From DowJo — where this research becomes practice. Train your judgment before you risk your money.
Course Research · Episode 14
The Market Becomes Your Curriculum
Compared with what? And as of when?
The evidence-led takeaway
The thesis of the theses: under every film sat the same two questions, asked until they no longer needed the subject — compared with what, and as of when?
Ask Jo about this researchJo reads this note before answering. Sign in to ask Jo with this evidence attached — you come straight back here.
In brief
What this research concludes
THE THESIS OF THE THESES: under every film sat the same two questions, asked until they no longer needed the subject — compared with what, and as of when? Before any film said anything about an investment it fixed what a number, a result or a story should be compared with (a bar, a control, the same sentence on another date, the company beside it in the same layer, the nearest thing that did not move, the cash that pays for it, the price) and when that comparison could have been known and would be answered.
The judgment skill this hands over
When the next story arrives, write down the claim underneath it before the answer does: compared with what, as of when, and what would make you act differently. When nothing published exists to compare it with, say so and use the numbers that do exist. Then ask whether the price already believes the same thing.
What we investigated
Compared with what? And as of when?
This is episode 14 of Investing in the AI Era, a 14-episode course. The film tells the story; this note is the research behind it, kept inspectable.
Who and what this looks at
How we tested it
Researched to be refuted, not confirmed
Candidate claims went to an independent pass instructed to refute them against primary sources. Survivors became evidence; casualties became the refused list below.
The method, in the research team's own words
AI14 is synthesis-heavy by design. (1) Thirteen read-only course readers (wf_4735ecb6-c40, 0 errors, ~1.87M subagent tokens) over every treatment, script, packet, pre-registration, founder review and QA record for AI01–AI13, plus the producer's full read of all thirteen locked narrations → course/research/AI14-COURSE-SYNTHESIS-MATRIX.md and AI14-META-THESIS-CANDIDATES.md (ten candidate theses), committed (9a21c2f) before any external research. (2) Pre-registration of six capstone hypotheses and four external leads (f62d0d7). (3) One wave, three bounded primary-source lanes, one agent each, no retries (wf_174839f9-837): hindsight; feedback and forecasting practice; the status of the course's own pending dated tests. Adjudicated in AI14-lanes/adjudication-research.json; most new facts deliberately not narrated. (4) Three refuters, one pass, on draft 1 (R1 the capstone thesis, R2 callback fidelity, R3 new facts and course-synthesis counts), adjudicated in course/research/AI14-refutation.json. (5) Producer read-only primary checks on the frozen DowJo app repo (onboarding redirect; product law). Verdict vocabulary: SUPPORTED / CORRECTED / MISLEADING / UNSUPPORTED / DO-NOT-NARRATE.
What the evidence says
58 claims survived refutation
Each carries its source, the date the thing happened and the date it was said — two different facts — and its limits, stated by the research team rather than left for you to discover.
- FactPrimary sourceF01
The same sentence, bought on two different days. Fourteen times the money, or two thirds of it gone.
Source: DowJo · Investing in the AI Era, AI02 — locked narration N19-N24
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI02's locked narration and final packet (course/scripts/AI02-outcome-is-not-process.json; course/research/AI02-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF02
Five companies in the same layer, in the same quarter. One kept sixty-nine and a half cents of every dollar of sales, before any other cost. Another kept twelve.
Source: DowJo · Investing in the AI Era, AI04 — locked narration N20-N23
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI04's locked narration and final packet (course/scripts/AI04-not-a-chip-trade.json; course/research/AI04-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF03
Six stocks that fell between seventeen and thirty percent on one Monday. And four regulated utilities that rose the same afternoon.
Source: DowJo · Investing in the AI Era, AI10 — locked narration N03,N19,N34B
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI10's locked narration and final packet (course/scripts/AI10-the-edge-of-the-move.json; course/research/AI10-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF04
A tariff of roughly one hundred percent on imported chips, announced by a President. As of September twenty twenty-six, it had never existed in law.
Source: DowJo · Investing in the AI Era, AI11 — locked narration N01-N03
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI11's locked narration and final packet (course/scripts/AI11-the-announcement-is-not-the-rule.json; course/research/AI11-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF05
Episode One began with a prediction. Over the next ten years, artificial intelligence will change how most of the world works. Say you are completely right. Which one do you buy?
Source: DowJo · Investing in the AI Era, AI01 — locked narration N01-N03
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI01's locked narration and final packet (course/scripts/AI01-theme-is-not-a-thesis.json; course/research/AI01-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF06
The chatbot. The chip. The memory. The electricity. The copper.
Source: DowJo · Investing in the AI Era, AI01 — locked narration N04
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI01's locked narration and final packet (course/scripts/AI01-theme-is-not-a-thesis.json; course/research/AI01-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF07
Partly, that is a rule. A course like this does not tell anyone what to buy. But where the rule did not stop them, the films did give answers. In one quarter, the widest margin was the memory, not the chip. Three and a half rungs, not four.
Source: DowJo · Investing in the AI Era, AI01 — locked narration N32-N34
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI01's locked narration and final packet (course/scripts/AI01-theme-is-not-a-thesis.json; course/research/AI01-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF08
Partly, that is a rule. A course like this does not tell anyone what to buy. But where the rule did not stop them, the films did give answers. In one quarter, the widest margin was the memory, not the chip. Three and a half rungs, not four.
Source: DowJo · Investing in the AI Era, AI06 — locked narration N29
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI06's locked narration and final packet (course/scripts/AI06-six-constraints-one-word.json; course/research/AI06-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
Show the remaining 50 pieces of evidence
- FactPrimary sourceF09
Episode Three caught the problem in a single phrase. Already priced in. It would have explained a rise, a fall, and no move at all.
