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Salarium Classical Profile MarkSALARIUMAUTONOMOUS INVESTMENT RESEARCH
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1.0.0-RC1/RELEASE CANDIDATE
Salarium Classical Profile MarkSALARIUMAUTONOMOUS INVESTMENT RESEARCH

Open-source systematic equity research: governed data, out-of-sample rankings, concentrated portfolio construction, and auditable risk decisions.

Research only. Not investment advice. No live order execution.

EXPLORE

RankingsPortfolioSimulationResearchMethodologyArchitectureAboutPerformanceExperimentsCandidatesDisclosures

EVIDENCE

Forward paper snapshotRelease snapshot20D release rankingsCandidate snapshot

PROJECT

GitHub repositoryModel cardRelease notes
COMMIT 7c730e84c409SNAPSHOT AUG 11, 2026, 11:14 PM UTC© 2026 NIALL GILLEN · MIT LICENSE

EVIDENCE-GOVERNED RESEARCH FUNNEL

From broad discoveryto monitored conviction.

The candidate layer is separate from the release portfolio. It compresses a broad discovery universe through quantitative, advanced-model, evidence, catalyst, and risk review so the strongest research questions receive deeper attention.

CANDIDATE DATE

Jul 10, 2026

RESEARCH SNAPSHOT

FUNNEL ARCHITECTURE

Every stage earns the next layer of cost.

Cheap quantitative screening comes first. Higher-cost evidence and qualitative review are reserved for a much smaller set.

STAGE 01

2,399

Valid Securities

Discovery securities with valid current feature data.

→
STAGE 02

2,000

Broad Research Universe

Liquidity and history governed universe.

→
STAGE 03

200

Quantitative Screen

Fast cross-sectional technical screening.

→
STAGE 04

50

Advanced Evaluation

Hardened model, uncertainty, risk and data quality.

→
STAGE 05

30

Agentic Research

Evidence-governed qualitative assessment.

→
STAGE 06

20

Research Candidates

Final monitored candidates, not portfolio weights.

FINAL RESEARCH SET

20

monitored candidates

PRIMARY EVIDENCE

7

35% of candidate set

RED-FLAG FREE

7

no governed flags

EXTERNAL CATALYSTS

0

currently verified

IN PLAIN ENGLISH

Rankings answer “which stocks look strongest to the model?” Candidates answer “which of those names deserve more human and evidence-based investigation?” A candidate is not automatically a portfolio holding.

CANDIDATE INTELLIGENCE

Every name carries its evidence and uncertainty.

Search or filter the governed stack. Expand a candidate to inspect the thesis, risk review, catalyst treatment, score layers, liquidity, and source types.

20 OF 20 CANDIDATESEXPAND ANY NAME FOR THE FULL RESEARCH PACKET
01
AMATPrimary supported

Applied Materials, Inc. - Common Stock

1.187

AGENTIC

90.5%

CONFIDENCE

12

EVIDENCE

+

LAST PRICE

$602.5

MEDIAN DOLLAR VOLUME

$3.8B

DRAWDOWN RESILIENCE

76.7%

MODEL UNCERTAINTY

0.00214

THESIS

AMAT ranks 5/50 in the advanced queue. The hardened model score is 0.01189 and the quantitative score is 1.150. The evidence-grounded fundamental assessment is 0.85; no missing fundamental value was replaced with current or future data.

RISK REVIEW

The risk assessment is 0.65, based on 20-day volatility 0.066, drawdown resilience 0.767, model uncertainty 0.00214, data coverage, and available point-in-time leverage evidence. Red-flag count is 0.

CATALYST REVIEW

No accepted company-specific catalyst source is present in the governed research packet. The catalyst score therefore remains neutral at 0.50 and is not inferred from price momentum, model rank, or market behavior.

SCORE STACK

1.150

QUANT

0.01189

MODEL

0.847

FUNDAMENTAL

0.546

MACRO FIT

0.649

RISK

1.000

EVIDENCE

0.500

CATALYST

0.905

CONFIDENCE

GOVERNED SOURCE TYPES

Salarium Macro StateSalarium Market SnapshotSalarium ModelSec Factor SnapshotSec Filing Fact

Candidate rank is a research-prioritization output. It is not a portfolio weight, trade instruction, or suitability determination.

