9 theses · 9 open · 0 resolved · last update 2026-10-01

Human Futures Engine

Causal Futures Engine · historical analogies → reference-class prior → Bayesian update → value pools

Stocks positioned for the theses

Thesis exposure = sum over open theses of posterior x value-pool weight (mandatory infrastructure 1.0, pricing power / scarce 0.9, abundant -0.3, new risk -0.6, loses pricing power -1.0). Final = exposure x (0.5 + opportunity/100) x (1 + gap/100) x technical readiness (trend template) x attention (not-priced +15%, crowded -20%). 'ready' = passes the book's entry gate today.

Static snapshot: runs happen on the scheduled morning job

80 of 80 candidates · 13 ready · 9 open theses · as of 2026-10-01Ready only

Ticker	Name	Sector	Score	Exposure	Theses	Roles	Opp.	Gap	Technical	Attention	Readiness
AAPL	Apple	Technology	6.66	5.62	T-004 T-001 T-005 T-008	Agentic interfaces to finance · becomes scarceContinuous biometric sensing · becomes abundant+4	65	+3	100stage2_uptrend✓	31	ready
CRWD	CrowdStrike	Technology	6.64	6.15	T-008 T-002 T-004 T-005 T-009 T-001	Fraud/identity/anomaly infrastructure · mandatory infrastructureCustody, key management and settlement security · becomes scarce+4	58	-19	100stage2_uptrend✓	30	watch
FTNT	Fortinet	Technology	6.61	5.47	T-008 T-004 T-005 T-002 T-009 T-001	Fraud/identity/anomaly infrastructure · mandatory infrastructureCustody, key management and settlement security · becomes scarce+4	71	-1	100stage2_uptrend✓	40	watch
PANW	Palo Alto Networks	Technology	5.85	5.47	T-008 T-004 T-005 T-002 T-009 T-001	Fraud/identity/anomaly infrastructure · mandatory infrastructureCustody, key management and settlement security · becomes scarce+4	57	-20	100stage2_uptrend✓	52	watch
IESC	IES Holdings, Inc.	Industrials	5.68	5.41	T-007 T-006 T-004 T-003 T-002	Repair, renovation and MRO (repair-and-stay-put, multigenerational retrofit, ADU conversion) · gains pricing powerEntitled, serviced land near employment — and skilled trades · becomes scarce+4	55	-1	88stage2_uptrend✓	—	watch
ETN	Eaton	Industrials	5.49	5.72	T-004 T-003 T-007 T-006 T-002	Residential electrification and per-household power demand · mandatory infrastructureElectrical and thermal equipment (labour-productivity substitutes) · mandatory infrastructure+4	46	-19	100stage2_uptrend✓	33	watch
GEV	GE Vernova	Industrials	5.35	6.41	T-004 T-003 T-006 T-002	Electrical and thermal equipment (labour-productivity substitutes) · mandatory infrastructurePower generation and electrical equipment · becomes scarce+4	54	+7	50basing_or_downtrend	29	watch
NET	Cloudflare	Technology	5.33	5.22	T-008 T-004 T-005 T-002 T-009 T-001	Fraud/identity/anomaly infrastructure · mandatory infrastructureCustody, key management and settlement security · becomes scarce+4	52	-17	100stage2_uptrend✓	43	watch
V	Visa	Financials	5.01	5.11	T-001 T-002 T-009 T-008	Fraud/identity/anomaly infrastructure · mandatory infrastructurePayments rails as liability underwriters · new risk+4	48	-14	75emerging✓	25	watch
ZS	Zscaler	Technology	4.87	5.47	T-008 T-004 T-005 T-002 T-009 T-001	Fraud/identity/anomaly infrastructure · mandatory infrastructureCustody, key management and settlement security · becomes scarce+4	62	+6	62emerging	48	watch
NVT	nVent Electric	Industrials	4.83	4.83	T-007 T-004 T-006 T-003 T-002	Entitled, serviced land near employment — and skilled trades · becomes scarceResidential electrification and per-household power demand · mandatory infrastructure+4	50	-13	100stage2_uptrend✓	—	watch
ATKR	Atkore Inc.	Technology	4.74	4.93	T-004 T-007 T-006 T-003	Repair, renovation and MRO (repair-and-stay-put, multigenerational retrofit, ADU conversion) · gains pricing powerEntitled, serviced land near employment — and skilled trades · becomes scarce+4	46	-26	100stage2_uptrend✓	—	watch
FIX	Comfort Systems USA	Industrials	4.65	5.41	T-007 T-006 T-004 T-003 T-002	Repair, renovation and MRO (repair-and-stay-put, multigenerational retrofit, ADU conversion) · gains pricing powerEntitled, serviced land near employment — and skilled trades · becomes scarce+4	58	+6	50basing_or_downtrend	45	watch
AES	AES Corporation	Utilities	4.64	5.36	T-004 T-006 T-003 T-002	Power and electrons · mandatory infrastructureFirm, dispatchable generation adjacent to load · gains pricing power+4	55	+10	62emerging	—	watch
PYPL	PayPal	Financials	4.62	5.19 -0.42	T-008 T-001 T-002 T-009	Payments rails as liability underwriters · new riskGlobal multi-venue brokerage / permissioning · gains pricing power+4	57	+11	50basing_or_downtrend	29	watch
GNRC	Generac Holdings Inc.	Technology	4.59	6.45	T-004 T-007 T-006 T-002 T-003	Repair, renovation and MRO (repair-and-stay-put, multigenerational retrofit, ADU conversion) · gains pricing powerResidential electrification and per-household power demand · mandatory infrastructure+4	45	-4	50basing_or_downtrend	—	watch
EME	EMCOR Group, Inc.	Industrials	4.47	5.41	T-007 T-006 T-004 T-003 T-002	Repair, renovation and MRO (repair-and-stay-put, multigenerational retrofit, ADU conversion) · gains pricing powerEntitled, serviced land near employment — and skilled trades · becomes scarce+4	54	+6	50basing_or_downtrend	—	watch