Source: DowJo · Investing in the AI Era, AI03 — locked narration N39
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI03's locked narration and final packet (course/scripts/AI03-results-are-not-expectations.json; course/research/AI03-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF10
Episode Two found it in a reason for buying. Artificial intelligence needs servers. This company builds servers. It said nothing about the price you pay, and nothing about what would make you sell. A reason that cannot be wrong is not a reason.
Source: DowJo · Investing in the AI Era, AI02 — locked narration N27-N29
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI02's locked narration and final packet (course/scripts/AI02-outcome-is-not-process.json; course/research/AI02-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF11
Before you judge any result, Episode Three said, find the number it is being measured against.
Source: DowJo · Investing in the AI Era, AI03 — locked narration N53
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI03's locked narration and final packet (course/scripts/AI03-results-are-not-expectations.json; course/research/AI03-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF12
A company, against the others in its own layer. A fall, against the nearest thing that did not move. Spending, against the cash that pays for it. And a belief about any investment, against what the price already assumes.
Source: DowJo · Investing in the AI Era, AI04 — locked narration N23
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI04's locked narration and final packet (course/scripts/AI04-not-a-chip-trade.json; course/research/AI04-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF13
A company, against the others in its own layer. A fall, against the nearest thing that did not move. Spending, against the cash that pays for it. And a belief about any investment, against what the price already assumes.
Source: DowJo · Investing in the AI Era, AI10 — locked narration N40
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI10's locked narration and final packet (course/scripts/AI10-the-edge-of-the-move.json; course/research/AI10-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF14
A company, against the others in its own layer. A fall, against the nearest thing that did not move. Spending, against the cash that pays for it. And a belief about any investment, against what the price already assumes.
Source: DowJo · Investing in the AI Era, AI12 — locked narration N27
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI12's locked narration and final packet (course/scripts/AI12-the-number-somebody-got-wrong.json; course/research/AI12-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF15
A company, against the others in its own layer. A fall, against the nearest thing that did not move. Spending, against the cash that pays for it. And a belief about any investment, against what the price already assumes.
Source: DowJo · Investing in the AI Era, AI01 — locked narration N51
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI01's locked narration and final packet (course/scripts/AI01-theme-is-not-a-thesis.json; course/research/AI01-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF16
Episode Two went back and stood at the decision. First week of January, twenty twenty-three. Everything here was public that morning. Nothing that came afterwards is.
Source: DowJo · Investing in the AI Era, AI02 — locked narration N07-N08
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI02's locked narration and final packet (course/scripts/AI02-outcome-is-not-process.json; course/research/AI02-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF17
Episode Eleven asked whether a rule binds today. Not when it was announced.
Source: DowJo · Investing in the AI Era, AI11 — locked narration N56
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI11's locked narration and final packet (course/scripts/AI11-the-announcement-is-not-the-rule.json; course/research/AI11-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF18
And Episode Thirteen asked what a machine had been tested on. A backtest over years the model has read about may be measuring memory, not skill.
Source: DowJo · Investing in the AI Era, AI13 — locked narration N35,N61
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI13's locked narration and final packet (course/scripts/AI13-what-the-price-already-knows.json; course/research/AI13-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF19
Episode Twelve used both questions on a word everyone was already using. It would not tell you whether this is a bubble, or when. It asked what, exactly, would have to be wrong.
Source: DowJo · Investing in the AI Era, AI12 — locked narration N01-N03,N09
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI12's locked narration and final packet (course/scripts/AI12-the-number-somebody-got-wrong.json; course/research/AI12-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF20
Compared with what: over the latest four quarters, five of the largest builders spent eighty-three cents on property and equipment for every dollar of cash their businesses produced. Two of them, more than a dollar.
Source: DowJo · Investing in the AI Era, AI12 — locked narration N27-N29
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI12's locked narration and final packet (course/scripts/AI12-the-number-somebody-got-wrong.json; course/research/AI12-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF21
As of when: from late October, most of them are expected to report again. If spending falls back inside the cash those businesses produce, while backlogs keep turning into revenue, the case for a money problem gets weaker. If spending keeps outrunning cash, and more of it rests on the same few customers, it gets stronger.
Source: DowJo · Investing in the AI Era, AI12 — locked narration N79-N79b
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI12's locked narration and final packet (course/scripts/AI12-the-number-somebody-got-wrong.json; course/research/AI12-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF22
And because this is investing, one comparison is always waiting. The price. Episode Three said it: write down what you think the next twelve months hold, then find what the price already assumes. If the two are the same, you are not disagreeing with anyone.
Source: DowJo · Investing in the AI Era, AI03 — locked narration N54-N55
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI03's locked narration and final packet (course/scripts/AI03-results-are-not-expectations.json; course/research/AI03-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF23
Episode Thirteen put it in two sentences. Markets pay everyone for carrying risk. They pay extra only for being right about something the price does not already know.
Source: DowJo · Investing in the AI Era, AI13 — locked narration N64
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI13's locked narration and final packet (course/scripts/AI13-what-the-price-already-knows.json; course/research/AI13-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF24
The course was made under a rule of its own: put a date on every fact that moves. Episode One gave the reason. This block carries a date because it will age. The reasoning around it will not.
Source: DowJo · Investing in the AI Era, AI01 — locked narration N46
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI01's locked narration and final packet (course/scripts/AI01-theme-is-not-a-thesis.json; course/research/AI01-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF25
The facts did age. In Episode Four, the layer the money was moving toward had lost money for a full year, three years before. A constraint is a moment, not a property.
Source: DowJo · Investing in the AI Era, AI04 — locked narration N64
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI04's locked narration and final packet (course/scripts/AI04-not-a-chip-trade.json; course/research/AI04-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF26
And the right comparison moves with them. Last year's bottleneck. Last year's correlation. Last year's edge, once everyone uses it. Hold on to yesterday's comparison, and yesterday's answer becomes tomorrow's trap.