02
BBPrimary supported

BlackBerry Limited Common Stock

0.819

AGENTIC

90.5%

CONFIDENCE

12

EVIDENCE

+

LAST PRICE

$10.97

MEDIAN DOLLAR VOLUME

$244.0M

DRAWDOWN RESILIENCE

63.0%

MODEL UNCERTAINTY

0.00150

THESIS

BB ranks 8/50 in the advanced queue. The hardened model score is 0.01223 and the quantitative score is 1.164. The evidence-grounded fundamental assessment is 0.71; no missing fundamental value was replaced with current or future data.

RISK REVIEW

The risk assessment is 0.58, based on 20-day volatility 0.065, drawdown resilience 0.630, model uncertainty 0.00150, data coverage, and available point-in-time leverage evidence. Red-flag count is 0.

CATALYST REVIEW

No accepted company-specific catalyst source is present in the governed research packet. The catalyst score therefore remains neutral at 0.50 and is not inferred from price momentum, model rank, or market behavior.

SCORE STACK

1.164

QUANT

0.01223

MODEL

0.714

FUNDAMENTAL

0.475

MACRO FIT

0.577

RISK

1.000

EVIDENCE

0.500

CATALYST

0.905

CONFIDENCE

GOVERNED SOURCE TYPES

Salarium Macro StateSalarium Market SnapshotSalarium ModelSec Factor SnapshotSec Filing Fact

Candidate rank is a research-prioritization output. It is not a portfolio weight, trade instruction, or suitability determination.

03
EVCInternal only1 flag

Entravision Communications Corporation Common Stock

0.798

AGENTIC

62.0%

CONFIDENCE

4

EVIDENCE

+

LAST PRICE

$11.76

MEDIAN DOLLAR VOLUME

$20.6M

DRAWDOWN RESILIENCE

76.5%

MODEL UNCERTAINTY

0.00167

THESIS

EVC ranks 2/50 in the advanced queue. The hardened model score is 0.01224 and the quantitative score is 1.395. The evidence-grounded fundamental assessment is 0.50; no missing fundamental value was replaced with current or future data.

RISK REVIEW

The risk assessment is 0.70, based on 20-day volatility 0.052, drawdown resilience 0.765, model uncertainty 0.00167, data coverage, and available point-in-time leverage evidence. Red-flag count is 1.

CATALYST REVIEW

No accepted company-specific catalyst source is present in the governed research packet. The catalyst score therefore remains neutral at 0.50 and is not inferred from price momentum, model rank, or market behavior.

SCORE STACK

1.395

QUANT

0.01224

MODEL

0.500

FUNDAMENTAL

0.641

MACRO FIT

0.702

RISK

0.780

EVIDENCE

0.500

CATALYST

0.620

CONFIDENCE

GOVERNED SOURCE TYPES

Salarium Macro StateSalarium Market SnapshotSalarium ModelSec Coverage Gap

Candidate rank is a research-prioritization output. It is not a portfolio weight, trade instruction, or suitability determination.

04
ORKAInternal only1 flag

Oruka Therapeutics, Inc. - Common Stock

0.779

AGENTIC

62.0%

CONFIDENCE

4

EVIDENCE

+

LAST PRICE

$86.79

MEDIAN DOLLAR VOLUME

$88.1M

DRAWDOWN RESILIENCE

72.0%

MODEL UNCERTAINTY

0.00147

THESIS

ORKA ranks 1/50 in the advanced queue. The hardened model score is 0.01209 and the quantitative score is 1.900. The evidence-grounded fundamental assessment is 0.50; no missing fundamental value was replaced with current or future data.

RISK REVIEW

The risk assessment is 0.66, based on 20-day volatility 0.053, drawdown resilience 0.720, model uncertainty 0.00147, data coverage, and available point-in-time leverage evidence. Red-flag count is 1.

CATALYST REVIEW

No accepted company-specific catalyst source is present in the governed research packet. The catalyst score therefore remains neutral at 0.50 and is not inferred from price momentum, model rank, or market behavior.

