USINO AI VIEW
The Scorecard
A dated record of every published research assessment — including the ones our own later work corrected.
Anyone can publish research. The question a reader should ask is whether the analysis has held up before, and whether the publisher will say so when it hasn’t.
This page is our answer. Each assessment is recorded on the day it is published, with the market level on that date noted as a reference mark, and a date by which it can be reviewed. Nothing is added retroactively and nothing is removed. A record containing only successes is evidence of selective recording, not skill.
These are assessments of supply chain structure, not recommendations. Nothing here is a view on whether any security should be bought, sold or held.
This page is our answer. Each assessment is recorded on the day it is published, with the market level on that date noted as a reference mark, and a date by which it can be reviewed. Nothing is added retroactively and nothing is removed. A record containing only successes is evidence of selective recording, not skill.
These are assessments of supply chain structure, not recommendations. Nothing here is a view on whether any security should be bought, sold or held.
15
Assessments on record
11
Awaiting review
4
Reviewed
3 Oct
Next review due
The record starts 18 July 2026. Four entries have been reviewed. The first was Harmonic Drive Systems’ FY3/27 Q1 result on 7 August 2026, which tested two assessments at once — Note 5 and Note 7 reached opposite conclusions about the same company, and the result is recorded below. The second was Unitree’s STAR Market debut on 19 August 2026, which tested note 8 on its own, and that result is recorded below too. The third was SK Hynix’s 2 September review point, reached one day early, which tested note 9 on its own — the direction was right, but not for the reason given, and that result is recorded below too.
Resolved: note 5 against note 7
Two of our assessments reached opposite conclusions about the same company, three days apart. The review point has passed. Note 7 held; note 5 did not.
Note 5, published 29 July, argued that the humanoid actuator layer is the largest line in the bill of materials and is therefore the most contested layer of the chain rather than a protected one — and that Harmonic Drive Systems’ humanoid order book reflects prototype volume that thins as production scales.
Note 7, published 31 July, argued that the FCC Covered List gates new model authorizations for foreign humanoid systems, partitioning the US market away from Chinese cost-down competition and leaving Western actuator suppliers structurally better insulated on pricing.
Both could not hold, and did not. Harmonic Drive Systems’ FY3/27 Q1 results, reported 7 August, showed sales up 23.6% year on year, a swing to profit, and raised full-year guidance, with growth attributed to humanoid-reducer demand — the durable-position reading in note 7, not the thinning-order-book reading in note 5. We are publishing the outcome rather than quietly retiring the weaker side, because how a research process handles being wrong is the part worth evaluating.
Note 7, published 31 July, argued that the FCC Covered List gates new model authorizations for foreign humanoid systems, partitioning the US market away from Chinese cost-down competition and leaving Western actuator suppliers structurally better insulated on pricing.
Both could not hold, and did not. Harmonic Drive Systems’ FY3/27 Q1 results, reported 7 August, showed sales up 23.6% year on year, a swing to profit, and raised full-year guidance, with growth attributed to humanoid-reducer demand — the durable-position reading in note 7, not the thinning-order-book reading in note 5. We are publishing the outcome rather than quietly retiring the weaker side, because how a research process handles being wrong is the part worth evaluating.
Resolved: note 8
Unitree’s STAR Market debut was the stated review point for this assessment. It has passed. The reading did not hold.
Note 8, published 5 August, read Unitree’s STAR Market listing valuation as pricing in a global-share growth story at the same moment the FCC-driven partition confined its addressable market to China-domestic demand — and used UBTECH as the nearest listed proxy for that gap.
Unitree’s debut on 19 August priced the stock up 460% on the day, closing at a valuation of roughly RMB342bn — about 5.6 times the RMB61bn listing mark this assessment had already flagged as rich. UBTECH itself was little changed. The gap the assessment expected to narrow widened by several multiples instead.
We are publishing the outcome rather than quietly retiring it, because how a research process handles being wrong is the part worth evaluating.
Unitree’s debut on 19 August priced the stock up 460% on the day, closing at a valuation of roughly RMB342bn — about 5.6 times the RMB61bn listing mark this assessment had already flagged as rich. UBTECH itself was little changed. The gap the assessment expected to narrow widened by several multiples instead.
We are publishing the outcome rather than quietly retiring it, because how a research process handles being wrong is the part worth evaluating.