FICO	Fair Isaac Corp	Industrials	4.29	5.46	T-002 T-001 T-007 T-009	Fraud/identity/anomaly infrastructure · mandatory infrastructureRental operations infrastructure (property management software, maintenance networks, underwriting, insurance) · mandatory infrastructure+4	63	+39	0basing_or_downtrend	—	watch
XYZ	Block	Financials	4.23	4.86 -0.42	T-008 T-001 T-002 T-009	Payments rails as liability underwriters · new riskGlobal multi-venue brokerage / permissioning · gains pricing power+4	37	-26	88stage2_uptrend✓	48	watch
QCOM	Qualcomm	Technology	4.23	3.95	T-004 T-005 T-006 T-001	Robot component and semiconductor supply · gains pricing powerOn-device inference for continuous health telemetry · gains pricing power+3	57	-6	75emerging✓	59	watch
D	Dominion Energy, Inc	Utilities	4.14	5.37 -0.08	T-004 T-007 T-006 T-002 T-003	Residential electrification and per-household power demand · mandatory infrastructurePower and electrons · mandatory infrastructure+4	49	+4	50basing_or_downtrend	—	watch
MA	Mastercard	Financials	3.95	5.11	T-001 T-002 T-009 T-008	Fraud/identity/anomaly infrastructure · mandatory infrastructurePayments rails as liability underwriters · new risk+4	53	-5	50basing_or_downtrend	30	watch
NDAQ	Nasdaq, Inc.	Financials	3.91	4.96	T-008 T-002 T-009 T-001	24/7 tokenised settlement and multi-venue access · mandatory infrastructureExchange listing franchises and market data · gains pricing power+4	55	-6	50basing_or_downtrend	—	watch
STRL	Sterling Infrastructure, Inc.	Industrials	3.52	3.85	T-004 T-007 T-006 T-003 T-002	Entitled, serviced land near employment — and skilled trades · becomes scarceField labour aggregation (crew-owning specialty contractors) · gains pricing power+3	57	+14	50basing_or_downtrend	—	watch
PLTR	Palantir Technologies	Technology	3.47	2.65	T-002 T-008 T-001	Agentic interfaces to finance · becomes scarceIdentity, attestation and fraud-graph data · becomes scarce+2	67	+12	88stage2_uptrend✓	52	ready
MSFT	Microsoft	Technology	3.31	2.92 -0.97	T-001 T-002 T-008 T-004	Agentic interfaces to finance · becomes scarceMerchant GPU rental / centralized inference capacity · loses pricing power+4	63	0	88stage2_uptrend✓	40	ready
SCCO	Southern Copper	Materials	3.28	2.99	T-004 T-006 T-003 T-009	Scarce physical stores of value · becomes scarceTransition metals and materials · becomes scarce+2	60	-1	88stage2_uptrend✓	27	watch
POWL	Powell Industries Inc	Technology	3.25	4.83	T-007 T-004 T-006 T-003 T-002	Entitled, serviced land near employment — and skilled trades · becomes scarceResidential electrification and per-household power demand · mandatory infrastructure+4	62	+20	38basing_or_downtrend	—	watch
AGX	Argan Inc	Industrials	2.91	3.85	T-004 T-007 T-006 T-003 T-002	Entitled, serviced land near employment — and skilled trades · becomes scarceField labour aggregation (crew-owning specialty contractors) · gains pricing power+3	63	+34	38basing_or_downtrend	—	watch
FCX	Freeport-McMoRan	Materials	2.84	2.99	T-004 T-006 T-003 T-009	Scarce physical stores of value · becomes scarceTransition metals and materials · becomes scarce+2	45	-20	75emerging✓	36	watch
LMB	Limbach Holdings, Inc.	Industrials	2.82	3.97	T-007 T-004 T-006 T-003	Repair, renovation and MRO (repair-and-stay-put, multigenerational retrofit, ADU conversion) · gains pricing powerEntitled, serviced land near employment — and skilled trades · becomes scarce+3	53	+38	0basing_or_downtrend	—	not yet
CEG	Constellation Energy	Utilities	2.80	5.98	T-004 T-003 T-006 T-002	Power and electrons · mandatory infrastructureFirm, dispatchable generation adjacent to load · gains pricing power+4	41	+3	0basing_or_downtrend	24	not yet
TRV	Travelers Companies (The)	Financials	2.68	2.16 -0.50	T-001 T-003 T-002 T-006	Liability, insurance and safety certification for human-robot work · new riskInsurance and financing wrapper · mandatory infrastructure+3	64	+9	88stage2_uptrend✓	—	ready
EMR	Emerson Electric	Industrials	2.65	2.79 -0.50	T-004 T-003 T-006	Industrial automation and robotics platforms · new riskPower generation and electrical equipment · becomes scarce+3	45	-23	88stage2_uptrend✓	42	watch
AIZ	Assurant	Financials	2.59	2.14	T-007 T-002 T-001	Rental operations infrastructure (property management software, maintenance networks, underwriting, insurance) · mandatory infrastructureRisk pricing, underwriting and certification · becomes scarce+1	60	+10	88stage2_uptrend✓	—	ready
MYRG	Myr Group Inc.	Industrials	2.51	3.85	T-004 T-007 T-006 T-003 T-002	Entitled, serviced land near employment — and skilled trades · becomes scarceField labour aggregation (crew-owning specialty contractors) · gains pricing power+3	57	+22	38basing_or_downtrend	—	watch
ADI	Analog Devices	Technology	2.51	2.10	T-005 T-006 T-001	Robot component and semiconductor supply · gains pricing powerOn-device inference for continuous health telemetry · gains pricing power+1	65	+4	88stage2_uptrend✓	—	ready