SCORE STACK

1.900

QUANT

0.01209

MODEL

0.500

FUNDAMENTAL

0.581

MACRO FIT

0.659

RISK

0.780

EVIDENCE

0.500

CATALYST

0.620

CONFIDENCE

GOVERNED SOURCE TYPES

Salarium Macro StateSalarium Market SnapshotSalarium ModelSec Coverage Gap

Candidate rank is a research-prioritization output. It is not a portfolio weight, trade instruction, or suitability determination.

05
AMDPrimary supported

Advanced Micro Devices, Inc. - Common Stock

0.622

AGENTIC

90.5%

CONFIDENCE

11

EVIDENCE

+

LAST PRICE

$557.89

MEDIAN DOLLAR VOLUME

$15.0B

DRAWDOWN RESILIENCE

72.2%

MODEL UNCERTAINTY

0.00226

THESIS

AMD ranks 9/50 in the advanced queue. The hardened model score is 0.01114 and the quantitative score is 1.620. The evidence-grounded fundamental assessment is 0.52; no missing fundamental value was replaced with current or future data.

RISK REVIEW

The risk assessment is 0.64, based on 20-day volatility 0.051, drawdown resilience 0.722, model uncertainty 0.00226, data coverage, and available point-in-time leverage evidence. Red-flag count is 0.

CATALYST REVIEW

No accepted company-specific catalyst source is present in the governed research packet. The catalyst score therefore remains neutral at 0.50 and is not inferred from price momentum, model rank, or market behavior.

SCORE STACK

1.620

QUANT

0.01114

MODEL

0.521

FUNDAMENTAL

0.559

MACRO FIT

0.641

RISK

1.000

EVIDENCE

0.500

CATALYST

0.905

CONFIDENCE

GOVERNED SOURCE TYPES

Salarium Macro StateSalarium Market SnapshotSalarium ModelSec Factor SnapshotSec Filing Fact

Candidate rank is a research-prioritization output. It is not a portfolio weight, trade instruction, or suitability determination.

06
PVLAInternal only1 flag

Palvella Therapeutics, Inc. - Common Stock

0.557

AGENTIC

62.0%

CONFIDENCE

4

EVIDENCE

+

LAST PRICE

$144.76

MEDIAN DOLLAR VOLUME

$27.6M

DRAWDOWN RESILIENCE

68.9%

MODEL UNCERTAINTY

0.00266

THESIS

PVLA ranks 4/50 in the advanced queue. The hardened model score is 0.01262 and the quantitative score is 1.846. The evidence-grounded fundamental assessment is 0.50; no missing fundamental value was replaced with current or future data.

RISK REVIEW

The risk assessment is 0.59, based on 20-day volatility 0.050, drawdown resilience 0.689, model uncertainty 0.00266, data coverage, and available point-in-time leverage evidence. Red-flag count is 1.

CATALYST REVIEW

No accepted company-specific catalyst source is present in the governed research packet. The catalyst score therefore remains neutral at 0.50 and is not inferred from price momentum, model rank, or market behavior.

SCORE STACK

1.846

QUANT

0.01262

MODEL

0.500

FUNDAMENTAL

0.588

MACRO FIT

0.588

RISK

0.780

EVIDENCE

0.500

CATALYST

0.620

CONFIDENCE

GOVERNED SOURCE TYPES

Salarium Macro StateSalarium Market SnapshotSalarium ModelSec Coverage Gap

Candidate rank is a research-prioritization output. It is not a portfolio weight, trade instruction, or suitability determination.

07
ATEXInternal only1 flag

Anterix Inc. - Common Stock

0.551

AGENTIC

62.0%

CONFIDENCE

4

EVIDENCE

+

LAST PRICE

$100.96

MEDIAN DOLLAR VOLUME

$23.1M

DRAWDOWN RESILIENCE

74.6%

MODEL UNCERTAINTY

0.00318

THESIS

ATEX ranks 3/50 in the advanced queue. The hardened model score is 0.01320 and the quantitative score is 1.842. The evidence-grounded fundamental assessment is 0.50; no missing fundamental value was replaced with current or future data.

RISK REVIEW

The risk assessment is 0.53, based on 20-day volatility 0.072, drawdown resilience 0.746, model uncertainty 0.00318, data coverage, and available point-in-time leverage evidence. Red-flag count is 1.