Source: DowJo · Investing in the AI Era, AI04 — locked narration N64
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI04's locked narration and final packet (course/scripts/AI04-not-a-chip-trade.json; course/research/AI04-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF27
And the right comparison moves with them. Last year's bottleneck. Last year's correlation. Last year's edge, once everyone uses it. Hold on to yesterday's comparison, and yesterday's answer becomes tomorrow's trap.
Source: DowJo · Investing in the AI Era, AI10 — locked narration N35
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI10's locked narration and final packet (course/scripts/AI10-the-edge-of-the-move.json; course/research/AI10-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF28
And the right comparison moves with them. Last year's bottleneck. Last year's correlation. Last year's edge, once everyone uses it. Hold on to yesterday's comparison, and yesterday's answer becomes tomorrow's trap.
Source: DowJo · Investing in the AI Era, AI13 — locked narration N42
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI13's locked narration and final packet (course/scripts/AI13-what-the-price-already-knows.json; course/research/AI13-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF29
Even the course's own plan was checked against the record. Episode One said a single export rule can be bullish and bearish for the same company at the same time, and that this was Episode Eleven. When Episode Eleven went looking, that was not the strongest thing the record said, and the film followed the record.
Source: DowJo · Investing in the AI Era, AI01 — locked narration N36
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI01's locked narration and final packet (course/scripts/AI01-theme-is-not-a-thesis.json; course/research/AI01-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF30
The answers in this course have dates on them. The two questions do not.
Source: DowJo · Investing in the AI Era, AI13 — locked narration N58
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI13's locked narration and final packet (course/scripts/AI13-what-the-price-already-knows.json; course/research/AI13-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF31
None of this makes the market predictable. And if the goal is to beat the market, Episode Thirteen's point still holds: for most people, the comparison that matters is not you against a machine. It is you against an index fund you could already own.
Source: DowJo · Investing in the AI Era, AI13 — locked narration N49-N50
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI13's locked narration and final packet (course/scripts/AI13-what-the-price-already-knows.json; course/research/AI13-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF32
Five of these films said out loud what to watch for before this year is out. A count of industrial robots. The big builders' next reports. NVIDIA's next report. Two suspensions of export controls, due to run out unless someone acts. And a fresh round of human forecasts.
Source: DowJo · Investing in the AI Era, AI07 — locked narration N68
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI07's locked narration and final packet (course/scripts/AI07-the-fence-and-the-build.json; course/research/AI07-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF33
Five of these films said out loud what to watch for before this year is out. A count of industrial robots. The big builders' next reports. NVIDIA's next report. Two suspensions of export controls, due to run out unless someone acts. And a fresh round of human forecasts.
Source: DowJo · Investing in the AI Era, AI12 — locked narration N79
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI12's locked narration and final packet (course/scripts/AI12-the-number-somebody-got-wrong.json; course/research/AI12-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF34
Five of these films said out loud what to watch for before this year is out. A count of industrial robots. The big builders' next reports. NVIDIA's next report. Two suspensions of export controls, due to run out unless someone acts. And a fresh round of human forecasts.
Source: DowJo · Investing in the AI Era, AI03 — locked narration N52
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI03's locked narration and final packet (course/scripts/AI03-results-are-not-expectations.json; course/research/AI03-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF35
Five of these films said out loud what to watch for before this year is out. A count of industrial robots. The big builders' next reports. NVIDIA's next report. Two suspensions of export controls, due to run out unless someone acts. And a fresh round of human forecasts.
Source: DowJo · Investing in the AI Era, AI11 — locked narration N23,N60
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI11's locked narration and final packet (course/scripts/AI11-the-announcement-is-not-the-rule.json; course/research/AI11-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF36
Five of these films said out loud what to watch for before this year is out. A count of industrial robots. The big builders' next reports. NVIDIA's next report. Two suspensions of export controls, due to run out unless someone acts. And a fresh round of human forecasts.
Source: DowJo · Investing in the AI Era, AI13 — locked narration N56
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI13's locked narration and final packet (course/scripts/AI13-what-the-price-already-knows.json; course/research/AI13-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF37
It is a hard teacher. When a whole theme is rising, Episode Two said, careful reasoning and careless reasoning produce the same statement at the end of the month.
Source: DowJo · Investing in the AI Era, AI02 — locked narration N05
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI02's locked narration and final packet (course/scripts/AI02-outcome-is-not-process.json; course/research/AI02-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF38
So when the next story arrives, write down the claim underneath it. Compared with what. As of when. And what would make you act differently.
Source: DowJo · Investing in the AI Era, AI02 — locked narration N52-N54 (echo)
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI02's locked narration and final packet (course/scripts/AI02-outcome-is-not-process.json; course/research/AI02-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF39
When there is nothing published to compare it with, say so, and use the numbers that do exist, as Episode Seven did.
Source: DowJo · Investing in the AI Era, AI07 — locked narration N66
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI07's locked narration and final packet (course/scripts/AI07-the-fence-and-the-build.json; course/research/AI07-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- FactPrimary sourceF40
That is why Episode Two asked what you wrote down beforehand. One result is not a grade.
Source: DowJo · Investing in the AI Era, AI02 — locked narration N50,N65
Event as dated in the source episode · Published Aug 2026
Limits: Must stay faithful to AI02's locked narration and final packet (course/scripts/AI02-outcome-is-not-process.json; course/research/AI02-evidence-packet.json); scope guards in course/research/AI14-COURSE-SYNTHESIS-MATRIX.md §5 and AI14-lanes/R0-course-readers.json.
- InterpretationPrimary sourceF41
THE THESIS OF THE THESES: under every film sat the same two questions, asked until they no longer needed the subject — compared with what, and as of when? Before any film said anything about an investment it fixed what a number, a result or a story should be compared with (a bar, a control, the same sentence on another date, the company beside it in the same layer, the nearest thing that did not move, the cash that pays for it, the price) and when that comparison could have been known and would be answered.