HUBB	Hubbell	Industrials	2.46	4.83	T-007 T-004 T-006 T-003 T-002	Entitled, serviced land near employment — and skilled trades · becomes scarceResidential electrification and per-household power demand · mandatory infrastructure+4	52	-2	38basing_or_downtrend	29	not yet
TXN	Texas Instruments	Technology	2.40	2.10	T-005 T-006 T-001	Robot component and semiconductor supply · gains pricing powerOn-device inference for continuous health telemetry · gains pricing power+1	61	+3	100stage2_uptrend✓	65	ready
ALL	Allstate	Financials	2.38	2.16 -0.50	T-001 T-003 T-002 T-006	Liability, insurance and safety certification for human-robot work · new riskInsurance and financing wrapper · mandatory infrastructure+3	66	+27	50basing_or_downtrend	—	watch
LII	Lennox International Inc	Industrials	2.36	3.93	T-004 T-006 T-007 T-003 T-002	Repair, renovation and MRO (repair-and-stay-put, multigenerational retrofit, ADU conversion) · gains pricing powerElectrical and thermal equipment (labour-productivity substitutes) · mandatory infrastructure+3	51	+19	0basing_or_downtrend	—	not yet
NEE	NextEra Energy	Utilities	2.32	5.39	T-004 T-007 T-006 T-003 T-002	Residential electrification and per-household power demand · mandatory infrastructurePower and electrons · mandatory infrastructure+4	36	-9	25basing_or_downtrend	41	not yet
VST	Vistra	Utilities	2.32	5.26	T-004 T-006 T-003 T-002	Power and electrons · mandatory infrastructureFirm, dispatchable generation adjacent to load · gains pricing power+4	38	-6	0basing_or_downtrend	65	not yet
AMD	Advanced Micro Devices	Technology	2.31	2.63 -0.24	T-004 T-006 T-002 T-001 T-008	Always-on settlement compute and low-latency networking · becomes abundantRobot component and semiconductor supply · gains pricing power+3	60	-4	100stage2_uptrend✓	83crowded	watch
URI	United Rentals	Industrials	2.30	2.35	T-004 T-006 T-003	Equipment rental and site logistics · gains pricing powerTransmission, substation and mechanical EPC / skilled trades · becomes scarce+1	48	-12	88stage2_uptrend✓	44	watch
JCI	Johnson Controls	Industrials	2.26	2.33	T-007 T-002 T-006	Repair, renovation and MRO (repair-and-stay-put, multigenerational retrofit, ADU conversion) · gains pricing powerPrefab and building products · gains pricing power+1	47	-15	88stage2_uptrend✓	—	watch
BNY	BNY Mellon	Financials	2.25	2.16	T-008 T-009	Advice-led distribution and household-graph custody · gains pricing powerCustody, key management and settlement security · becomes scarce+1	54	-6	88stage2_uptrend✓	—	watch
CRBG	Corebridge Financial, Inc.	Financials	2.23	2.12	T-003 T-002 T-009	Guaranteed-income manufacturing (insurer balance sheets) · gains pricing powerInsurance and financing wrapper · mandatory infrastructure+1	55	-12	75emerging✓	—	watch
ICE	Intercontinental Exchange	Financials	2.16	4.28	T-008 T-009 T-002 T-001	24/7 tokenised settlement and multi-venue access · mandatory infrastructureExchange listing franchises and market data · gains pricing power+4	51	-3	25basing_or_downtrend	31	not yet
GEN	Gen Digital	Technology	2.13	2.79	T-002 T-001 T-009	Fraud/identity/anomaly infrastructure · mandatory infrastructureEnterprise security platforms (consolidated, audited, insurable) · mandatory infrastructure+4	64	+34	38basing_or_downtrend	—	watch
NRG	NRG Energy	Utilities	2.13	4.39	T-004 T-006 T-003 T-002	Power and electrons · mandatory infrastructureFirm, dispatchable generation adjacent to load · gains pricing power+4	40	+8	0basing_or_downtrend	30	not yet
CB	Chubb Limited	Financials	2.12	2.16 -0.50	T-001 T-003 T-002 T-006	Liability, insurance and safety certification for human-robot work · new riskInsurance and financing wrapper · mandatory infrastructure+3	63	+16	50basing_or_downtrend	—	watch
LNG	Cheniere Energy	Energy	2.11	2.31	T-004 T-003 T-009	Scarce physical stores of value · becomes scarceNatural gas supply and midstream · gains pricing power+1	41	-18	75emerging✓	48	watch
BE	Bloom Energy Corp	Technology	2.11	2.04	T-004 T-002 T-003	Firm, dispatchable generation adjacent to load · gains pricing powerPower generation and electrical equipment OEMs · gains pricing power+2	53	-14	100stage2_uptrend✓	—	watch
ADP	Automatic Data Processing	Industrials	2.09	1.99	T-008 T-009 T-001	Tax, estate and workflow data · becomes scarceCompliance, surveillance and regulatory reporting for 24/7 markets · mandatory infrastructure+1	55	-4	75emerging✓	35	watch
CARR	CARRIER GLOBAL Corp	Industrials	2.07	4.69	T-002 T-004 T-006 T-007 T-003	Repair, renovation and MRO (repair-and-stay-put, multigenerational retrofit, ADU conversion) · gains pricing powerElectrical and thermal equipment (labour-productivity substitutes) · mandatory infrastructure+4	38	-6	25basing_or_downtrend	—	not yet
MIR	Mirion Technologies, Inc.	Technology	2.07	3.05	T-002 T-004 T-003	Nuclear and SMR supply chain · becomes scarceNuclear components and SMR supply chain · becomes scarce+2	53	+32	0basing_or_downtrend	—	not yet
CAH	Cardinal Health	Health Care	2.06	1.67	T-005	Pharma manufacturing, fill-finish and life-science tooling · mandatory infrastructureCold chain and specialty pharmacy logistics · gains pricing power	60	+12	75emerging✓	—	ready
