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Home/AI / Tech/Will any of Levent Alpöge’s mathematical results with Claude be proven flawed by the end of the year?
ManifoldAI / TechUpdated 7m ago

Will any of Levent Alpöge’s mathematical results with Claude be proven flawed by the end of the year?

Market probability
11.1%
−14.2 percentage points
over 24 hours25.3% → 11.1%
129 days until the event deadline
Deadline: December 31, 2026 at 6:59 PM ET

The move lacks solid trading support — treat the new probability with caution.

The pricing has weak support: healthy trading volume and market depth.

How credible was the move?

Three separate questions — a move can be genuine while the latest price is still settling. Methodology →

Move validity

Is the move backed by real trading and depth?

Weak

The pricing has weak support: healthy trading volume and market depth.

Consensus stability

Has the market settled at the new probability?

Forming

Movement has slowed (14.2 points over six hours) but the market has not fully settled.

Contract clarity

Will the rules resolve without ambiguity?

High

The resolution rules are relatively specific, with a named source and a defined deadline.

Recent trade activity$2.1K traded

From the latest trade tape (most recent 200 prints) — a live activity sample, not a lifetime total.

Why the odds moved

The probability fell 14.2 percentage points over the last 24 hours (25.3% → 11.1%).

No verified catalyst has been linked to this move yet. ProbCast does not attribute moves to news without evidence connecting the timing of a specific report to the repricing.

What could move this market next?

  • The market's deadline arrivesDecember 31, 2026 at 6:59 PM ET

    The contract must resolve based on what has happened by this date.

Derived from the contract's own mechanics as of Aug 24, 3:28 AM ET. ProbCast does not list scheduled meetings, announcements, or data releases it cannot verify.

Advanced analysis (experimental)

Research signals — these models are still accumulating the history needed for full validation, and they can disagree with the headline read. Model confidence: low · expected error ±29 pts.

Reacting to newsLegacy movement classifier: noisy

What's happening

high classifier confidence
Reacting to news

The price is actively repricing on real volume. The number is still moving — don't treat the latest print as settled consensus yet.

Market data

24h volume

Ṁ2.1K

Liquidity

Ṁ1K

Total volume

Ṁ2.1K

Category
AI / Tech
Venue
Manifold
Change (pts)1H0.06H-14.224H-14.27D-14.2
Score breakdown — Movement, Liquidity & Trust

ProbCast Trust Score

7/ 100 · Low

Weakly supported. Treat this number skeptically. Main caveat: thin liquidity.

ProbCast measures how reliable this market probability appears — not what to trade.

Movement96

Magnitude of recent probability change

Liquidity62

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ProbCast — Odds Reliability

Know whether prediction-market odds can be trusted. ProbCast analyzes liquidity, market activity, spreads, and price movement to help distinguish meaningful repricing from thin-market noise.

Questions? Chat with us on Telegram
TodayTop MoversEventsAll MarketsWhat ChangedVenue DivergencePolymarket vs KalshiMethodologyCoverageMeta's ArenaWatchlistTerms of UsePrivacyCrypto
  • Probability moved 14.2 pts in ≤6h on adequate liquidity

Read the latest price with caution; conditions make it an unreliable summary right now.

More details — reliability score, dynamics, durability
Reliability score
10Low
Where the price path tends to go next942 observed
  • Illiquid / quiet99%

Short-term motion of the price line (~1h), distinct from the environment above — not a prediction of the final outcome.

DurabilityMedium· half-life <1h
PredictabilityElevated irreducibility

Secondary read: leaning toward Thin market.

A read-only classification of the market environment — how much weight the current price deserves as a read of consensus. It describes conditions, never a trade.

Open interest
—
Current probability
11.1%
7-day range
11.1% – 25.3%
Resolves
Dec 31, 2026

Depth of the order book and volume

Trust breakdown

7/100 · Low

Weakly supported. Treat this number skeptically. Main caveat: thin liquidity.

  • Liquidity anchor+44
  • Price steadiness+1
  • Thin liquidity-20
  • Limited history-8
  • Big move, weak support-10
Trust score7 / 100
How these scores work →
View on Manifold

ProbCast provides prediction-market data and analytics for informational purposes only. Not financial, trading, betting, investment, legal, or tax advice. Market-implied probabilities can be wrong, illiquid, manipulated, or affected by ambiguous resolution rules.

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Market-implied probabilities can be wrong, illiquid, manipulated, or affected by ambiguous resolution rules.

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