DowJoResearch

DowJo Research

Research you can inspect.

Every note shows its evidence, what disagreed with it, what was refused, and what would change our mind. Filings before headlines. Both dates on every fact. No calls, ever.

DowJo trains financial judgment: learn, commit a call, see what happened, get coached on the process. Research is where the evidence lives — free to read, free to train.

A data centre beside a substation at dusk, steam rising from its cooling plant under power lines; the title reads: Prompt injection. Data poisoning. Model poisoning.

Latest research · Investing in the AI Era · Episode 9

AI Creates a New Attack Surface: Cybersecurity, Privacy and Trust

The AI attack surface arrived — just not where anyone was pointing. The industry has built a rich, mature vocabulary for attacks ON MODELS: prompt injection, data poisoning, model extraction, evasion, each with its own NIST identifier and its own OWASP rank.

85 pieces of evidence · 102 claims refused · 9 open uncertainties
Read the research 9 min film · Episode 9

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How we work

Researched to be refuted

  1. 1

    Lenses

    Independent research lanes work a question from different angles — filings, statistics, literature, pricing — and return candidate claims with sources.

  2. 2

    Refutation

    Every candidate goes to a separate pass instructed to refute it against primary sources. Survivors become evidence. Casualties become the refused list, published with reasons.

  3. 3

    Synthesis

    The note assembles what survived: the thesis, the strongest case against it, what history licenses, what would change our mind, and what nobody can yet know.

  • Deterministic charts are evidence. Generated imagery is atmosphere, never a measurement.
  • Two dates on every fact. When it happened, and when it was said — never conflated.
  • A company’s own filing, or nothing. Press attribution alone is not evidence of what a company did.
  • No calls. No buy, sell or hold, no price targets, no personalised advice — education and judgment only.

Beyond research

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Train your judgment before you risk your money. A free account opens the research desk on every note, the discussion rooms, and a practice record that shows what to train next.