Source: AI14 course synthesis
Event AI01–AI13 delivery, 2026-08-26 to 2026-09-13 · Published 14 Sep 2026
Limits: Derived from AI14-META-THESIS-CANDIDATES.md addendum M11 (13-row table against the locked narration); refutation R1 stronger_alternative. Production states differ: AI05, AI06, AI07 and AI09 are delivered but not founder-approved.
- InterpretationPrimary sourceF42
The price is the comparison every belief about an investment has to beat (AI01 N51, AI03 N54-N55, AI05 P01-P03, AI10 J02, AI13 N25/N64).
Source: AI14 course synthesis
Event AI01–AI13 delivery, 2026-08-26 to 2026-09-13 · Published 14 Sep 2026
Limits: Derived from M11; M2 absorbed. Production states differ: AI05, AI06, AI07 and AI09 are delivered but not founder-approved.
- InterpretationPrimary sourceF43
Where the no-buy/sell rule did not bind, the films did give answers (e.g. the widest single-quarter margin was the memory, not the chip; the evidence reached three and a half rungs, not four); they reached them by fixing a comparison and a clock.
Source: AI14 course synthesis
Event AI01–AI13 delivery, 2026-08-26 to 2026-09-13 · Published 14 Sep 2026
Limits: Derived from refutation R1-01, R1-13; AI01 N32-N34; AI06 N29. Production states differ: AI05, AI06, AI07 and AI09 are delivered but not founder-approved.
- InterpretationPrimary sourceF44
An explanation that fits every outcome can never be wrong, so no outcome can ever correct it (AI03 N39 "priced in"; AI02 N29 "a reason that cannot be wrong").
Source: AI14 course synthesis
Event AI01–AI13 delivery, 2026-08-26 to 2026-09-13 · Published 14 Sep 2026
Limits: Derived from refutation R1-16, R3-03 (narrowed from draft 1). Production states differ: AI05, AI06, AI07 and AI09 are delivered but not founder-approved.
- InterpretationPrimary sourceF45
The course was made under its own rule to date every fact that moves (studio evidence law: FRONTIER WINDOWS); the facts aged and the right comparison moved with them (AI04 N64, AI10 N35, AI13 N42), while the two questions did not (AI01 N46, AI13 N58).
Source: AI14 course synthesis
Event AI01–AI13 delivery, 2026-08-26 to 2026-09-13 · Published 14 Sep 2026
Limits: Derived from refutation R1-06, R1-07, R2-07. Production states differ: AI05, AI06, AI07 and AI09 are delivered but not founder-approved.
- InterpretationPrimary sourceF46
Episode One said a single export rule can be bullish and bearish for the same company and that this was Episode Eleven (AI01 N36); Episode Eleven's evidence found that was not the strongest thing the record said (AI11 treatment §1).
Source: AI14 course synthesis
Event AI01–AI13 delivery, 2026-08-26 to 2026-09-13 · Published 14 Sep 2026
Limits: Derived from refutation R2-06. Production states differ: AI05, AI06, AI07 and AI09 are delivered but not founder-approved.
- InterpretationPrimary sourceF47
As of 14 September 2026, five films said out loud what to watch for before the year is out: IFR World Robotics (AI07 N68), the largest builders' next reports (AI12 N79), NVIDIA's next report (AI03 N52), the US and Chinese suspensions (AI11 N23, N60), and a fresh round of human forecasts (AI13 N56).
Source: AI14 course synthesis
Event AI01–AI13 delivery, 2026-08-26 to 2026-09-13 · Published 14 Sep 2026
Limits: Derived from refutation R3-06, R3-07; adjudication-research E4. Production states differ: AI05, AI06, AI07 and AI09 are delivered but not founder-approved.
- InterpretationPrimary sourceF48
The finale's own falsifier: a film whose central number has nothing to compare it with, or whose explanation depends on something nobody could have known at the time, would show that what repeated was a style, not a method.
Source: AI14 course synthesis
Event AI01–AI13 delivery, 2026-08-26 to 2026-09-13 · Published 14 Sep 2026
Limits: Derived from refutation R1-09. Production states differ: AI05, AI06, AI07 and AI09 are delivered but not founder-approved.
- FactPrimary sourceF49
In Fischhoff & Beyth (1975), students who had written down probabilities for outcomes of President Nixon's 1972 trips to Beijing and Moscow later recalled their own estimates; about three-quarters recalled higher probabilities than they had given for events they believed had happened.
Event 20 Feb 1972 · Published 1975
Limits: Student samples from Hebrew University and the University of the Negev. Before questionnaires: 53, 87, 34 and 52 subjects across groups; recall: 29, 41, 26, 41 and 23. Groups II and IV were the same people, so the combined N of 119 double-counts some subjects. Only 55% of the original predictors came to the second session; absentees were mailed the recall questionnaire (Group V). The effect was measured with a sign test on the proportion of subjects biased, not as a standardized effect size. It is asymmetric: clear for events believed to have happened, weak or non-significant for events believed not to have happened. It grew with delay: 84% of subjects biased after 3–6 months vs 67% after 2 weeks (z = +1.95), for events believed to have happened. The original predictions were described as 'generally quite accurate'; it is memory, not forecasting, that drifted. The authors motivate the study by noting that judging one's own past predictions depends on 'the veracity of these remembered or reconstructed predictions' (p. 1).
- FactFrontier · Sep 2026Primary sourceF50
As of 14 September 2026, the International Federation of Robotics gives 24 September 2026 as the publication date of World Robotics 2026.