CATALYST REVIEW

No accepted company-specific catalyst source is present in the governed research packet. The catalyst score therefore remains neutral at 0.50 and is not inferred from price momentum, model rank, or market behavior.

SCORE STACK

1.842

QUANT

0.01320

MODEL

0.500

FUNDAMENTAL

0.518

MACRO FIT

0.529

RISK

0.780

EVIDENCE

0.500

CATALYST

0.620

CONFIDENCE

GOVERNED SOURCE TYPES

Salarium Macro StateSalarium Market SnapshotSalarium ModelSec Coverage Gap

Candidate rank is a research-prioritization output. It is not a portfolio weight, trade instruction, or suitability determination.

08
ANETPrimary supported

Arista Networks, Inc. Common Stock

0.501

AGENTIC

90.5%

CONFIDENCE

12

EVIDENCE

+

LAST PRICE

$186.96

MEDIAN DOLLAR VOLUME

$1.4B

DRAWDOWN RESILIENCE

71.7%

MODEL UNCERTAINTY

0.00291

THESIS

ANET ranks 39/50 in the advanced queue. The hardened model score is 0.00888 and the quantitative score is 1.932. The evidence-grounded fundamental assessment is 0.90; no missing fundamental value was replaced with current or future data.

RISK REVIEW

The risk assessment is 0.71, based on 20-day volatility 0.042, drawdown resilience 0.717, model uncertainty 0.00291, data coverage, and available point-in-time leverage evidence. Red-flag count is 0.

CATALYST REVIEW

No accepted company-specific catalyst source is present in the governed research packet. The catalyst score therefore remains neutral at 0.50 and is not inferred from price momentum, model rank, or market behavior.

SCORE STACK

1.932

QUANT

0.00888

MODEL

0.903

FUNDAMENTAL

0.673

MACRO FIT

0.715

RISK

1.000

EVIDENCE

0.500

CATALYST

0.905

CONFIDENCE

GOVERNED SOURCE TYPES

Salarium Macro StateSalarium Market SnapshotSalarium ModelSec Factor SnapshotSec Filing Fact

Candidate rank is a research-prioritization output. It is not a portfolio weight, trade instruction, or suitability determination.

09
TWSTInternal only1 flag

Twist Bioscience Corporation - Common Stock

0.388

AGENTIC

62.0%

CONFIDENCE

4

EVIDENCE

+

LAST PRICE

$90.64

MEDIAN DOLLAR VOLUME

$115.8M

DRAWDOWN RESILIENCE

62.8%

MODEL UNCERTAINTY

0.00154

THESIS

TWST ranks 7/50 in the advanced queue. The hardened model score is 0.01201 and the quantitative score is 1.649. The evidence-grounded fundamental assessment is 0.50; no missing fundamental value was replaced with current or future data.

RISK REVIEW

The risk assessment is 0.61, based on 20-day volatility 0.046, drawdown resilience 0.628, model uncertainty 0.00154, data coverage, and available point-in-time leverage evidence. Red-flag count is 1.

CATALYST REVIEW

No accepted company-specific catalyst source is present in the governed research packet. The catalyst score therefore remains neutral at 0.50 and is not inferred from price momentum, model rank, or market behavior.

SCORE STACK

1.649

QUANT

0.01201

MODEL

0.500

FUNDAMENTAL

0.596

MACRO FIT

0.609

RISK

0.780

EVIDENCE

0.500

CATALYST

0.620

CONFIDENCE

GOVERNED SOURCE TYPES

Salarium Macro StateSalarium Market SnapshotSalarium ModelSec Coverage Gap

Candidate rank is a research-prioritization output. It is not a portfolio weight, trade instruction, or suitability determination.

10
TXGInternal only1 flag

10x Genomics, Inc. - Common Stock

0.333

AGENTIC

62.0%

CONFIDENCE

4

EVIDENCE

+

LAST PRICE

$42.73

MEDIAN DOLLAR VOLUME

$90.3M

DRAWDOWN RESILIENCE

72.0%

MODEL UNCERTAINTY

0.00336

THESIS

TXG ranks 6/50 in the advanced queue. The hardened model score is 0.01279 and the quantitative score is 2.502. The evidence-grounded fundamental assessment is 0.50; no missing fundamental value was replaced with current or future data.