Resolved: note 9
This assessment’s review window closed one day early, on 31 August 2026. The result is mixed — the direction was right, but the mechanism named was not confirmed.
Note 9, published 5 August, read SK Hynix’s outperformance against Samsung after the 28 July selloff as an artefact of early ADR-coverage and passive-flow effects on its newly listed ADR, expected to normalise within two weeks.
By 31 August, SK Hynix had underperformed Samsung by roughly 6% relative to the 5 August reference level — the direction this assessment called. But the mechanism it named was never cleanly tested: a broad bond-yield and oil-price shock on 19 August, a buyback-and-cancellation announcement on 20-21 August, and a report that SK Hynix is studying a Japan production joint venture on 31 August each moved the same relative comparison in sequence, none of them the ADR-coverage or flow effect this assessment pointed to.
We are recording this as a mixed result rather than a clean one, because a directionally correct call resting on an untested mechanism is a different, and weaker, outcome than one where the stated reasoning was itself confirmed.
By 31 August, SK Hynix had underperformed Samsung by roughly 6% relative to the 5 August reference level — the direction this assessment called. But the mechanism it named was never cleanly tested: a broad bond-yield and oil-price shock on 19 August, a buyback-and-cancellation announcement on 20-21 August, and a report that SK Hynix is studying a Japan production joint venture on 31 August each moved the same relative comparison in sequence, none of them the ADR-coverage or flow effect this assessment pointed to.
We are recording this as a mixed result rather than a clean one, because a directionally correct call resting on an untested mechanism is a different, and weaker, outcome than one where the stated reasoning was itself confirmed.
Alert tracking
1 alert issued to date. Each one is scored for actionability the day it fires, and reviewed for accuracy 90 days later.
RE-001, our rare-earth export-control alert, fired 30 July 2026 on the regulatory channel. It named tradeable proxies and gave roughly 104 days’ lead time before the date it flags, so it is rated actionable. Its 90-day accuracy review is due 28 October 2026. That review will be published here whether the call held or not.
The record
#
Published
Assessment
Reference level on that date
Review by
Status
15
2026-09-09
Vertiv’s price recovery against its own backlog-disclosure blackout
Vertiv’s Q2 result (reported 29 July) beat on adjusted EPS but missed revenue estimates by roughly 3%, with management citing multi-phase project timing. The shares fell as much as 17% the following session before recovering to $290.83 by 8 September — still around 23% below the $379.94 level reached in May. Two changes accompanied that recovery: Vertiv stopped disclosing quarterly order and backlog figures this quarter, after last reporting a $15 billion backlog for Q4 2025, and on 3 September it agreed to acquire UtilityInnovation Group for up to $2.6 billion, adding microgrid and behind-the-meter power capability for AI data centres.
Assessed against Vertiv’s Q3 2026 report (date not yet confirmed by the company, estimated late October), specifically whether quarterly order or backlog disclosure resumes, and whether the deferred revenue flagged at Q2 converts into reported revenue as guided. Also assessed against the UtilityInnovation acquisition closing in Q4 2026 and whether its contingent earnout structure is read as confidence or caution once first assessed.
VRT
$290.83 close, 8 Sep
$290.83 close, 8 Sep
2026-10-28
Open
14
2026-09-06
EMCOR’s post-earnings pullback against Corning and Vertiv’s recoveries
EMCOR, Corning and Vertiv all reported strong results this quarter tied to AI data-centre construction demand — EMCOR raised full-year guidance on record backlog, Corning signed further multi-year hyperscaler agreements, and Vertiv’s backlog held above $15 billion despite missing revenue estimates. The three have moved differently since: Corning and Vertiv have each recovered most of their post-earnings pullback, while EMCOR has continued lower despite reporting the cleanest results of the three, with no comparable miss or guidance softness identified.
Assessed against EMCOR’s next quarterly report, specifically whether its raised operating-margin guidance holds as backlog continues to grow faster than reported revenue, and against Corning (GLW $154.30 close, 4 Sep) and Vertiv (VRT $280.53 close, 4 Sep) reporting whether their respective guidance and revenue questions resolve in the same direction as EMCOR’s.