Source: International Federation of Robotics — World Robotics report page (opens ifr.org)
Event 24 Sep 2026 · Published undated web page, live as of 2026-09-14
Limits: The date appears in a note about licensing, not in a press-conference notice. No press-conference time, place or format was found. The lane did not check which year's installations the 2026 edition covers, although IFR's usual practice is to publish the prior year's count (the 2025 edition came out 25 September 2025, per a search summary, not opened). The quote came through a summarising fetch tool, so spot-check the wording on the live page.
- FactFrontier · Sep 2026Primary sourceF51
As of 14 September 2026, Microsoft had not announced its fiscal-2027 first-quarter results date; its matching report a year earlier came on 29 October 2025.
Event 29 Oct 2025 · Published 8 Oct 2025
Limits: The newest Microsoft date notice found was from 8 July 2026 and covered the FY26 Q4 report on 29 July 2026. Microsoft's investor events page loaded without event data in the fetch tool, so its silence proves nothing. Third-party calendars disagree and are unconfirmed, citing 27 October or 28 October 2026. Last year's timing only suggests a late-October report; it is not a schedule. Given last year's pattern, a notice would not be expected until about early October.
- FactFrontier · Sep 2026Primary sourceF52
As of 14 September 2026, no officially announced third-quarter 2026 results dates were found for Alphabet, Amazon or Meta.
Source: Alphabet, Amazon and Meta investor-relations news and events pages (opens investor.atmeta.com)
Event not announced · Published pages checked 2026-09-14
Limits: The quote is from Meta's events page. Amazon's events page (ir.aboutamazon.com/events) came back as an empty template. Alphabet's news page (abc.xyz/investor/news) showed only a stale May 2025 item. These pages build their content with JavaScript, so the fetch tool's empty results do not prove no date exists. Web searches also found no Q3 2026 date notice from any of the three. Wall Street Horizon lists an estimated, unconfirmed 28 October 2026 for Alphabet. These companies usually announce dates a few weeks ahead, but the lane did not confirm that pattern from primary sources.
- FactFrontier · Sep 2026Primary sourceF53
As of 14 September 2026, NVIDIA had not announced the date of its third-quarter fiscal-2027 report.
Event Q3 FY2027 call date not announced; the course said November · Published 29 Jul 2026
Limits: The Q2 notice came about four weeks before its call, so a Q3 notice would not be expected by mid-September. 'November' fits NVIDIA's past pattern, since Q3 FY2026 results appear in its investor listings from November 2025, but that listing was not opened and no date has been announced. Guidance figures from the Q2 release are deliberately left out.
- FactFrontier · Sep 2026Primary sourceF54
The US Affiliates Rule stay runs from 10 November 2025 until 9 November 2026, absent a future extension (Federal Register 2025-19846).
Event 10 Nov 2025 · Published 12 Nov 2025
Limits: The HTML page redirected to a bot check, so the text was read from the Federal Register API record for the same document (api/v1/documents/2025-19846.json), including the abstract: 'The suspension is set to end November 9, 2026, absent a future extension.' The stay text gives only its end date. 'The rule returns on 10 November 2026' is an inference, also stated in law-firm commentary (Squire Patton Boggs and others), not a sentence found in the stay. The full rule body was not reviewed.
- FactFrontier · Sep 2026Primary sourceF55
MOFCOM–GAC Announcement No. 70 of 2025 suspends China's six 9 October 2025 export-control announcements until 10 November 2026.
Source: Ministry of Commerce of the PRC — 商务部、海关总署公告2025年第70号 (opens mofcom.gov.cn)
Event suspension runs to 2026-11-10 · Published 7 Nov 2025
Limits: The announcement was joint MOFCOM–GAC, not MOFCOM alone. The six suspended announcements are the controls of 9 October 2025, a date confirmed by a MOFCOM export-control site statement: '中方2025年10月9日公布的相关出口管制等措施，暂停实施至2026年11月10日' ('the export controls China published on 9 October 2025 are suspended until 10 November 2026'). That statement's page date is unclear: the URL path suggests April 2026, but the fetch tool reported a different date. The suspension covers only those six announcements, not every Chinese rare-earth control. China's end date (10 November) is one day later than the US stay's (9 November).
- FactFrontier · Sep 2026Primary sourceF56
On 20 May 2026 MOFCOM said both sides would push to extend the arrangement behind these suspensions; no extension had been announced by 14 September 2026.
Source: Ministry of Commerce of the PRC — 商务部美大司负责人解读中美经贸磋商初步成果 (opens mofcom.gov.cn)
Event arrangement runs to 2026-11-10 · Published 20 May 2026
Limits: This is China's own account of the talks. The White House fact sheet of 17 May 2026 does not mention the arrangement's expiry or an extension, and a think-tank headline describes the two readouts as divergent (not opened). A stated intent to seek an extension is not an extension. The check for a later extension (Chinese and English web searches plus the Federal Register search) was limited and found none.
- FactFrontier · Sep 2026Primary sourceF57
On 16 July 2026 the Forecasting Research Institute listed a fresh superforecaster round (fall 2026) among its planned next steps for ForecastBench.
Event fall 2026 (no specific date) · Published 16 Jul 2026
Limits: This is a plan listed under 'Next steps' with no date, alongside 'Updated dataset questions (fall 2026)' and 'Quantile questions (fall 2026)'. The post's own headline says parity is 'likely', not established. FRI's description of ForecastBench as the only benchmark comparing AI with superforecasters comes from its own X post and was not checked.
- FactPrimary sourceF58
DowJo's own documented judgment system keeps what a learner decided, and the scenario as it was shown, immutable: scenario snapshots must never be rewritten by later data; the FACT layer (judgment, confidence, reflection, scenario snapshot, timestamps) is immutable; derived interpretations have no write path into it.
Source: DowJo app repository (frozen; read-only), origin/main: docs/JUDGMENT_OS_FOUNDATION.md; docs/DOWJO_JUDGMENT_LEDGER_OS.md
Event checked 2026-09-14 · Published Jul 2026
Limits: A statement of the product's documented design rule, not a claim about any feature, route, outcome or benefit. The app repo was read, not modified.
