years.
  • Management commentary "selective adding customers" — capacity-constrained which is good for pricing but limits upside.
  • Insider selling — VPs Tuozzolo ($1.7M) and Fendelet ($1.4M) recent sales.
  • Litigation settlement payment $28.6M in Q1 — historical legal overhangs persist.
  • Large-cap not small-cap — different position-sizing profile than DGXX/WYFI.
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§ 06 — Side-By-Side Comparison

Same thesis. Three different conviction tiers.

The three picks all play the same Cerebras growth thesis, but at fundamentally different risk-reward profiles. Understanding which one fits your conviction level and risk tolerance is essential to position correctly.

Metric DGXX WYFI VICR
Market Cap $483M $811M $11.62B
Stock Price $6.63 $21.25 $256.47
52-Week Performance +470% +25% (since IPO) +413%
Cerebras Contract Type 10yr colocation MSA 5yr colocation + ROFR Multi-year supplier relationship
Cerebras Revenue Status Begins Dec 2026 Already operational Already operational
Cerebras Contract Value $1.1B-$3.9B 5MW + ROFR Per-system PoP supply
Customer Diversification Cerebras-anchor only Cerebras + Nscale NVDA, AMD, Google, Cerebras, Tesla, Intel
FY25 Revenue ~$34M (CAD) $79.2M ~$398M
Profitability Negative Adj EBITDA Positive ($17.3M) Strongly profitable
Balance Sheet $93M liquid, zero debt $183M IPO + $230M convertible $404M cash, $50M total liabilities
Beta / Volatility 2.29 (very high) ~1.5 (high) ~1.2 (moderate)
Leverage to Cerebras Highest Medium Lowest (diversified)
Downside Risk Highest (single-tenant) Medium (diversified tenants) Lowest (diversified customers)
Upside Potential 3-5x if Cerebras delivers 2-3x if both tenants execute 50-100% on capacity expansion

How They Stack On Specific Catalysts

CatalystDGXX ImpactWYFI ImpactVICR Impact
CBRS IPO May 14+++ Validates anchor++ Confirms tenant credibility+ Customer growth signal
CBRS first 10-Q (August)+++ Backlog conversion = anchor stronger++ Demand for additional MTL-3 capacity++ Direct demand signal
OpenAI deal milestones++ Indirect via Cerebras growth++ Indirect via Cerebras + Nscale+++ Direct PoP volume
DGXX Phase 1 RFS Dec 2026+++ Revenue starts+ Validates colocation thesis+ Indirect demand
WYFI NC-1 billing starts April 2026+ Validates colocation thesis+++ Revenue inflection+ Industry validation
VICR Fab Two announcement+ Industry validation+ Industry validation+++ Capacity expansion = revenue scaling
Nvidia Blackwell B300 launch H2 2026− CBRS pressure cascades− CBRS pressure cascades+ Vicor benefits from any AI accelerator
Macro AI capex slowdown−−− Highest sensitivity−− High sensitivity− Moderate sensitivity
The portfolio insight: These three names form a natural risk-tiered basket. DGXX is your high-conviction speculative position. WYFI is your medium-conviction operational play. VICR is your lower-conviction blue-chip exposure. The combination gives you Cerebras leverage at three different conviction levels — and crucially, if Cerebras stumbles, VICR still wins (because Nvidia, AMD, Tesla still need Vicor PoP). DGXX is the one that lives or dies on Cerebras.
§ 07 — Scorecard

Real exposure to Cerebras growth. Real downside risks if it stumbles.

Bull Case (All 3 Names)

  • Cerebras IPO success cascades to all three. Strong CBRS first 10-Q in August validates the anchor relationships across DGXX, WYFI, VICR.
  • OpenAI's $20B+ deal with Cerebras drives demand. 750 MW of compute through 2028 means more chips, more data centers, more power delivery — all three benefit.
  • DGXX has $1.4B expansion option. If Cerebras grows beyond initial 40 MW, DGXX's contract scales automatically.
  • WYFI has ROFR on additional MTL-3 capacity. Cerebras growth = WYFI growth at the same site.
  • VICR's Fab Two adds $1B+ revenue capacity. Capacity expansion captures Cerebras WSE-4 generation demand.
  • Combined market cap of $12.9B is half of Cerebras' IPO valuation. Same thesis at much better entry price.
  • Each name has different return profiles. Allows portfolio construction across risk tiers.
  • WYFI and VICR already operational. Not "future revenue" stories — actual cash flow today.
  • Hyperscaler customer expansion broadens the trade. AWS, Meta, OpenAI — all increasing AI infrastructure spend.