EME
$754.16 close, 4 Sep
$754.16 close, 4 Sep
2026-10-30
Open
13
2026-09-05
Broadcom’s AI backlog guide against a total-revenue miss
Broadcom reported record AI semiconductor revenue for its third fiscal quarter, up sharply year-on-year, and raised near-term AI revenue guidance. Management also gave, for the first time, specific longer-range AI revenue figures for the following two fiscal years implying continued rapid multi-year growth in that segment. Coverage focused instead on total company revenue guidance for the following quarter, which came in modestly below the average analyst estimate, driven by the company’s smaller, slower-growing product lines. The shares fell over the following two trading sessions.
Assessed against whether the longer-range AI revenue figures begin to show up in the company’s quarterly results, and against whether the share price recovers to its level before the announcement within a short window absent any new negative information about AI demand.
AVGO
$357.16 close, 3 Sep
$357.16 close, 3 Sep
2026-10-03
Open
12
2026-08-28
Rare-earth capex escalation behind Lynas’s results
Lynas reported record annual revenue and a large year-on-year increase in net profit for the year to 30 June 2026, driven by higher rare-earth pricing, but the result came in below analyst consensus, and coverage framed it as a miss. Separately, budgeted capital expenditure for the company’s Malaysian heavy-rare-earth facility was revised up 63%, with the increase attributed to sourcing production equipment outside China and cost inflation tied to that sourcing.
Assessed against whether unit operating costs, which management described as elevated by temporary ramp-up factors, decline in the next quarterly production report, and against whether the revised heavy-rare-earth capital budget holds or is revised again.
Update, 2 September 2026: the company disclosed it had been in acquisition talks earlier in the year that did not proceed, and said it is searching for a new chief executive following the prior CEO’s retirement. The share price showed little reaction to the disclosure.
LYC.AX
A$16.21 close, 26 Aug
A$16.21 close, 26 Aug
2026-10-31
Open
10
2026-08-21
H200 shipments into China
Reported deliveries to two large Chinese buyers are running at roughly 13% of the volume each is licensed to import, and are being routed through Hong Kong rather than the mainland pending further approval. The scale and routing point to a controlled, incremental step rather than a full reopening of the China channel.
Assessed against how reported monthly delivery volumes trend relative to the licensed cap, and against any change in mainland end-use routing, not against NVDA’s price in isolation.
20 August update: NVDA closed at $217.37, essentially unchanged from the $217.56 reference level. No distinct move tied to reported China shipment volumes.
NVDA
$217.56 close, 19 Aug
$217.56 close, 19 Aug
2026-11-30
Open
11
2026-08-23
Rare-earth pricing exposure behind the MP Materials rally
MP Materials shares rose roughly 58% over three weeks (29 Jul-21 Aug 2026). The single largest daily gain, on 21 Aug, coincided with a U.S. Department of Energy critical-minerals funding announcement that did not include MP Materials among its selected projects. Second-quarter results (6 Aug) showed underlying profitability weighted toward a U.S. Department of Defense price-support arrangement covering NdPr through 2035, rather than open-market pricing alone.
Assessed against whether MP Materials shares move materially around the 10-11 November 2026 dates tied to the suspended China rare-earth export control package. A muted reaction would be consistent with the price-support arrangement limiting sensitivity to that regulatory calendar, distinct from names without such an arrangement.
1 September update: MP Materials closed at $53.74, below the $60.05 reference level, alongside a broader pullback in capital-intensive names tied to shifting AI infrastructure spending expectations. No new China rare-earth regulatory development was identified over this period.
MP
$60.05 close, 21 Aug
$60.05 close, 21 Aug
2026-11-11
Open
9
2026-08-05
SK Hynix’s relative move after the 28 July selloff
SK Hynix outperformed Samsung by a wider margin than usual in the days after the 28 July selloff. The timing aligns with the early coverage window opening on its recently listed ADR and related passive-flow effects, rather than with any change in the capacity and competitive dynamics raised on 28 July.
Graded against the relative move versus 005930.KS (Samsung), not absolute direction. The review window is a two-week normalisation period for ADR coverage and flow effects, not tied to a single named catalyst.