The strongest case against this
There is no single course-wide method; the thirteen episodes teach distinct domain tools, and the apparent unity is the compliance rule plus a house style.
Carried at full strength, before the conclusion — not as a footnote.
Strongest points: H4: AI06's evidence ladder, AI07's two lines, AI10's subtractions and AI13's sizing gap are different instruments that do not transfer verbatim. Compliance confound: a course barred from buy/sell/hold verdicts will always look as if it replaces verdicts with something. Template artefact: the matrix fields force every episode to have an assumption and a boundary. House shape: the studio itself flagged a repeated "the thing you are looking at is not the thing that matters" shape (AI11 FORM-CONSTRAINT.md). Motivated reading: the leading candidate was formed before the readers returned.
Verdict: PARTIALLY SUPPORTED. The tools are distinct, and the finale must not flatten them into one question. The generating move survives on regularities the template does not force (close grammar, refusals of all-outcome explanations, self-dating, self-bounded rules). The compliance confound is weakened, not removed, because the replacement questions were selected by evidence.
History, under test
The strongest historical case
What the past licenses — and, stated just as plainly, what it does not.
The course applied its method to itself and lost its own bet: AI01 N36 promised that Episode Eleven would show one export rule bullish and bearish for the same company; AI11's pre-registered research found that clause real but thin and produced "an announcement is not a rule".
What it licenses: That conclusions carry dates and a method must be willing to overturn its own plan.
What it does not license: That Episode One was wrong, or that every plan in the course lost.
Sources: course/scripts/AI01-theme-is-not-a-thesis.json N36 course/storyboards/AI11-treatment.md §1 course/research/AI11-lanes/FORM-CONSTRAINT.md
What would change our mind
The conclusion is wrong if…
The capstone thesis (M11) would be wrong if any film's central number has nothing to compare it with, or its explanation depends on something nobody could have known at the time; that test is spoken in the film (N31) and checkable by any viewer. The refuted draft-1 thesis (checkability; refusal of yes/no questions) is recorded in AI14-refutation.json.
What remains uncertain
What we still do not know
Stated by the research team, in full, rather than smoothed over.
- Whether the four-part claim transfers for a retail learner outside the course's examples is not tested by anything in this packet.
- Modern direct replications of a related hindsight design are mixed (E1-06); no modern replication of the own-prediction design was found.
- Training effects in forecasting tournaments are modest and contested (E3-1, E3-4); not narrated.
- No evidence was found that keeping a decision record improves investment returns (E1-10); the film claims none.
- Five of the thirteen cited masters are not founder-approved (AI05, AI06, AI07, AI09 delivered; AI03 approved per its FINAL record though its registry string is stale).
What we refused to publish
18 claims we would not say — and why
The do-not-narrate list. Some are popular; some are true but unproven; some are simply not this note’s to make. Each refusal is enforced in production, not just recorded.
- RefutedX01
“AI is a bubble / AI is not a bubble”
Verdict: REFUTED — misstates AI12
Why: AI12 refused whether or when (N09); a bubble is a diagnostic definition, not a verdict (matrix §5 CB-16/17).
- RefutedX02
“Policy announcements do not matter”
Verdict: REFUTED — misstates AI11
Why: AI11 N50: "it is not nothing. It is evidence about what might bind."
- RefutedX03
“AI cannot beat humans / humans will always win”
Verdict: REFUTED — misstates AI13
Why: AI13 refused both; M6 was not an AI study (matrix §5 CB-18).
- UnverifiableX04
“The method, or a decision record, improves investment returns or beats the market”
Verdict: UNVERIFIABLE — no evidence found (E1-10)
Why: E1-10 registered NOT FOUND; AI13 N49–N50: for most people the comparison that matters is an index fund.
- RefutedX05
“"I knew it all along" / people insist they knew the outcome / everyone misremembers”
Verdict: REFUTED — overstates E1-01/E1-02
Why: E1-01 CORRECTED, E1-02: the original author says the title overstated the result; the effect is about three-quarters of students, for events believed to have happened.
- Partly unverifiableX06
“Forecasting-tournament training dramatically improves judgment / makes a better investor”
Verdict: PARTIALLY SUPPORTED but modest and contested (E3-1, E3-4); not narratable
Why: E3-1 modest (6–12% Brier), E3-4 contested reanalysis, E3-6 no returns measured.
Show the remaining 12 refused claims
- RefutedX07
“Kahneman proved stock picking is luck / markets are unpredictable”
Verdict: REFUTED — overstates E2-2
Why: E2-2: hedged "to a good approximation", theoretical, individual stock prices only.
- Partly unverifiableX08
“Hindsight bias costs bankers money (Biais & Weber as causal)”
Verdict: PARTIALLY — correlational only (E1-07)
Why: E1-07 correlational, pay bands, between-person measure.
- UnverifiableX09
“Specific unannounced report dates (e.g. "27 October", "19 November")”
Verdict: UNVERIFIABLE — dates not announced as of 2026-09-14 (E4)
Why: E4-02, E4-03, E4-05: not announced as of 14 Sep 2026; third-party estimates conflict.
- RefutedX10
“Oracle as a pending late-October test”
Verdict: REFUTED — Oracle already reported (E4-04)
Why: E4-04: Oracle reported on 10 September 2026 on its own calendar.
- UnresolvableX11
“The suspensions will be / have been extended, or will lapse”
Verdict: UNRESOLVABLE — future event (E4-08, E4-10)
Why: E4-08, E4-10: intent to seek an extension is not an extension; no extension found.
- UnresolvableX12
“Any prediction of what the pending tests will show”
Verdict: UNRESOLVABLE — future outcomes
Why: Pre-registration E4 scope guard.