ENS	EnerSys	Technology	2.06	2.04	T-004 T-002 T-003	Power generation and electrical equipment · becomes scarcePower generation and electrical equipment OEMs · gains pricing power+2	61	+21	50basing_or_downtrend	—	watch
CW	Curtiss Wright Corp	Industrials	2.04	4.64	T-004 T-002 T-003	Power generation and electrical equipment · becomes scarceNuclear and SMR supply chain · becomes scarce+4	38	-6	25basing_or_downtrend	—	not yet
VRT	Vertiv	Industrials	2.00	4.12 -0.24	T-002 T-004 T-006 T-003 T-001 T-008	Always-on settlement compute and low-latency networking · becomes abundantElectrical and thermal equipment (labour-productivity substitutes) · mandatory infrastructure+4	47	-6	38basing_or_downtrend	27	not yet
STT	State Street Corporation	Financials	1.97	1.95	T-008 T-009	Advice-led distribution and household-graph custody · gains pricing powerPure passive beta distribution · becomes abundant+2	51	-13	88stage2_uptrend✓	—	watch
SPGI	S&P Global	Financials	1.86	3.54	T-008 T-002 T-009 T-007	Tax, estate and workflow data · becomes scarceExchange listing franchises and market data · gains pricing power+4	52	+3	0basing_or_downtrend	32	not yet
MU	Micron Technology	Technology	1.80	1.19 -0.24	T-004 T-001 T-008	Always-on settlement compute and low-latency networking · becomes abundantEndpoint inference silicon and memory · gains pricing power+1	74	+22	100stage2_uptrend✓	52	ready
MCHP	Microchip Technology	Technology	1.80	2.10	T-005 T-006 T-001	Robot component and semiconductor supply · gains pricing powerOn-device inference for continuous health telemetry · gains pricing power+1	57	+7	75emerging	—	watch
CINF	Cincinnati Financial	Financials	1.80	1.54 -0.50	T-003 T-002 T-001 T-006	Liability, insurance and safety certification for human-robot work · new riskInsurance and financing wrapper · mandatory infrastructure+2	67	+33	50basing_or_downtrend	—	watch
HOOD	Robinhood Markets	Financials	1.77	2.71	T-008 T-009 T-001	24/7 tokenised settlement and multi-venue access · mandatory infrastructureGlobal multi-venue brokerage / permissioning · gains pricing power+2	37	-21	62emerging	36	watch
FIS	Fidelity National Information Services	Financials	1.76	2.08	T-001 T-002 T-009 T-008	Fraud/identity/anomaly infrastructure · mandatory infrastructurePayments rails as liability underwriters · new risk+4	63	+50	0basing_or_downtrend	—	watch
COP	ConocoPhillips	Energy	1.75	1.51	T-004 T-009	Scarce physical stores of value · becomes scarceNatural gas supply and midstream · gains pricing power	59	+6	75emerging✓	44	ready
TLN	Talen Energy Corp	Utilities	1.75	4.39	T-004 T-006 T-003 T-002	Power and electrons · mandatory infrastructureFirm, dispatchable generation adjacent to load · gains pricing power+4	30	-12	0basing_or_downtrend	—	not yet
PRIM	Primoris Services Corp	Industrials	1.72	4.60	T-006 T-004 T-007 T-003 T-002	Entitled, serviced land near employment — and skilled trades · becomes scarceField labour aggregation (crew-owning specialty contractors) · gains pricing power+4	25	-7	0basing_or_downtrend	—	not yet
CME	CME Group	Financials	1.71	3.59	T-008 T-009 T-001	24/7 tokenised settlement and multi-venue access · mandatory infrastructureExchange listing franchises and market data · gains pricing power+3	45	-10	12basing_or_downtrend	43	not yet
PWR	Quanta Services	Industrials	1.71	2.35	T-004 T-006 T-003	Field labour aggregation (crew-owning specialty contractors) · gains pricing powerTransmission, substation and mechanical EPC / skilled trades · becomes scarce+1	47	-8	62emerging	44	watch
CSCO	Cisco	Technology	1.70	1.45	T-002	Enterprise security platforms (consolidated, audited, insurable) · mandatory infrastructureSovereign / on-prem AI and data residency · gains pricing power	63	+4	88stage2_uptrend✓	—	ready
CVX	Chevron	Energy	1.65	1.51	T-004 T-009	Scarce physical stores of value · becomes scarceNatural gas supply and midstream · gains pricing power	56	+3	88stage2_uptrend✓	34	ready
CRM	Salesforce	Technology	1.65	1.28	T-008 T-001	Agentic interfaces to finance · becomes scarceWorkflow data & systems of record that the agent must act through · gains pricing power	65	+12	88stage2_uptrend✓	30	ready
AVGO	Broadcom	Technology	1.65	2.31 -0.24	T-001 T-006 T-002 T-008	Always-on settlement compute and low-latency networking · becomes abundantRobot component and semiconductor supply · gains pricing power+3	68	+21	12basing_or_downtrend	27	watch
J	Jacobs Solutions	Industrials	1.64	2.35	T-004 T-006 T-003	Field labour aggregation (crew-owning specialty contractors) · gains pricing powerTransmission, substation and mechanical EPC / skilled trades · becomes scarce+1	43	-13	62emerging	—	watch
HON	Honeywell	Industrials	1.64	3.55 -0.50	T-004 T-003 T-002 T-006	Industrial automation and robotics platforms · new riskPower generation and electrical equipment · becomes scarce+4	42	0	0basing_or_downtrend	38	not yet
AEP	American Electric Power	Utilities	1.63	3.61 -0.08	T-004 T-007 T-006 T-002 T-003	Residential electrification and per-household power demand · mandatory infrastructurePower and electrons · mandatory infrastructure+4	40	-5	38basing_or_downtrend	57	not yet