RISK REVIEW

The risk assessment is 0.50, based on 20-day volatility 0.053, drawdown resilience 0.720, model uncertainty 0.00336, data coverage, and available point-in-time leverage evidence. Red-flag count is 1.

CATALYST REVIEW

No accepted company-specific catalyst source is present in the governed research packet. The catalyst score therefore remains neutral at 0.50 and is not inferred from price momentum, model rank, or market behavior.

SCORE STACK

2.502

QUANT

0.01279

MODEL

0.500

FUNDAMENTAL

0.527

MACRO FIT

0.497

RISK

0.780

EVIDENCE

0.500

CATALYST

0.620

CONFIDENCE

GOVERNED SOURCE TYPES

Salarium Macro StateSalarium Market SnapshotSalarium ModelSec Coverage Gap

Candidate rank is a research-prioritization output. It is not a portfolio weight, trade instruction, or suitability determination.

11
WPrimary supported

Wayfair Inc. Class A Common Stock

0.310

AGENTIC

90.5%

CONFIDENCE

11

EVIDENCE

+

LAST PRICE

$89.23

MEDIAN DOLLAR VOLUME

$244.9M

DRAWDOWN RESILIENCE

48.2%

MODEL UNCERTAINTY

0.00117

THESIS

W ranks 16/50 in the advanced queue. The hardened model score is 0.01190 and the quantitative score is 1.508. The evidence-grounded fundamental assessment is 0.52; no missing fundamental value was replaced with current or future data.

RISK REVIEW

The risk assessment is 0.49, based on 20-day volatility 0.049, drawdown resilience 0.482, model uncertainty 0.00117, data coverage, and available point-in-time leverage evidence. Red-flag count is 0.

CATALYST REVIEW

No accepted company-specific catalyst source is present in the governed research packet. The catalyst score therefore remains neutral at 0.50 and is not inferred from price momentum, model rank, or market behavior.

SCORE STACK

1.508

QUANT

0.01190

MODEL

0.522

FUNDAMENTAL

0.455

MACRO FIT

0.488

RISK

1.000

EVIDENCE

0.500

CATALYST

0.905

CONFIDENCE

GOVERNED SOURCE TYPES

Salarium Macro StateSalarium Market SnapshotSalarium ModelSec Factor SnapshotSec Filing Fact

Candidate rank is a research-prioritization output. It is not a portfolio weight, trade instruction, or suitability determination.

12
KYMRInternal only1 flag

Kymera Therapeutics, Inc. - Common Stock

0.306

AGENTIC

62.0%

CONFIDENCE

4

EVIDENCE

+

LAST PRICE

$119.35

MEDIAN DOLLAR VOLUME

$47.8M

DRAWDOWN RESILIENCE

72.3%

MODEL UNCERTAINTY

0.00284

THESIS

KYMR ranks 10/50 in the advanced queue. The hardened model score is 0.01268 and the quantitative score is 2.300. The evidence-grounded fundamental assessment is 0.50; no missing fundamental value was replaced with current or future data.

RISK REVIEW

The risk assessment is 0.56, based on 20-day volatility 0.050, drawdown resilience 0.723, model uncertainty 0.00284, data coverage, and available point-in-time leverage evidence. Red-flag count is 1.

CATALYST REVIEW

No accepted company-specific catalyst source is present in the governed research packet. The catalyst score therefore remains neutral at 0.50 and is not inferred from price momentum, model rank, or market behavior.

SCORE STACK

2.300

QUANT

0.01268

MODEL

0.500

FUNDAMENTAL

0.588

MACRO FIT

0.557

RISK

0.780

EVIDENCE

0.500

CATALYST

0.620

CONFIDENCE

GOVERNED SOURCE TYPES

Salarium Macro StateSalarium Market SnapshotSalarium ModelSec Coverage Gap

Candidate rank is a research-prioritization output. It is not a portfolio weight, trade instruction, or suitability determination.