19 August update: SK Hynix closed ₩1,520,000, down 10% from the reference level, alongside a broad semiconductor-sector decline (Samsung -7%, SK Hynix -9% the same session) tied to a global bond-yield and oil-price move, not to ADR-coverage or flow effects specific to SK Hynix. Review window extended to 2 September so a macro-driven session does not stand in for the coverage-normalisation effect this assessment is tracking. 21 August update: the shares reversed sharply, closing at ₩1,730,000, up 2% from the reference level, on a shareholder-return programme (a buyback and cancellation plan) and reports of a possible new production site in Japan — a capital-return and capacity story, not the ADR-coverage or flow effect this assessment is tracking. 31 August update, and review closed one day early: SK Hynix closed ₩1,653,000, underperforming Samsung by roughly 6% relative to the 5 August reference level — the direction called, though a same-day report on a possible SK Hynix Japan production joint venture is a further mechanism this assessment did not name. See resolution above.
000660.KS
₩1,689,000, quoted 5 Aug
₩1,689,000, quoted 5 Aug
2026-09-02
Partly held
8
2026-08-05
Unitree’s listing valuation against the FCC-driven market partition
The FCC-driven partition compresses Unitree’s addressable market to China-domestic just as its STAR Market listing prices on a global-share basis. UBTECH is used as the nearest listed proxy ahead of Unitree’s own listing.
Unitree’s STAR Market listing priced at RMB60.99bn (~$9bn), roughly 45% above the ~$6.2bn figure this assessment’s addressable-market read had assumed — the listing valuation moved against this reading. Review date moved from 10 August to 21 August to capture Unitree’s actual STAR Market debut, the stated review point.
Did not hold, 19 August: Unitree’s STAR Market debut priced the stock up 460% on the day, closing at roughly RMB845/share — a close valuation near RMB342bn, about 5.6 times the RMB61bn listing mark this assessment had already read as rich. UBTECH closed HK$84.55 the same session, within 2% of the reference level; the move that resolved this assessment was Unitree’s, not UBTECH’s. The addressable-market gap this reading expected to narrow widened by several multiples instead.
9880.HK
HK$85.90, quoted 5 Aug
HK$85.90, quoted 5 Aug
2026-08-21
Did not hold
7
2026-07-31
FCC humanoid restrictions partition the market
The FCC Covered List gates new model authorizations for foreign humanoid systems, separating the US market from Chinese cost-down competition and leaving Western actuator suppliers structurally better insulated on pricing. Unitree’s ¥42bn IPO valuation reflects a China-domestic addressable market against decelerating growth.
Reaches the opposite conclusion to note 5 on the same company. Confirmed, 13 August: Harmonic Drive’s FY3/27 Q1 results showed net sales up 23.6% year on year, a return to profit, and raised full-year guidance, with growth attributed to humanoid-reducer demand — consistent with this assessment’s reading, not note 5’s.
6324.T
¥6,220 close, 31 Jul
¥6,220 close, 31 Jul
2026-11
Held
6
2026-07-30
Semicap equipment de-rating
A record result, a $12.5bn backlog and an above-consensus outlook were met with a 10.8% decline in the same week memory capital spending was raised by roughly 50%. Capital expenditure is being interpreted negatively at both the spender and the supplier — an inconsistency worth recording.
21 August update: KLAC closed at $185.86 (20 August), up from the $170.19 reference level, continuing to hold most of the recovery from the 29 July decline. SK Hynix disclosed the same day that it is reviewing a new memory production site in Miyagi, Japan, incremental to its already-announced capital spending plan. Nvidia’s five-year credit default swap spread remains near its record high reached in late July, not yet reflecting a broader normalisation in how AI-related capital spending is being read by credit markets.
1 September update: KLAC closed near $171, back to the $170.19 reference level after retracing the full recovery seen in mid-August. The move tracked a sector-wide decline across semiconductor equipment makers rather than any company-specific development. Review date set to 28 October, the confirmed next-quarter results date.
KLAC
$170.19 close, 29 Jul
$170.19 close, 29 Jul
2026-10-28
Open
5
2026-07-29
Humanoid actuator commoditisation
The actuator layer is the largest single line in the humanoid bill of materials, which makes it the most contested layer of the chain rather than a protected one. Harmonic Drive Systems’ humanoid order book reflects prototype volume that thins as production scales.
Reaches the opposite conclusion to note 7. Stated review point: FY3/27 Q1, 7 August. Did not hold, 13 August: the same Q1 results (net sales +23.6%, swing to profit, raised guidance, growth tied to humanoid demand) contradict the thinning-order-book reading here — see note 7.
