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Research Desk

ON-DEMAND RESEARCH

The questions
behind the signal.

Go beyond the morning brief. A team of six AI agents plans each question as a research sprint, reads the web, filings and wires in parallel, and checks every quote word for word against its source before a line is written.

Every claim is graded corroborated, single-source or contested. The note is written from that ledger, measured against your mandate and the latest risk figures, and challenged by an independent reviewer before you see it. Follow-ups build on the same thread.

EXPLORE A QUESTION

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QUANTACO / RESEARCH DESKILLUSTRATIVE WALKTHROUGH
QUESTION / PORTFOLIO EXPOSURE

Where does our book overlap with the semiconductor trade? Is the industry still growing like it was, based on trade patterns and supply, and which other chip manufacturers are attracting heavy funding?

  1. Planner: Splits the question into 3 hypotheses and 11 searches.
  2. Analysts: Search the web, filings and wires in parallel and return 38 candidate sources.
  3. Readers: Read 9 sources and pull 34 quotes, each with its date and stance.
  4. Verifier: Matches 22 of 34 quotes word for word, drops the rest and grades 6 claims.
  5. Composer: Writes the note from the ledger and measures it against your mandate and the latest risk run.
  6. Critic: Challenges the draft before you see it: 2 phrases softened, 1 claim struck.
RESEARCH NOTEStandard depth · independently reviewed

Chip demand is still accelerating; the book owns it as one over-limit bet.

Direction is corroborated across five sources, but 2026 market-size estimates diverge by more than 50% without a reconciled method, and the desk found no funding data for three of the manufacturers it checked.

CONFIDENCE
55%
SOURCES
6 cited / 9 read
QUOTES
22/34 verified
RUN
8m 30s

DESK MEMORYContinues a thread running since 30 Sep: one accelerator holding has breached its beta cap inside an over-limit tech sleeve, and all four segments hold the same 10% sleeve, so the concentration is replicated, not diversified.

Conclusion first: the cycle is not decelerating — monthly sales are growing faster than in any prior upcycle on recordsource 1source 2 — but that does not make the book's expression of it sound. On the latest risk run the portfolio sits at 17.6% VaR against a 12% limit, and one accelerator holding alone drives 42.6% of that risk on a beta of 3.24 against a 1.6 cap. You can be right on semiconductors and still be badly compensated for how you own them.

AGAINST YOUR MANDATELATEST RISK RUN
  • Book VaR17.6%12.0% limitOver
  • Top accelerator beta3.241.60 capOver
  • Hyperscaler beta1.581.60 capNear limit

  • Supporting: Semiconductor sales are accelerating, not fading: the 2026 forecast was raised from $1.51T to $1.66T between the spring and September updates.source [2]

  • Supporting: The latest monthly sales set a 40-year high in year-on-year growth, at roughly 135%.source [1]

  • Supporting: Supply, not demand, is the binding constraint: wafer utilization heads to 99% by 2028 and advanced packaging remains short.source [3]source [5]

  • Adverse: Memory upside is price-led, not volume-led: revenue rose 74% sequentially on 4% bit growth.source [4]

  • Adverse: Sector concentration mirrors portfolio concentration: the tech sleeve is about 40% against a 30% limit, and hyperscaler capex is the single demand driver.source [5]

  • Contested: one structural-risk analysis puts 2026 sales near $0.98T, directly contradicted by the $1.5T-plus forecasts — the true run-rate is unresolved across sources.source [2]source [6]

  • Concentration is structural at the sector level too: AI chips are about half of semiconductor revenue on under 0.2% of unit volume, so diversifying into other chip names buys less factor diversification than it appears.source [6]

  • Consensus capex for 2027 and 2028 already exceeds what has been announced, so the forecast depends on spending that has not yet been committed.source [5]

  1. [1]

    Global semiconductor sales: monthly release

    T1 Primary

    Industry association · 4 Sep · via web

    “Sales were the highest ever recorded, up 135% year on year, the fastest growth in 40 years.”
  2. [2]

    September forecast update: 2026 market outlook

    T3 Commentary

    Research firm · 22 Sep · via web

    “We now see 2026 industry revenue at $1.66T, up from $1.51T in spring, as memory pricing resets higher.”
  3. [3]

    Wafer capacity outlook through 2028

    T3 Commentary

    Brokerage research · 12 Sep · via web

    “Twelve-inch utilization rises from 84% in 2026 to 99% in 2028; advanced packaging is still short.”
  4. [4]

    Memory pricing and the buildout

    T4 Unrated

    Independent analysis · 22 Sep · via web

    “Memory revenue rose 74% sequentially on only 4% bit growth: the upside is price, not volume.”
  5. [5]

    Hyperscalers lift capital spending plans again

    T2 Wire

    Wire service · 30 Sep · via wire

    “Five hyperscalers have announced about $800B of 2026 capex and $1T for 2027, but supply sets the pace.”
  6. [6]

    Structural risks to the 2026 chip forecast

    T4 Unrated

    Independent analysis · 18 Sep · via web

    “AI chips are about half of revenue on under 0.2% of units; we put 2026 sales near $975B.”
  • Corroborated

    Industry sales growth is accelerating year on year.source [1]source [2]

    78%
  • Corroborated

    Chip supply, not demand, is the binding constraint on deployment.source [3]source [5]

    70%
  • Single source

    The 2026 forecast was raised from $1.51T to $1.66T between the spring and September updates.source [2]

    45%
  • Single source

    Memory revenue rose 74% sequentially on 4% bit growth.source [4]

    42%
  • Single source

    Wafer utilization rises from 84% in 2026 to 99% in 2028.source [3]

    40%
  • Contested

    2026 industry sales will reach $1.5T or more.source [2]source [6]

    30%
ASK NEXT
  • What is the realized correlation between the book's three largest chip holdings?
  • The top accelerator beta is double its cap. What does book VaR look like with it held at the cap?
  • Where is the verified funding evidence for the other chip manufacturers?
Every quote checked word for word against its source

SAMPLE OUTPUTQuestions, sources, quotes and figures are invented to show how the Research Desk works. They are not live data, a client portfolio or investment advice.