13
PGENInternal only1 flag

Precigen, Inc. - Common Stock

0.182

AGENTIC

62.0%

CONFIDENCE

4

EVIDENCE

+

LAST PRICE

$5.32

MEDIAN DOLLAR VOLUME

$17.6M

DRAWDOWN RESILIENCE

59.5%

MODEL UNCERTAINTY

0.00173

THESIS

PGEN ranks 13/50 in the advanced queue. The hardened model score is 0.01222 and the quantitative score is 1.509. The evidence-grounded fundamental assessment is 0.50; no missing fundamental value was replaced with current or future data.

RISK REVIEW

The risk assessment is 0.52, based on 20-day volatility 0.057, drawdown resilience 0.595, model uncertainty 0.00173, data coverage, and available point-in-time leverage evidence. Red-flag count is 1.

CATALYST REVIEW

No accepted company-specific catalyst source is present in the governed research packet. The catalyst score therefore remains neutral at 0.50 and is not inferred from price momentum, model rank, or market behavior.

SCORE STACK

1.509

QUANT

0.01222

MODEL

0.500

FUNDAMENTAL

0.463

MACRO FIT

0.522

RISK

0.780

EVIDENCE

0.500

CATALYST

0.620

CONFIDENCE

GOVERNED SOURCE TYPES

Salarium Macro StateSalarium Market SnapshotSalarium ModelSec Coverage Gap

Candidate rank is a research-prioritization output. It is not a portfolio weight, trade instruction, or suitability determination.

14
ELVNInternal only1 flag

Enliven Therapeutics, Inc. - Common Stock

0.178

AGENTIC

62.0%

CONFIDENCE

4

EVIDENCE

+

LAST PRICE

$51.09

MEDIAN DOLLAR VOLUME

$36.6M

DRAWDOWN RESILIENCE

63.2%

MODEL UNCERTAINTY

0.00206

THESIS

ELVN ranks 17/50 in the advanced queue. The hardened model score is 0.01227 and the quantitative score is 2.004. The evidence-grounded fundamental assessment is 0.50; no missing fundamental value was replaced with current or future data.

RISK REVIEW

The risk assessment is 0.57, based on 20-day volatility 0.047, drawdown resilience 0.632, model uncertainty 0.00206, data coverage, and available point-in-time leverage evidence. Red-flag count is 1.

CATALYST REVIEW

No accepted company-specific catalyst source is present in the governed research packet. The catalyst score therefore remains neutral at 0.50 and is not inferred from price momentum, model rank, or market behavior.

SCORE STACK

2.004

QUANT

0.01227

MODEL

0.500

FUNDAMENTAL

0.588

MACRO FIT

0.573

RISK

0.780

EVIDENCE

0.500

CATALYST

0.620

CONFIDENCE

GOVERNED SOURCE TYPES

Salarium Macro StateSalarium Market SnapshotSalarium ModelSec Coverage Gap

Candidate rank is a research-prioritization output. It is not a portfolio weight, trade instruction, or suitability determination.

15
SLDBInternal only1 flag

Solid Biosciences Inc. - Common Stock

0.162

AGENTIC

62.0%

CONFIDENCE

4

EVIDENCE

+

LAST PRICE

$10.42

MEDIAN DOLLAR VOLUME

$8.3M

DRAWDOWN RESILIENCE

55.6%

MODEL UNCERTAINTY

0.00314

THESIS

SLDB ranks 11/50 in the advanced queue. The hardened model score is 0.01298 and the quantitative score is 2.039. The evidence-grounded fundamental assessment is 0.50; no missing fundamental value was replaced with current or future data.

RISK REVIEW

The risk assessment is 0.45, based on 20-day volatility 0.048, drawdown resilience 0.556, model uncertainty 0.00314, data coverage, and available point-in-time leverage evidence. Red-flag count is 1.

CATALYST REVIEW

No accepted company-specific catalyst source is present in the governed research packet. The catalyst score therefore remains neutral at 0.50 and is not inferred from price momentum, model rank, or market behavior.

SCORE STACK

2.039

QUANT

0.01298

MODEL

0.500

FUNDAMENTAL

0.511

MACRO FIT

0.451

RISK

0.780

EVIDENCE

0.500

CATALYST

0.620

CONFIDENCE

GOVERNED SOURCE TYPES

Salarium Macro StateSalarium Market SnapshotSalarium ModelSec Coverage Gap

Candidate rank is a research-prioritization output. It is not a portfolio weight, trade instruction, or suitability determination.