Why these

Rationale for the top candidates, grounded only in the ranking data · an entry condition and the key risk per name

AAPLApple6.66ready

T-004 T-001 T-005 T-008

Highest composite score (6.66) and the only name in the set that is both technically ready (stage2, score 100) and not being over-charged for its thesis load \u2014 expectations gap +3 with pricing 68 against reality 70. It sits at the intersection of four pools: endpoint inference silicon and trust/attestation for local inference (T-004, posterior 97.5), on-device health telemetry and adherence agents (T-005, 87.8), agentic interfaces to finance (T-008, 80.3) and trusted delegation (T-001). The market prices it as a mature handset annuity, not as the attestation and on-device-inference toll booth four separate theses independently route value through; attention is only 31 and it is not crowded.

EntryAlready buy-ready \u2014 take initial position while stage2 structure holds; add on an OS-level agent shipping with stored payment authority on by default (T-001 secondary tell) or a named non-diagnosed OTC sensor disclosure cycle.

RiskT-001 posterior is the weakest in the book at 61.7; if the April 2027 network rulebook cycle passes with no agent-transaction liability standard, the delegation leg (1.73 of its 5.62 exposure) decays and the name reverts to a hardware-cycle multiple.

FTNTFortinet6.61watch

T-008 T-004 T-005 T-002 T-009 T-001

The cheapest way to own the six-layer security cluster: identical thesis exposure (5.47) and identical role map to PANW and ZS, but an expectations gap of only -1 (pricing 79 vs reality 77) against PANW's -20 and CRWD's -19, with the highest opportunity score in the security group at 71. Technically ready, stage2, score 100, attention 40 and uncrowded. The market is paying a consolidation premium for PANW/CRWD narrative while Fortinet delivers the same mandatory-infrastructure exposure \u2014 enterprise platforms (T-002), trust and attestation (T-004), biometric data governance (T-005), custody/key management (T-008) \u2014 at near-fair expectations.

EntryBuy on the current stage2 structure; size up if agent-governance appears as a separately priced, attach-rate-disclosed line in Q4 FY2026/Q1 FY2027 security vendor disclosures (the single strongest T-002 confirmation available).

RiskT-002's explicit falsifier \u2014 agent governance bundled free into platform deals \u2014 would confirm security deflation and hit the whole cluster; Fortinet also carries more hardware-refresh cyclicality than the pure-software comps, so a flat IT-spend year compresses it faster.

IESCIES Holdings, Inc.5.68watch

T-007 T-006 T-004 T-003 T-002

Fairly priced exposure (gap -1, pricing 64 vs reality 63) to the single most reinforced scarcity in the book: skilled trades appear as 'scarce' or 'gains_pricing_power' in T-007 (90.2), T-006 (83.5), T-004 (97.5) and T-003 (80.0) simultaneously \u2014 four independent theses converging on crew-owning specialty contractors. Technically ready at 88, stage2, and it carries no narrative or attention score at all, which is exactly the profile of a value pool nobody has written the story for yet. FIX has the same role map and a better reality score but is in a basing structure; IESC is the one you can actually buy today.

EntryEnter on stage2 continuation; confirm on Q3 2026 specialty-contractor earnings showing backlog duration extending past 18 months with craft labour named as the binding constraint and explicit field-wage escalation clauses.

RiskT-006's fastest falsifier \u2014 a neocloud or GPU-financing credit event, or a disclosed data-centre cancellation \u2014 turns scarcity rent into crew release within a quarter or two; small-cap liquidity means that repricing is violent.

