JOHN COLLINS / RESEARCHER & SYSTEMS BUILDER
AI, through
to consequence.
Find what matters. Follow where value moves. Turn technical change into better decisions.
I investigate AI’s technical and economic consequences—and build the systems to put that understanding to work. Explore the evidence, challenge an inference, and see what changed my mind.
What became possible?
Inspect the architecture, measured result and conditions. A model's capability is the beginning of the investigation.
Technical result → operating constraintA method to explore. Not a live market feed.
From a compelling AI claim to a decision you can defend.
Bring a question ↗01 / SELECTED WORK
The interesting part
is the missing link.
A cash-flow statement, a missing section of an earnings call, an AI research system. Three different ways to get closer to what matters.
Cash arrived.
The work is still owed.
Reconcile Oracle’s cash-flow statement with its customer-financing note. Explore which conclusion the arithmetic supports.
The answer wasn’t
in the excerpt.
Reconstruct the full Dell earnings call before interpreting it. A missing source segment can look like a missing answer.
Built to carry
the correction forward.
Eleven projects connect discovery, source verification, stress, publication and later observation—with explicit limits.
02 / THINK WITH THE WORK
Inspect the reasoning
Follow the cash.
Test the inference.
Does cash received establish surplus for shareholders?
Oracle · Q1 FY27 · USD billionsThree months ended 31 August 2026The cash is real. Its source matters.
- Observed
- Oracle reported $23.103bn of operating cash flow. This already includes the $11.363bn specified increase in deferred revenue from customer prepayments with a significant financing component.
- Inference
- The advance provides genuine operating funding. Receiving it does not, by itself, establish earned surplus.
- Unknown
- How much of the associated work has been delivered and accepted, and at what remaining cost?
Cash flows, p. 5 · Customer prepayments, p. 7
One assumption, held apart
What changes if that inflow is excluded?
Remove only the specified prepayment inflow. Hold every other reported number fixed.
- Reported OCF
- 23.103
- Excluded inflow
- 0.000
- Reported capex
- 28.499
Equals issuer-defined free cash flow at zero exclusion.
Not normalized or counterfactual cash flow, a valuation, or a forecast. This does not remove all advances or other working-capital movements. Equity financing is excluded from both calculations.
03 / A WORKING DISCIPLINE
Useful insight.
Then the machinery.
The point is to discover what changes a decision. Methods earn their place by helping: finding an overlooked mechanism, testing a stale assumption, or revealing where economic value actually goes.
Read the method & its limits ↗- 01
Start with the change.
Establish the source, date, identity and actual scope. An announcement, a deployment and a measured outcome are different facts.
- 02
Follow the mechanism.
Trace capability through constraints, spending, delivery and economics. Identify the first link that the evidence cannot support.
- 03
Try to break the inference.
Test timing, comparison groups, magnitude and rival explanations. Leave the unexplained part visible.
- 04
Make the work inspectable.
Publish the inputs, calculation, limitations and dated result. A configured process is not proof that it ran.
- 05
Let correction compound.
Preserve the earlier judgment. Record what changed and carry that correction into the next question.
04 / A RECORD THAT CAN CHANGE
Keep the work.
Show the revision.
John Collins Alpha is the working research system. Its public record preserves what was said, when it was said and what remained unknown.
Cash arrived. The work is still owed.
Source → economic inference↗A ranking is not a track record.
Process → outcome evidence↗THE FULL RECORDEarlier work, boundaries and corrections.
Immutable published editions↗Memory coverage is partial. Prospective investment efficacy is unproved. Reader usefulness has not yet been established by independent human review. The interface makes these limits easier to inspect; it does not resolve them.
Read the coverage receipt ↗RESEARCH EDITION 2026.39 · Evidence cutoff 15 Sep 2026, 17:35 SGT · Interface reconstructed 17 Sep 2026
JOHN COLLINS / SINGAPORE05 / THE PERSON BEHIND THE QUESTIONS
John Collins.
Researcher. Builder.
The person asking the next question.
I work where AI engineering, markets and commercial reality meet. I want to understand what a system can do, what it takes to make it work, and who ultimately captures the value.
Deep Vertical AI is the Singapore company through which I develop this work and build research and decision systems.
Earlier work spans investment-bank quantitative research, HSBC’s Artificial Intelligence and Data Analytics laboratory, FTI Consulting’s Asia AI practice, and doctoral research. The current work is here to inspect.
WORK WITH DEEP VERTICAL AI
Bring the question
that doesn’t fit the deck.
A technical claim to investigate. An economic implication to test. A research workflow to build with evidence, evaluation and human control.
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