16
DFTXInternal only1 flag

Definium Therapeutics, Inc. - Common Shares

0.158

AGENTIC

62.0%

CONFIDENCE

4

EVIDENCE

+

LAST PRICE

$47.07

MEDIAN DOLLAR VOLUME

$48.1M

DRAWDOWN RESILIENCE

75.2%

MODEL UNCERTAINTY

0.00363

THESIS

DFTX ranks 12/50 in the advanced queue. The hardened model score is 0.01252 and the quantitative score is 2.148. The evidence-grounded fundamental assessment is 0.50; no missing fundamental value was replaced with current or future data.

RISK REVIEW

The risk assessment is 0.48, based on 20-day volatility 0.118, drawdown resilience 0.752, model uncertainty 0.00363, data coverage, and available point-in-time leverage evidence. Red-flag count is 1.

CATALYST REVIEW

No accepted company-specific catalyst source is present in the governed research packet. The catalyst score therefore remains neutral at 0.50 and is not inferred from price momentum, model rank, or market behavior.

SCORE STACK

2.148

QUANT

0.01252

MODEL

0.500

FUNDAMENTAL

0.456

MACRO FIT

0.484

RISK

0.780

EVIDENCE

0.500

CATALYST

0.620

CONFIDENCE

GOVERNED SOURCE TYPES

Salarium Macro StateSalarium Market SnapshotSalarium ModelSec Coverage Gap

Candidate rank is a research-prioritization output. It is not a portfolio weight, trade instruction, or suitability determination.

17
MRNAPrimary supported

Moderna, Inc. - Common Stock

0.145

AGENTIC

90.5%

CONFIDENCE

11

EVIDENCE

+

LAST PRICE

$68.27

MEDIAN DOLLAR VOLUME

$333.3M

DRAWDOWN RESILIENCE

64.5%

MODEL UNCERTAINTY

0.00355

THESIS

MRNA ranks 14/50 in the advanced queue. The hardened model score is 0.01318 and the quantitative score is 1.785. The evidence-grounded fundamental assessment is 0.33; no missing fundamental value was replaced with current or future data.

RISK REVIEW

The risk assessment is 0.48, based on 20-day volatility 0.062, drawdown resilience 0.645, model uncertainty 0.00355, data coverage, and available point-in-time leverage evidence. Red-flag count is 0.

CATALYST REVIEW

No accepted company-specific catalyst source is present in the governed research packet. The catalyst score therefore remains neutral at 0.50 and is not inferred from price momentum, model rank, or market behavior.

SCORE STACK

1.785

QUANT

0.01318

MODEL

0.329

FUNDAMENTAL

0.494

MACRO FIT

0.480

RISK

1.000

EVIDENCE

0.500

CATALYST

0.905

CONFIDENCE

GOVERNED SOURCE TYPES

Salarium Macro StateSalarium Market SnapshotSalarium ModelSec Factor SnapshotSec Filing Fact

Candidate rank is a research-prioritization output. It is not a portfolio weight, trade instruction, or suitability determination.

18
MLKNInternal only1 flag

MillerKnoll, Inc. - Common Stock

0.109

AGENTIC

62.0%

CONFIDENCE

4

EVIDENCE

+

LAST PRICE

$20.16

MEDIAN DOLLAR VOLUME

$11.9M

DRAWDOWN RESILIENCE

62.2%

MODEL UNCERTAINTY

0.00230

THESIS

MLKN ranks 26/50 in the advanced queue. The hardened model score is 0.01101 and the quantitative score is 1.762. The evidence-grounded fundamental assessment is 0.50; no missing fundamental value was replaced with current or future data.

RISK REVIEW

The risk assessment is 0.67, based on 20-day volatility 0.040, drawdown resilience 0.622, model uncertainty 0.00230, data coverage, and available point-in-time leverage evidence. Red-flag count is 1.

CATALYST REVIEW

No accepted company-specific catalyst source is present in the governed research packet. The catalyst score therefore remains neutral at 0.50 and is not inferred from price momentum, model rank, or market behavior.