GEVGE Vernova5.35watch

T-004 T-003 T-006 T-002

The largest raw thesis exposure in the entire candidate set (6.41) concentrated in the highest-posterior thesis in the book: T-004 at 97.5 contributes 2.73, T-003 at 80.0 adds 2.16, across power generation scarcity, SMR supply chain scarcity and grid orchestration software. Yet it is the only high-exposure name with a positive expectations gap (+7, pricing 54 vs reality 61) \u2014 the market has stopped paying for it even as the electrons-before-silicon mechanism became near-certain. Narrative 77 against pricing 54 is the clearest narrative-price divergence here.

EntryDo not buy the base \u2014 technical score 50, stage basing/downtrend, not ready. Wait for a confirmed stage2 transition, or for the T-004 primary signal: a top-five hyperscaler contracting firm generation before interconnection is granted on a >=1GW campus.

RiskA first neocloud or vendor-financed GPU default shrinks the announcement pipeline that this entire backlog narrative rests on; T-004's own authors flag this as the invalidating event for the primary metric.

AESAES Corporation4.64watch

T-004 T-006 T-003 T-002

The widest positive expectations gap among the power names (+10, pricing 43 vs reality 53) with 3.12 of its 5.36 exposure coming from T-004 at 97.5 posterior \u2014 firm dispatchable generation adjacent to load gaining pricing power, and powered land/interconnection/water rights becoming scarce. No narrative score and no attention reading at all: this is permission and powered land being valued as a leveraged utility balance sheet rather than as the scarcest input in AI buildout.

EntryNot ready (technical 62, emerging). Enter only on confirmed breakout out of the emerging stage, ideally coinciding with hard count data on local denials/moratoria citing power or water \u2014 T-004's least-evidenced leg (b), which is exactly what repricing permission requires.

RiskT-004 explicitly flags community/ratepayer political risk as a new_risk layer for this exact exposure; AES also carries rate-sensitive leverage into a 5.3% 10-year, so the cheap pricing may be a correct balance-sheet judgement rather than a mispriced scarcity.

ZSZscaler4.87watch

T-008 T-004 T-005 T-002 T-009 T-001

Same 5.47 security-cluster exposure and same six mandatory-infrastructure roles as PANW and CRWD, but with a positive expectations gap (+6, pricing 54 vs reality 60) versus their -20 and -19. Narrative 78 matches the cluster leaders while pricing sits 30+ points below them \u2014 the market is discounting execution, not the thesis. This is the cheapest option on T-002, T-004 attestation and T-005 biometric governance all resolving favourably.

EntryTechnical 62, emerging, not ready \u2014 wait for stage2 confirmation. Fundamental trigger: agent-governance disclosed as a separately priced line with attach rates in the Q4 FY2026/Q1 FY2027 cycle.

RiskThe pricing discount reflects reality 60 versus FTNT's 77 \u2014 if the gap is execution rather than sentiment, a correct thesis still produces a losing position as platform consolidation routes budget to PANW and CRWD.

PYPLPayPal4.62watch

T-008 T-001 T-002 T-009

The lowest pricing score in the entire set (38) against a +11 expectations gap, with 2.25 of exposure to T-008 (posterior 80.3) via stablecoin issuance and reserve float as mandatory infrastructure, multi-venue brokerage permissioning, and agentic interfaces to finance as scarce \u2014 plus 2.22 to T-001 delegation. The market is pricing a structurally impaired checkout button and paying nothing for optionality on tokenised settlement rails, which no other candidate here provides at this valuation.

EntryBasing/downtrend, technical 50 \u2014 no entry on structure. Buy only on both a stage transition and a hard T-008 print: a top-five broker publishing tokenised-equity volume with named market makers, or a CCP/prime broker accepting a tokenised MMF as eligible margin.

RiskIt is the only name in the set carrying a negative headwind (-0.42) \u2014 T-009 casts payments rails as liability underwriters for elder scam losses, so the same thesis set that creates the upside also assigns it new uncompensated liability.

Portfolio note

This is two engines plus one option book. Engine one is electrons and trades \u2014 IESC, GEV, AES \u2014 all drawing on T-004 at 97.5 posterior and T-006/T-007 skilled-labour scarcity; the exposures are highly correlated and share a single falsifier, a GPU-financing or neocloud credit event that converts backlog into released crews, so treat them as one position of roughly a third of risk, not three. Engine two is the security cluster, where the discipline is to own exposure at FTNT's -1 expectations gap and ZS's +6 rather than PANW's -20, CRWD's -19 or NET's -17 \u2014 identical role maps, wildly different prices, and a single shared binary (agent governance priced separately versus bundled free) that settles T-002. AAPL is the only name that bridges both the inference-trust and the delegation pools and is the sole buy-ready, fairly-priced, uncrowded candidate, which earns it the largest single weight. PYPL is a small option, not a core holding: cheapest pricing in the set but carrying the only negative headwind. Four of seven are not technically ready (GEV, AES, ZS, PYPL) and should sit as staged orders. The list changes if GPU spot rental rates fail to fall or a vendor-financed GPU default prints \u2014 that guts the power/trades engine and I would rotate weight into the security cluster and AAPL; conversely, if agent governance is bundled free in the Q4 FY2026 disclosures, FTNT and ZS come out and the power names take their weight.