Bear Case (All 3 Names)

  • Cerebras backlog conversion miss in Q2/Q3 2026 could trigger cascading multiple compression across all three names.
  • DGXX has highest single-tenant concentration risk. Anchor contract = entire investment thesis. Cerebras stumbles, DGXX falls 50%+.
  • WYFI has Bit Digital overhang. 27M shares (33%+ of float) could pressure stock when 2026 lockup expires.
  • VICR trades at 20x forward revenue. Premium multiple already reflects bull case.
  • Construction execution risk for DGXX. Phase 1 RFS Dec 15, 2026 is aggressive timeline.
  • Phase 2 financing needs for both DGXX and WYFI. Capital raises = potential dilution.
  • Nvidia Blackwell B300 launch H2 2026 could narrow Cerebras' inference latency advantage.
  • AI infrastructure capex slowdown hits all three (DGXX hardest, VICR least).
  • Stock prices have already run hard. DGXX +470%, VICR +413% in 12 months. Easy money made.
  • Cerebras itself trades at peak narrative valuation. Any pullback in CBRS pressures all three.
§ 08 — Price Targets

Asymmetric upside on the leveraged play. Steady compounding on the diversified ones.

Honest scenario map for each name over the next 12-18 months. Position-sizing should match each name's volatility profile, not the upside potential.

DGXX — High Beta Single-Tenant Play

Bear · 12mo
$3
−55%
Cerebras IPO disappoints, backlog conversion misses. DGXX retreats to pre-Cerebras-deal levels. Phase 1 construction delays add doubt.
Base · 12mo
$11
+66%
CBRS executes guidance, DGXX Phase 1 RFS on schedule. Revenue starts Dec 2026 as planned. Multiple expands toward operational data center peers.
Bull · 18mo
$18
+172%
Cerebras exercises expansion option for additional capacity. DGXX adds second hyperscaler tenant. Multiple rerates to growth premium.
Stretched · 24mo
$30+
+352%
Full $2.5B contract value visible. Phase 2 + expansion option both triggered. DGXX becomes $2B+ market cap data center pure-play.

WYFI — Medium Beta Operational Play

Bear · 12mo
$13
−39%
Bit Digital overhang materializes (lockup expiry late 2026). Multiple compresses to colocation peer multiples. Both Cerebras + Nscale deliver but no surprises.
Base · 12mo
$32
+51%
NC-1 ramps with Nscale revenue Q2-Q3 2026. MTL-3 expansion via Cerebras ROFR. EBITDA grows 3-4x. Multiple holds at growth-tier infrastructure peer.
Bull · 18mo
$45
+112%
Cerebras expansion + new hyperscaler tenant signed. NC-1 expands to 80 MW. Adj EBITDA $50M+ run rate. Compares to mid-cap data center peers.
Stretched · 24mo
$60+
+182%
Full Duke 200 MW capacity utilized at NC-1. Multi-tenant flagship facility. WYFI rerates to AI infrastructure premium multiple.

VICR — Lower Beta Diversified Compounder

Bear · 12mo
$180
−30%
Multiple compresses to 12x forward revenue as AI hype cools. Backlog conversion slows. MPWR competition takes share.
Base · 12mo
$300
+17%
FY26 revenue $570M as guided. Q3-Q4 prints continue beating. Backlog grows another 20%. Multiple holds.
Bull · 18mo
$380
+48%
Fab Two financing announced. FY27 revenue trajectory toward $1B run rate visible. Royalty income inflects positively.
Stretched · 24mo
$450+
+76%
Fab Two operational. $1.5B revenue run rate visible. Vicor becomes the "Qualcomm of AI power" with major royalty income inflection.

