Frontier capabilities
Read architectures, experiments and evaluations to understand what changed and under which conditions.
Evidence boundary
A benchmark result does not establish a general capability.
THE METHOD / DEEP VERTICAL ALPHA
Follow the mechanism.
Keep the missing link.
A claim about AI can be technically true and economically incomplete. The research follows the chain far enough to find which conclusions the evidence supports—and which questions remain open.
Inspect a public exampleTHE RESEARCH DISCIPLINE
Five habits.
A clearer explanation.
- 01
Start with the evidence.
Find the primary source, its date and its scope. An announcement, a deployment and a measured result are different facts.
- 02
Follow the mechanism.
Connect capability to constraints and consequences. Show which relationships are observed and which remain hypotheses.
- 03
Try to break the inference.
Test timing, comparison groups, magnitude and rival explanations. Keep the unsupported step open to challenge.
- 04
Make the reasoning visible.
Share sources, calculations and useful visual models. Label the assumptions and the limits of each example.
- 05
Leave room for correction.
Date the work, preserve its context and acknowledge what new evidence changes.
RESEARCH CAPABILITIES
Different tools.
One evidence standard.
Deep Vertical Alpha brings together methods for investigating AI and its consequences. The question determines which methods are useful; each published study states its own scope and limits.
Frame the question→Discover & verify→Challenge the explanation→Share & revise
Technical constraints
Follow the limits that shape useful intelligence: compute, memory, energy, data and reliable operation.
Evidence boundary
A plausible mechanism still needs measurement.
Source reconstruction
Recover context, reconcile conflicting accounts and distinguish a primary record from a partial retelling.
Evidence boundary
Source completeness is not independent verification of a claim.
Economic mechanisms
Trace technical change through infrastructure, obligations, costs and delivery using public evidence.
Evidence boundary
An issuer study does not imply ownership or predict a return.
Evaluation
Compare alternatives, make assumptions explicit and test where a conclusion stops holding.
Evidence boundary
An illustration or sensitivity is not a forecast.
Visual explanation
Use diagrams and interactive models to make relationships, uncertainty and evidence easier to examine.
Evidence boundary
Conceptual diagrams are labelled; measured quantities retain their sources.
A method describes how a question can be investigated. The sources, calculation and limitations in each public study show what that particular investigation established.
WHAT MAKES RESEARCH INSPECTABLE
Show the evidence.
State the boundary.
Scope & identity
Identify the subject, source date, reporting period and unit of comparison. Distinguish a technical announcement, a deployment and an observed result.
Sources & calculations
Link public evidence and show reproducible arithmetic where it helps. Keep reported figures separate from assumptions, estimates and sensitivities.
Rival explanations
Consider what else could explain the observation and what evidence would distinguish the alternatives. A plausible mechanism is not a measured outcome.
Corrections & context
Keep the date and scope of a study visible. Preserve its source record and identify corrections without implying that an older finding is current.
PUBLIC RESEARCH / EXPLICIT LIMITS
Each published study stands on its cited public evidence. Issuer analysis does not disclose or imply ownership, an investment position or a trading result.
Inspect an example’s limitsRESEARCH DISCUSSION
What does the
evidence leave open?
Questions, corrections and relevant public sources are welcome from the research community.
Discuss the research