Headwinds

Names whose value-pool roles turn against them under the open theses · loses pricing power, new risk, abundant · headwind < −0.3

Ticker	Name	Headwind	Theses	Roles
BAC	Bank of America	-2.19	T-007 T-008	Cross-border FX and correspondent banking margin · loses pricing powerBank deposit and broker sweep funding · new riskConsumer credit and transaction finance tied to mortgage origination · loses pricing power
JPM	JPMorgan Chase	-2.19	T-007 T-008	Cross-border FX and correspondent banking margin · loses pricing powerBank deposit and broker sweep funding · new riskConsumer credit and transaction finance tied to mortgage origination · loses pricing power
WFC	Wells Fargo	-2.19	T-007 T-008	Cross-border FX and correspondent banking margin · loses pricing powerBank deposit and broker sweep funding · new riskConsumer credit and transaction finance tied to mortgage origination · loses pricing power
GOOG	Alphabet Inc. (Class C)	-1.80	T-001 T-002 T-004	Merchant GPU rental / centralized inference capacity · loses pricing powerAttention and convenience wallet share · loses pricing powerDiscovery & persuasion (ad-funded attention) · loses pricing power
DIS	Walt Disney	-1.75	T-002 T-001	Attention and convenience wallet share · loses pricing powerDiscovery & persuasion (ad-funded attention) · loses pricing powerRetention-flow and inertia-dependent subscription revenue · new risk
GOOGL	Alphabet	-1.74	T-002 T-004	Continuous biometric sensing · becomes abundantMerchant GPU rental / centralized inference capacity · loses pricing powerAttention and convenience wallet share · loses pricing power
CMG	Chipotle Mexican Grill	-1.64	T-002 T-005	Food, beverage and retail calorie supply · loses pricing powerAttention and convenience wallet share · loses pricing power
DPZ	Domino's	-1.64	T-002 T-005	Food, beverage and retail calorie supply · loses pricing powerAttention and convenience wallet share · loses pricing power
MCD	McDonald's	-1.64	T-002 T-005	Food, beverage and retail calorie supply · loses pricing powerAttention and convenience wallet share · loses pricing power
SBUX	Starbucks	-1.64	T-002 T-005	Food, beverage and retail calorie supply · loses pricing powerAttention and convenience wallet share · loses pricing power
PNC	PNC Financial Services	-1.38	T-008 T-007	Bank deposit and broker sweep funding · new riskConsumer credit and transaction finance tied to mortgage origination · loses pricing power
TFC	Truist Financial	-1.38	T-008 T-007	Bank deposit and broker sweep funding · new riskConsumer credit and transaction finance tied to mortgage origination · loses pricing power

Thesis ledger

One row per thesis · posterior with its reasonable range (band), the reference-class prior (tick) · open a row for the full record