The Combined Catalyst Calendar

CatalystTimingMost-Affected Name
CBRS IPO PricingMay 13, 2026All three
CBRS First Trading DayMay 14, 2026All three
WYFI NC-1 Phase 1 billing startsApril-May 2026 (now)WYFI direct
VICR Q2 2026 printJuly 2026VICR direct
CBRS First 10-QAugust 2026All three (validates anchor)
WYFI Q3 2026 printNovember 2026WYFI direct
DGXX Phase 1 RFSDecember 15, 2026DGXX direct
WYFI Bit Digital lockup expiryEnd of 2026WYFI (potential overhang)
DGXX Phase 2 RFSEnd Q1 2027DGXX direct
VICR Fab Two announcement2026-2027VICR direct
Realistic expectation: Combined risk-weighted return across all three names in base case = +35-45% over 12 months. The asymmetry comes from DGXX's outsized upside in bull case (+172% to +352%). VICR provides the floor (smaller drawdown risk but capped upside). WYFI is the balanced middle. The trade isn't picking one — it's owning all three sized to risk tolerance.
§ 09 — Competitive Comparison: 5 Peers

How does this trio stack up against alternative ways to play the AI infrastructure thesis?

There are dozens of ways to play AI infrastructure. The question is which approach offers the cleanest risk-reward at current valuations. We picked five peers that represent different angles on the same theme: CBRS itself (direct exposure), CRWV (cloud operator), APLD (other AI data center pivot), CRDO (specialty AI silicon), and AVGO (custom ASIC). Each gets you AI infrastructure exposure differently — and the math says the DGXX + WYFI + VICR combination is structurally more attractive than most.

Ticker Mkt Cap Cerebras Connection EV / Revenue Strategic Position
CBRS $26.6B IPO ($50B+ Polymarket) The company itself 52x trailing / 7x forward Direct equity, peak valuation
CRWV $70B None (Nvidia cloud) 13x forward Different layer — competitor of AWS
APLD $2.5B None confirmed (hyperscaler customers) ~6x forward Other AI data center pivot, no Cerebras anchor
CRDO $8B Indirect (high-speed connectivity) ~12x forward Specialty AI silicon, multi-customer
AVGO $1.3T Indirect (custom ASIC for hyperscalers) ~16x forward Custom AI silicon for Google TPU, Meta MTIA
DGXX + WYFI + VICR $12.9B combined All three have direct Cerebras revenue Avg ~5-15x Diversified Cerebras supply chain at half CBRS valuation

The Trade-Off Analysis

vs CBRS Direct — Why Buy The Supply Chain Instead

Buying CBRS at IPO ($26.6B) or post-Polymarket ($50B+) means paying 50-100x trailing revenue for direct exposure. The combined three-stock supply chain at $12.9B gives you the same thesis at half the valuation, with the bonus that VICR alone has multiple AI customers (Nvidia, AMD, Tesla) so it's not pure Cerebras risk. If Cerebras stumbles, VICR still wins. If you bought CBRS, you wouldn't.

vs CRWV — Different Layer Of The Stack

CoreWeave is a cloud operator, not a Cerebras supplier. They rent Nvidia GPUs. Different business entirely. CRWV at $70B trades at 13x forward revenue — also rich. The DGXX+WYFI+VICR combination at $12.9B is dramatically cheaper for similar AI infrastructure exposure with direct Cerebras leverage that CRWV doesn't have.

vs APLD — The "Other" Crypto-To-AI Pivot

Applied Digital is the most analogous comparison to DGXX — also a Bitcoin-mining-pivot to AI data centers. APLD has hyperscaler customer exposure but NO confirmed Cerebras anchor. APLD at $2.5B vs DGXX at $483M means DGXX has 5x the leverage to a single contract. If you want pure-play data center pivot exposure, DGXX is more leveraged. If you want diversified data center pivot exposure, APLD is the safer bet at higher valuation.