6324.T
¥5,780 close, 28 Jul
¥5,780 close, 28 Jul
2026-11
Did not hold
4
2026-07-29
Humanoid pre-orders and where the durable position sits
Pre-orders in the humanoid OEM segment reflect vendor financing rather than end demand. The more durable structural advantage in the chain sits at the actuator layer rather than with the OEM brand, and that exposure appears lightly reflected in Schaeffler’s current profile.
Reference level corrected 30 July from an approximate figure to the verified 28 July XETRA close.
1 September update: Schaeffler closed at €7.22, below the €7.84 reference level, alongside a broader decline in German automotive-sector shares. Separately, 5 August second-quarter results included revised medium-term targets for the e-mobility and robotics segments.
SHA0.DE
€7.84 close, 28 Jul
€7.84 close, 28 Jul
2027-03
Open
3
2026-07-29
China domestic immersion DUV
The immediate market reaction overstated the near-term impact of five machines. The structural question is separate and larger: a potential US DUV restriction combined with a 2028 mature-node capacity build.
Amended 30 July by our own follow-up research. Projection optics are supplied domestically, so the binding constraint is optical materials, not optics integration. Our structural argument was downgraded to a reduction with a policy-dependent tail rather than the elimination of China addressable market we originally described.
19 August update: ASML closed at $1,802.98, up from the $1,573.46 reference level. No new company-specific news since the 30 July amendment.
1 September update: ASML closed at $1,696.01 (31 August close), still above the $1,573.46 reference level. No new company-specific developments since the 30 July amendment; review date set to 14 October, the confirmed third-quarter results date.
ASML
$1,573.46 close, 28 Jul
$1,573.46 close, 28 Jul
2026-10-14
Open
2
2026-07-19
The VLA deployment gap
Dobot is the clearest listed exposure to vision-language-action robotics. China’s deployment scale is under-covered relative to the attention given to Western pilot-stage programmes.
Reference level corrected 29 July from a stale figure to the verified 17 July close.
21 August update: most recently confirmed level is HK$26.00 (14 August close), broadly unchanged from the reference level. No company-specific news since the note opened. Interim results due 24 August.
2432.HK
HK$27.36 close, 17 Jul
HK$27.36 close, 17 Jul
2027-01
Open
1
2026-07-18
Mirle–Kedali Thailand joint venture
The Tesla headline was already widely covered in relation to Mirle. The less-examined exposure is Kedali and the broader ASEAN joint-venture pattern behind it.
Reference level corrected 29 July from a stale May figure to the verified 17 July close.
2464.TW
TWD 142.00 close, 17 Jul
TWD 142.00 close, 17 Jul
2027-01
Open
How this record is kept
Recorded before the outcome
Each assessment is written on the day it is published, with the market level on that date recorded from a verified exchange close and a date set for review. Three of the ten entries carry a visible correction because the level first recorded was approximate rather than a session close. Those corrections are dated and left in place.
Reviewed whatever happens
Each entry is reviewed at its stated date, written up whether the analysis held or not. “No material consequence” is a valid and expected outcome. Nothing is deleted or quietly edited afterwards — corrections are appended as new dated entries.
Falsification stated in advance
Where an assessment has a specific event that would show it to be wrong, that event is named in the note before it occurs. Notes 5 and 7 both name Harmonic Drive Systems’ FY3/27 Q1 result.
Figures carry their source
Concentration figures, market shares and unit counts are published only where a primary source — a filing, a company release, or a regulator’s own text — supports them. Figures resting on trade press alone are held back, however widely repeated.
The analysis behind each entry sits in USINO NEXUS
This page records the conclusions. NEXUS holds the supply chain map underneath them — who supplies whom, three to five layers upstream, across AI compute and humanoid robotics, with the source on every link. USINO NEXUS itself is open in beta for academic and media use only, by invitation and request only.
See current NEXUS access
Last updated 5 September 2026 · USINO AI PTE. LTD., Singapore · usino.ai
Market intelligence research only. Not investment advice. USINO AI PTE. LTD. is not a licensed financial adviser and does not hold human-in-the-loop approval under MAS regulations. Nothing on this page is a recommendation, or an offer or solicitation, to buy, sell or hold any security, nor a statement that any security is suitable for any person. Company names appear as supply-chain exposure analysis and as a record of published research. Market levels are exchange closing prices on the stated date, recorded as reference marks for later review; they are not entry prices, targets or valuations, and they are not live quotes. Readers should obtain their own advice before making any investment decision.