ID	Thesis	Posterior	Range	Confidence	Stage	Next confirmation signal	Last update	Updates	Status
T-001	Trusted Delegation: When Consumer AI Value Migrates from Generation to Action and Protection (2026–2031)	61.7%	45–78% prior 77.3%	Medium	innovators	Unchanged and now more precisely dated: a top-10 US issuer or top-3 card network publishing an explicit consumer liability and chargeback-parity rule for agent-initiated transactions, with a stated spend ceiling and revocation standard. Because network rulebook changes ship on April/October cycles, the realistic first window is the April 2027 release — absence then would be a genuine negative update, not noise. Secondary tells over the next 90 days: (a) whether the voluntary federal AI accord's working groups produce an agent-transaction liability annex or explicitly decline to; (b) an insurer or reinsurer publicly quoting a priced agent-error product for consumer transactions; (c) Apple/Google shipping an OS agent with stored payment authority on by default; (d) Adobe Analytics or Shopify disclosing agent-originated GMV as a separate line.	2026-10-01	1	open
T-002	Security as Standing Consumption: Resilience Spend Outgrowing Convenience Spend in High-Income Markets by 2032	76.3%	56–93% prior 90.9%	Medium	early majority	Unchanged as the decisive test: the FY2027 Gartner/IDC vendor-revenue print reconciled against the IANS/Artico CISO budget benchmark, in a year where total nominal IT spend grows <2%. Added near-term tell: whether agent-governance appears as a separately disclosed, separately priced revenue or budget line in Q4 FY2026 / Q1 FY2027 disclosures from PANW, CRWD, IBM, Okta or DigiCert — or whether it is bundled free into platform deals. Bundled free would confirm the deflation thesis and effectively settle sub-condition (a) against the thesis; separately priced with attach-rate disclosure would be the single strongest confirmation available this cycle.	2026-10-01	1	open
T-003	Reliability as a Purchased Good: Private Substitution for a Degrading Public Power Guarantee (2026–2031)	80.0%	69–91% prior 85.0%	Medium	early adopters	Generac's Q3 2026 print (late October) is now the nearest-term resolver: specifically whether C&I/data-centre backlog is growing faster than storm-driven residential, and whether residential order intake is already mean-reverting in a 7%-mortgage environment. Second, by mid-2027, whether a second hyperscaler signs a multi-billion BTM or firm-power contract on the Amazon template. Third, watch whether any US state or EU member state introduces mortgage-embedded or on-bill financing for residential resilience hardware — that is the only identified mechanism that neutralises the rate shock, and its absence through 2027 makes metric (i) very hard.	2026-10-01	1	open
T-004	Electrons Before Silicon: Power and Siting as the Binding Constraint on AI Capacity by 2031	97.5%	88–99% prior 95.5%	Medium	early majority	Two distinct signals in the next two quarters, in priority order: (1) a top-five hyperscaler announcing a >=1GW campus where firm generation is contracted before interconnection is granted, and a second/third power- or permit-driven schedule slip following Oracle's force majeure; (2) first hard count data on US/EU local denials/moratoria citing power or water from an auditable tracker " condition (b) is the least-evidenced leg and currently rests entirely on mechanism and search-attention proxies. Negatively, watch for the first neocloud or vendor-financed GPU default, which would shrink the announcement pipeline and invalidate the primary metric; and watch GPU spot rental rates, which must fall for the thesis' silicon-loosening premise to hold.	2026-10-01	1	open
T-005	From Episodic Care to Continuous Metabolic Management and Consumer-Chosen Elective Procedures (2026–2031)	87.8%	77–98% prior 81.8%	Medium	early majority	Q4 2026 / Q1 2027 real-world persistence readouts (Truveta, Prime, BHI) alongside the first full four quarters of oral incretin scripts: 12-month discontinuation below 45% with oral volumes additive rather than substitutive is the re-rating event. Secondary: the CMS obesity coverage scope ruling under a visibly fiscally constrained Congress, DXCM/ABT Q3-Q4 disclosure of non-diagnosed OTC sensor users against the 5m threshold, and SYK/ZB ortho robotic mix in the ASC channel.	2026-10-01	1	open
T-006	Scarcity Rents in the Physical Layer: Skilled Trades, Infrastructure Credentials and Pre-Economic Robot Adoption (2026–2032)	83.5%	72–94% prior 77.3%	Medium	early adopters	Q3 2026 specialty-contractor earnings in late October (Comfort Systems, Quanta, EMCOR, Vertiv): the test is now two-sided and sharper than last month. Confirmation = backlog duration extending past 18 months, managements naming craft labour as the binding constraint, and explicit field-wage escalation clauses, despite a 5.3% 10-year and a deepening housing recession. Falsification = backlog shortening, any disclosed data-centre project cancellation (as opposed to Oracle-style delay), or a neocloud/GPU-financing credit event \u2014 the last of which would be the fastest route from 'scarcity rent' to 'crew release'. Secondary: whether IFR's 2026 World Robotics creates a separate humanoid category with five-figure shipments.	2026-10-01	1	open
T-007	Format Absorption: How Housing Unaffordability Is Resolved by Changing the Product, Not the Price	90.2%	79–99% prior 82.6%	High	early majority	Two reads, now of unequal importance. (1) The November 2026 NAR Profile alongside the Census 2026 Characteristics of New Housing — a third sub-26% FTB print is near-certain and confirms leg A, but the Census median-size print is now the genuinely informative one: if the buyer pool has narrowed to the top quintiles, median size may tick up, which would be the first real damage to leg B. (2) Q4 2026 / Q1 2027 BTR start counts and manufactured-housing shipments measured against a 5.3% 10-year. Shipments holding above 100k and BTR starts above 10% through a full cap-rate shock would prove leg D is a channel; a drop below 90k shipments with BTR starts collapsing would prove it was a cheap-capital cycle and effectively kill the 3-of-4 arithmetic.	2026-10-01	1	open
T-008	Global Rails: 24/7 Tokenised Settlement, Venue Pluralism and the De-Americanisation of Retail Financial Onboarding by 2031	80.3%	55–99% prior 95.7%	High	early adopters	Two hard, falsifiable prints: (1) a top-five broker/exchange publishing tokenised-equity volume with named market makers and quoted spreads, and (2) the first CCP, prime broker or insurance regulator formally accepting a tokenised money market fund as eligible margin/collateral. Secondary: the next Artemis/rwa.xyz adjusted (non-crypto-native) stablecoin settlement print — needs to be compounding above ~80% y/y to reach $1trn by 2031 — and any official SEBI/CSRC/CBN move on outbound retail investing. A single large de-peg or tokenised-custody failure is the main downside trigger to watch.	2026-10-01	1	open
T-009	The Gerontocratic Balance Sheet: Protection, Advice and Transfer as the Organizing Logic of Household Finance (2026–2031)	70.7%	56–85% prior 81.8%	High	early adopters	Unchanged and now overdue: at least two of the top-five US custodians/brokerages (Schwab, Fidelity, Vanguard, Morgan Stanley, LPL) announcing caregiver view-only permissioning plus AI scam anomaly monitoring as a default, disclosed account feature. Secondary watch: Q3/Q4 2026 LIMRA annuity sales against record 2024-25 comps (does a 5.3% 10y accelerate sales or does cash/drawdown at 5% substitute for annuitisation?), and whether gold stabilises above the level required to keep household hard-asset share near its 2015-24 mean. If the custodian signal has not fired by Q2 2027, condition (c) should be treated as failing and the composite reduced to a 2-of-4 problem.	2026-10-01	1	open

Scoreboard

Brier scores of resolved theses and calibration by stated probability

Open

Resolved

Mean Brier · final

—

last posterior vs outcome

Mean Brier · time-avg

—

every recorded posterior

Calibration bins

No resolved theses yet — bins fill as theses resolve.

Brier 0 = perfect, 0.25 = coin flip. Calibration bins compare stated probability with realised frequency; the hindcast harness (forecast from 1995/2000/... with later data hidden) is the next step.

New thesis

Analysed in the background: formalise → analogues → reference class → evidence → posterior → value pools (~4 min)

New theses are analysed on the live backend: POST /api/thesis-v2 with a statement, or

cd backend && .venv/bin/python -m brain.pipeline thesis-v2 --seed

Static snapshot: runs happen on the scheduled morning job