- RefutedX13
“This course was never about artificial intelligence”
Verdict: REFUTED — overclaim (treatment §3)
Why: Overclaim: the AI-era facts were real and taught; the honest line is that the facts expire and the act repeats (treatment §3).
- RefutedX14
“The consequence is never where the attention is (misdirection as the thesis)”
Verdict: REFUTED — house shape and contrarian doctrine (candidate M4)
Why: Rejected candidate M4: studio house shape (AI11 FORM-CONSTRAINT.md) and contrarian as doctrine (AI01 N21, AI03 N48–N49, AI06 N28, AI10 N25).
- RefutedX15
“Episode One was wrong about Episode Eleven”
Verdict: REFUTED — misstates AI11 treatment §1
Why: AI11 treatment §1: the clause was "real but thin"; the record pointed somewhere stronger. A promise reframed, not refuted.
- RefutedX16
“Every episode's plan lost to its evidence”
Verdict: REFUTED — matrix §2.5
Why: Matrix §2.5: at least four spines overturned; AI01–AI04 confirmed with changed proof; AI06, AI08, AI10 sharpened.
- RefutedX17
“AI04 N60, AI03 N48, AI08 S08 hiring line, AI06 N51 as a base rate, AI10 "26 days", AI13 S11 card without the risk clause”
Verdict: REFUTED — canonical debt (matrix §4)
Why: Canonical debt (matrix §4); never quoted.
- RefutedX18
“DowJo features, routes, pricing, sign-up, or any promised outcome”
Verdict: REFUTED — product-pitch test
Why: Product-pitch test (pre-registration Part C.4); dowjo_handoff Concept, no route on screen.
What to watch next
Dated material, and what would make it stale
World Robotics 2026 publication
24 Sep 2026Status: scheduled as of 2026-09-14
Invalidated by: publication, or a changed date
Microsoft, Alphabet, Amazon, Meta next quarterly reports
expected from late October 2026Status: dates not announced as of 2026-09-14
Invalidated by: date announcements
NVIDIA Q3 FY2027 report
expected November 2026Status: date not announced as of 2026-09-14
Invalidated by: date announcement
US Affiliates Rule stay (to 9 Nov 2026) and China Announcement No. 70 suspension (to 10 Nov 2026)
9 Nov 2026Status: extension sought (MOFCOM, 20 May 2026), none announced
Invalidated by: any extension, change or lapse
ForecastBench fresh superforecaster round
fall 2026 (planned)Status: planned next step
Invalidated by: the round running, or the plan changing
Ideas we borrowed, and tested
Thinkers, taken seriously enough to argue with
Claim → author → evidence → counter-argument → historical test → current relevance. Never doctrine.
Baruch Fischhoff & Ruth Beyth (1975); Fischhoff (2025 retrospective)
Hindsight distorts memory of one's own prior predictions
- Evidence:
- E1-01, E1-02, E1-05
- Counter-argument:
- Mixed modern replications of the related hypothetical design (E1-06); effect modest
- Historical test:
- Nixon 1972 trips
- Current relevance:
- Why a claim must be written before the outcome (S15)
Daniel Kahneman & Gary Klein (2009)
Conditions for intuitive expertise; markets as a low-validity environment
- Evidence:
- E2-1, E2-2, E2-3
- Counter-argument:
- Conceptual review; hedged; analysts may have skill in business judgment
- Historical test:
- Tetlock 2005 as characterised by K&K (E2-4)
- Current relevance:
- Packet only; the film uses AI02 N05 instead
Evidence & sources
50 sources, by tier
Tier 1 is primary and authoritative — filings, regulators, official statistics. Journalism and books are attributed ingredients, never proof by reputation.
- Primary sourceDowJo · Investing in the AI Era, AI02 — locked narration N19-N24supports F01
- Primary sourceDowJo · Investing in the AI Era, AI04 — locked narration N20-N23supports F02
- Primary sourceDowJo · Investing in the AI Era, AI10 — locked narration N03,N19,N34Bsupports F03
- Primary sourceDowJo · Investing in the AI Era, AI11 — locked narration N01-N03supports F04
- Primary sourceDowJo · Investing in the AI Era, AI01 — locked narration N01-N03supports F05
- Primary sourceDowJo · Investing in the AI Era, AI01 — locked narration N04supports F06
- Primary sourceDowJo · Investing in the AI Era, AI01 — locked narration N32-N34supports F07
- Primary sourceDowJo · Investing in the AI Era, AI06 — locked narration N29supports F08
- Primary sourceDowJo · Investing in the AI Era, AI03 — locked narration N39supports F09
- Primary sourceDowJo · Investing in the AI Era, AI02 — locked narration N27-N29supports F10
- Primary sourceDowJo · Investing in the AI Era, AI03 — locked narration N53supports F11
- Primary sourceDowJo · Investing in the AI Era, AI04 — locked narration N23supports F12
- Primary sourceDowJo · Investing in the AI Era, AI10 — locked narration N40supports F13
- Primary sourceDowJo · Investing in the AI Era, AI12 — locked narration N27supports F14
- Primary sourceDowJo · Investing in the AI Era, AI01 — locked narration N51supports F15
- Primary sourceDowJo · Investing in the AI Era, AI02 — locked narration N07-N08supports F16
- Primary sourceDowJo · Investing in the AI Era, AI11 — locked narration N56supports F17
- Primary sourceDowJo · Investing in the AI Era, AI13 — locked narration N35,N61supports F18
- Primary sourceDowJo · Investing in the AI Era, AI12 — locked narration N01-N03,N09supports F19
- Primary sourceDowJo · Investing in the AI Era, AI12 — locked narration N27-N29supports F20
- Primary sourceDowJo · Investing in the AI Era, AI12 — locked narration N79-N79bsupports F21
- Primary sourceDowJo · Investing in the AI Era, AI03 — locked narration N54-N55supports F22
- Primary sourceDowJo · Investing in the AI Era, AI13 — locked narration N64supports F23