vs CRDO — Specialty AI Silicon Premium

Credo Technology is in similar territory to VICR — specialty AI silicon at 12x forward revenue. CRDO is a high-speed connectivity play (SerDes, retimers). VICR is power delivery. Both benefit from AI infrastructure buildout. CRDO has a slightly cleaner growth trajectory but trades at similar multiples. The pair-trade thesis: own VICR + CRDO together for diversified specialty AI silicon exposure.

vs AVGO — The Diversified Custom ASIC Play

Broadcom designs custom ASICs for hyperscalers (Google TPU, Meta MTIA, ByteDance). $1.3T market cap. Trades at 16x forward revenue. The most diversified AI silicon play but at a much larger size. AVGO doesn't supply Cerebras directly — they compete for hyperscaler dollars. If you want one-stop AI silicon exposure, AVGO is the safest. If you want Cerebras-specific leverage, the trio is the answer.

The peer-set conclusion: The DGXX + WYFI + VICR combination is the most direct way to capture Cerebras growth at reasonable valuations. CBRS itself is too expensive. CRWV and AVGO are different businesses entirely. APLD doesn't have a Cerebras anchor. CRDO is a complement, not a substitute. The trio's $12.9B combined market cap represents the cleanest "Cerebras supply chain basket" available.
§ 10 — My Take

Three names. Three position sizes. One thesis at half the valuation.

The Cerebras IPO is one of the most important AI infrastructure listings of 2026. The technology is real (verified 2-21x faster than Nvidia Blackwell on multiple benchmarks). The customers are real (OpenAI $20B deal, AWS term sheet). The backlog is real ($24.6B). But the IPO valuation prices in nearly perfect execution at 50-100x trailing revenue. The supply chain offers the same thesis at dramatically better entry points.

The defensible read: DGXX, WYFI, and VICR each capture a specific layer of Cerebras' growth. DGXX provides anchor data center capacity at a single-contract leverage of 230% of market cap. WYFI is already operational with Cerebras revenue flowing today plus Nscale diversification. VICR is the blue-chip large-cap with multi-customer exposure that benefits from any AI accelerator vendor's success — Cerebras, Nvidia, AMD, or Tesla. Combined, they offer exposure to the same AI inference thesis at half the valuation of CBRS itself.

The honest read: Each name has real risks. DGXX is single-tenant concentrated and beta 2.29 — it can drop 50% on any negative Cerebras headline. WYFI has a Bit Digital lockup overhang at end of 2026 and is in heavy capex mode. VICR has already run 413% in 12 months and trades at 20x forward revenue — most of the easy money has been made. Position-sizing matters more than direction here.

This is a setup with verifiable catalysts + multiple risk tiers + reasonable valuations vs the CBRS IPO directly. The trade isn't betting on one — it's owning a basket sized to your conviction in Cerebras' execution.

Long the basket. Position-size each name to its risk profile.

DGXX: 1-2% position max. Highest leverage, highest risk. Entry zone $5-7. Trim 33% on any move above $12 (halfway to bull case). Trim another 33% at $18 (full bull case). Hard stop on close below $4.50 (pre-Cerebras-deal level). Adding only on confirmed Phase 1 milestone catalysts. WYFI: 2-3% position. Better risk-reward, already operational. Entry zone $19-23. Trim 33% on any move above $32 (base case). Trim another 33% at $45 (bull case). Hard stop on close below $15 (pre-NC-1 levels). Adding on Q2 2026 print confirming Nscale ramp. VICR: 3-5% position. Lower volatility, more diversified. Entry zone $240-260 — already at fair value. Add on any pullback to $220-230. Trim 25% above $300 (base case). Trim another 25% at $380 (bull case). Hard stop on close below $200 (multiple compression scenario). The combined basket = 6-10% of book maximum. The first 10-Q from CBRS in August 2026 is the unifying catalyst — strong CBRS print = all three rerate higher; weak CBRS print = all three sell off (DGXX hardest, VICR lightest). Watch CBRS execution, not just the IPO pop.

"Don't buy Cerebras at peak narrative. Buy the supply chain. Same thesis, half the valuation, three different conviction tiers."
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"Don't buy Cerebras at peak. Buy the supply chain at half the price."
Cerebras Supply Chain — 3 Stocks To Own Before The IPO | Nefarious Blog