Four-lens research desk

Four lenses hunt the next trillion-dollar stocks.
Agreement is the signal.

A scout hunts trillion-dollar DNA — the traits today's giants showed before they were giants — in small companies now. Three independent lenses — fundamentals, game theory, street consensus — work the cohort blind. When their threads converge, Mag8 measures it.

26 AGENTS PER RUN3 LENSES, FULLY BLIND32 ACADEMIC WORKS CITED

How a run works

STAGE 01

One scout finds the cohort

Deep web research hunts trillion-dollar DNA: the traits today's mega-caps showed before they were big, matched to small and mid-caps riding the same secular waves now.

STAGE 02

Three lenses work blind

Fundamentals, game theory, and street consensus each analyze every candidate — independently, never seeing each other.

STAGE 03

Agreement gets measured

A compiler scores each stock; deterministic code verifies the arithmetic. Where independent methods converge, the score says so.

Why blind lenses? Any one method can talk itself into a story. Independent methods agreeing is harder to fake — that agreement, the confluence, is what gets scored.

The scale is real: a full run fields 26 agents — one discovery scout, three lens analysts on each of eight candidates, and one compiler. And none of it is improvised: every lens works from methods published in academic research, all 32 works cited.

Under the hood — the two engines doing the unusual work

Trillion-dollar DNA, found early

STAGE 01 · SCOUT

Every giant was small once — and the traits showed up before the market cap did. The scout studies what today's trillion-dollar companies looked like before they were big, then hunts the US small- and mid-cap universe for that same genome now, wave by wave.

FOUNDER-LEDPLATFORM ECONOMICSCOMPOUNDING MOATNETWORK EFFECTSCATEGORY CREATIONEXPANDING TAM

Discovery opens the case — it names the traits matched and the wave underneath. It never scores its own picks; the three lenses attack the thesis blind.

Game theory: it war-games the world

LENS 02 · GT

Most research asks what a company is worth. This lens asks what the world around it is about to do. It maps the players who will actually decide the outcome — states, central banks, incumbents, regulators — scores each on mass, energy, and coordination, and follows the moves they're structurally compelled to make. Then it prices the gap between what's likely and what's priced in.

PLAYER MAPM × E × C3–24M PROBABILITIESASYMMETRY 1–10FALSIFIER

Every read ends with a number and a kill switch: an Asymmetry Score for the mispricing, and the observable condition that would prove the whole thesis wrong.

MOCKUP LEADERBOARD

full board opens at launch
#188.6
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Revealed at launch

Fundamentals, game theory, and street consensus each file a blind verdict.

#274.2
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Revealed at launch

Where independent methods converge, the score climbs — agreement is the signal.

#361.9
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Revealed at launch

Value-trap gates veto weak stories before they ever reach the board.

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Mag8 — the next trillion-dollar leaderboard