Curriculum·G106 The Research Report·about 31 min

An on-chain claim, and the confidence it supports

By the end of this lesson you can

  • State what an on-chain research claim asserts: who did what, at a confidence the evidence supports
  • Explain how the Mango Markets case tied on-chain actions to a person and separated the facts from the characterization
  • Compute why the 'who' and the 'what it means' of a claim can carry very different confidence
  • Attach a calibrated confidence to each part of a claim rather than one label to the whole

Graduate · enrolled learners

This lesson opens with Mango Markets, October 2022.

What happened
On 11 October 2022 Avraham Eisenberg drained about 110 million dollars from Mango Markets, a Solana lending and trading protocol. He used a few million dollars across two accounts to buy the thinly-traded MNGO token and push its price up roughly tenfold, then used the inflated value of his MNGO position as collateral to borrow and withdraw almost everything else in the protocol. He then publicly described it as a highly profitable trading strategy that he believed was legal, negotiated to return part of the funds while keeping a large sum, and was arrested in December 2022 and later prosecuted for market manipulation and fraud. Two very different claims sit in this case. The factual claim, that these specific on-chain actions moved the price and drained the protocol, and that Eisenberg controlled the accounts, was supported at very high confidence by the chain and his own admissions. The characterization, that this was illegal manipulation rather than permitted trading, was contested and decided by a court, not by the chain.
The decision point
A research report is a claim about the chain, and the discipline that separates an analyst from a rumor is attaching to each part of a claim only the confidence the evidence supports. The Mango case shows why this must be granular. The who and the what happened, Eisenberg's accounts moved the price and took the funds, were nearly certain, grounded in on-chain fact and his public statements. The what it means, that this was illegal manipulation, was a legal characterization the chain could not settle and that Eisenberg actively disputed. An analyst who reports both at the same high confidence overstates the second; one who hedges the first because the second is contested understates the fact. So a claim is not one label but a set: this part is on-chain fact at high confidence, this part is a supported inference, this part is a contested interpretation, and stating each at its true confidence is the foundation of a report that survives scrutiny.
Recorded loss
$110,000,000

What you will be able to answer

  • What were the two claims in the Mango Markets case?
  • What is an on-chain research claim, properly stated?
  • Why can 'who did what' and 'what it means' differ in confidence?
  • What is wrong with 'X is a criminal' from on-chain activity alone?

Orientation and Year One are open: anyone can read them without an account. From Year Two onward the lessons are for enrolled learners, because progress through the later years only means anything if it is tracked against a record.

It is free. We do not sell the list and there is nothing to buy at the end of it.

Sources and review

Confidence high·Volatility medium·Reviewed 2026-09-15·Owner unassigned

Contested

Eisenberg drained about 110 million dollars from Mango Markets in October 2022 and was later prosecuted; the exact legal outcome moved through trial and appeal. This lesson uses the case for the fact-versus-characterization distinction, which holds regardless of the final legal disposition.

The line between manipulation and permitted trading is itself contested and was central to the case; the lesson's point is that this characterization is a legal question the chain cannot settle, not that any particular verdict is correct.