- Primary sourceDowJo · Investing in the AI Era, AI01 — locked narration N46supports F24
- Primary sourceDowJo · Investing in the AI Era, AI04 — locked narration N64supports F25, F26
- Primary sourceDowJo · Investing in the AI Era, AI10 — locked narration N35supports F27
- Primary sourceDowJo · Investing in the AI Era, AI13 — locked narration N42supports F28
- Primary sourceDowJo · Investing in the AI Era, AI01 — locked narration N36supports F29
- Primary sourceDowJo · Investing in the AI Era, AI13 — locked narration N58supports F30
- Primary sourceDowJo · Investing in the AI Era, AI13 — locked narration N49-N50supports F31
- Primary sourceDowJo · Investing in the AI Era, AI07 — locked narration N68supports F32
- Primary sourceDowJo · Investing in the AI Era, AI12 — locked narration N79supports F33
- Primary sourceDowJo · Investing in the AI Era, AI03 — locked narration N52supports F34
- Primary sourceDowJo · Investing in the AI Era, AI11 — locked narration N23,N60supports F35
- Primary sourceDowJo · Investing in the AI Era, AI13 — locked narration N56supports F36
- Primary sourceDowJo · Investing in the AI Era, AI02 — locked narration N05supports F37
- Primary sourceDowJo · Investing in the AI Era, AI02 — locked narration N52-N54 (echo)supports F38
- Primary sourceDowJo · Investing in the AI Era, AI07 — locked narration N66supports F39
- Primary sourceDowJo · Investing in the AI Era, AI02 — locked narration N50,N65supports F40
- Primary sourceAI14 course synthesissupports F41, F42, F43, F44, F45, F46, F47, F48
- Primary sourceFischhoff, B. & Beyth, R. (1975). 'I knew it would happen': Remembered probabilities of once-future things. Organizational Behavior and Human Performance 13, 1–16 (opens web.mit.edu)supports F49
- Primary sourceInternational Federation of Robotics — World Robotics report page (opens ifr.org)supports F50
- Primary sourceMicrosoft Source — 'Microsoft announces quarterly earnings release date' (8 Oct 2025) (opens news.microsoft.com)supports F51
- Primary sourceAlphabet, Amazon and Meta investor-relations news and events pages (opens investor.atmeta.com)supports F52
- Primary sourceNVIDIA Investor Relations — 'NVIDIA Sets Conference Call for Second-Quarter Financial Results' (opens investor.nvidia.com)supports F53
- Primary sourceFederal Register — 'One Year Suspension of Expansion of End-User Controls for Affiliates of Certain Listed Entities' (BIS), doc 2025-19846 (opens federalregister.gov)supports F54
- Primary sourceMinistry of Commerce of the PRC — 商务部、海关总署公告2025年第70号 (opens mofcom.gov.cn)supports F55
- Primary sourceMinistry of Commerce of the PRC — 商务部美大司负责人解读中美经贸磋商初步成果 (opens mofcom.gov.cn)supports F56
- Primary sourceForecasting Research Institute (Substack) — 'AI models have likely reached parity with superforecasters on ForecastBench' (opens forecastingresearch.substack.com)supports F57
- Primary sourceDowJo app repository (frozen; read-only), origin/main: docs/JUDGMENT_OS_FOUNDATION.md; docs/DOWJO_JUDGMENT_LEDGER_OS.mdsupports F58
Complete evidence depth
The research desk
Everything the research evaluated before it was distilled — including what it rejected, and why.
This note predates DowJo’s research-preservation standard, so the pre-collapse shortlist was not kept. Everything the film was allowed to say — and refused to say — is above.
Community
Talk it through
Discuss this research
Members only · in 📡 Intelligence Watch
Challenge the argument, bring evidence, or ask what would change our mind. This note is discussed in 📡 Intelligence Watch, a DowJo room where members compare reads. Filings, news events, and what they actually mean — the discussion room for the intelligence feed.
Read and reply, then keep following the story — you come straight back to this note.
Education-first ground rules apply in every room: mechanisms and evidence, never calls.
Now train it
Take it further
Reading is where judgment starts. Practice is where DowJo measures it — and remembers what to train next.
Practice this judgment
Verdict Replay
A sealed prior verdict is revealed after a blind re-answer; judgment evidence is immutable (app main docs).
OpenPractice this judgment
Daily Market Reflex
Practice judgments recorded at the time (route on app main; outcome resolution against real markets exists on qa and is not claimed).
OpenLearn the concepts underneath
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This page is a deterministic projection of canonical research artifacts. It adds presentation and discovery; it never adds, removes or softens a finding. Question taken from the descriptor; thesis from the packet. Projected 21 Sep 2026 by dowjo-research-projector v1.1.0 from origin commit c83c8797ab79.
| Artifact | Path (origin-relative) | Identity | Version |
|---|---|---|---|
| Episode registry | course/episodes.json | sha256 91fb98dfe2d7… | — |
| Evidence packet | course/research/AI14-evidence-packet.json | sha256 11d4da2992b1… | compiled 2026-09-14 · rev 1 |
| Approved script | course/scripts/AI14-compared-with-what.json | sha256 050dda9cd9f4… | v draft2.2 |
| Episode manifest | course/manifest/AI14.manifest.json | sha256 8036623923c6… | — |
| Approval record | renders/approved/AI14-FINAL.json | sha256 04c441741781… | compiled 2026-09-15 |
| Poster still | qa/stills-AI14/RESEARCH-POSTER.png | sha256 dfdebee736c6… | — |
Approved master (AI14-final02-corrected.mp4): sha256 ab3bc39cbd0935874f8ff1fa04159c9c63165f05ecdcf76d93371da72e968f40
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