SCORE STACK

1.762

QUANT

0.01101

MODEL

0.500

FUNDAMENTAL

0.661

MACRO FIT

0.666

RISK

0.780

EVIDENCE

0.500

CATALYST

0.620

CONFIDENCE

GOVERNED SOURCE TYPES

Salarium Macro StateSalarium Market SnapshotSalarium ModelSec Coverage Gap

Candidate rank is a research-prioritization output. It is not a portfolio weight, trade instruction, or suitability determination.

19
TECHInternal only1 flag

Bio-Techne Corp - Common Stock

0.106

AGENTIC

62.0%

CONFIDENCE

4

EVIDENCE

+

LAST PRICE

$71.3

MEDIAN DOLLAR VOLUME

$148.2M

DRAWDOWN RESILIENCE

60.7%

MODEL UNCERTAINTY

0.00221

THESIS

TECH ranks 20/50 in the advanced queue. The hardened model score is 0.01127 and the quantitative score is 2.091. The evidence-grounded fundamental assessment is 0.50; no missing fundamental value was replaced with current or future data.

RISK REVIEW

The risk assessment is 0.57, based on 20-day volatility 0.048, drawdown resilience 0.607, model uncertainty 0.00221, data coverage, and available point-in-time leverage evidence. Red-flag count is 1.

CATALYST REVIEW

No accepted company-specific catalyst source is present in the governed research packet. The catalyst score therefore remains neutral at 0.50 and is not inferred from price momentum, model rank, or market behavior.

SCORE STACK

2.091

QUANT

0.01127

MODEL

0.500

FUNDAMENTAL

0.516

MACRO FIT

0.568

RISK

0.780

EVIDENCE

0.500

CATALYST

0.620

CONFIDENCE

GOVERNED SOURCE TYPES

Salarium Macro StateSalarium Market SnapshotSalarium ModelSec Coverage Gap

Candidate rank is a research-prioritization output. It is not a portfolio weight, trade instruction, or suitability determination.

20
GEVPrimary supported

GE Vernova Inc. Common Stock

0.098

AGENTIC

90.5%

CONFIDENCE

12

EVIDENCE

+

LAST PRICE

$1.1K

MEDIAN DOLLAR VOLUME

$2.7B

DRAWDOWN RESILIENCE

75.4%

MODEL UNCERTAINTY

0.00230

THESIS

GEV ranks 40/50 in the advanced queue. The hardened model score is 0.01140 and the quantitative score is 1.441. The evidence-grounded fundamental assessment is 0.65; no missing fundamental value was replaced with current or future data.

RISK REVIEW

The risk assessment is 0.67, based on 20-day volatility 0.042, drawdown resilience 0.754, model uncertainty 0.00230, data coverage, and available point-in-time leverage evidence. Red-flag count is 0.

CATALYST REVIEW

No accepted company-specific catalyst source is present in the governed research packet. The catalyst score therefore remains neutral at 0.50 and is not inferred from price momentum, model rank, or market behavior.

SCORE STACK

1.441

QUANT

0.01140

MODEL

0.650

FUNDAMENTAL

0.691

MACRO FIT

0.670

RISK

1.000

EVIDENCE

0.500

CATALYST

0.905

CONFIDENCE

GOVERNED SOURCE TYPES

Salarium Macro StateSalarium Market SnapshotSalarium ModelSec Factor SnapshotSec Filing Fact

Candidate rank is a research-prioritization output. It is not a portfolio weight, trade instruction, or suitability determination.

Primary supported

The packet includes accepted primary filing evidence. This raises evidence coverage; it does not make the investment conclusion automatically positive.

Internal only

The packet relies on internal model and market evidence. Confidence is capped rather than filled with unsupported assumptions.

Neutral catalyst

When no accepted external catalyst source exists, the catalyst assessment remains neutral instead of inferring a story from price action.

RESEARCH DISCLOSURE

What the numbers do—and do not—mean.

These are research candidates, not portfolio weights, trade instructions, or investment advice.
The current qualitative layer is an internal-evidence baseline.
Company-specific catalysts were not asserted without accepted external catalyst evidence.
Neutral fundamental assessments indicate insufficient primary evidence, not a positive or negative fundamental conclusion.
Historical model research remains subject to the documented survivorship-bias limitation.