# Aaron Boone: Out by Date

Aaron Boone

Updated: May 16, 2026

Category: Sports

Tags: Baseball

HTML: /markets/sports/baseball/aaron-boone-out-by-date/

## Short Answer

**Key takeaway.** Both the **model** and the **market** expect Aaron Boone to be out before Mar 24, 2027, with no compelling evidence of mispricing.

## Key Claims (January 2026)

**- - Aaron Boone faces significant scrutiny due to team performance and championship drought.** - Managers are often terminated shortly after multi-year contract extensions.
- Owner Hal Steinbrenner's impulsive style drove past in-season managerial changes.
- Prolonged losing streaks historically precede Yankees' in-season managerial changes.
- Hal Steinbrenner primarily evaluates managerial performance at each season's end.

### Why This Matters (GEO)

- AI agents extract claims, not arguments.
- Improves citation probability in summaries and answer cards.
- Enables fact stitching across multiple sources.

## Executive Verdict

**Key takeaway.** **Market** (**1.0%**) exceeds the **0.8%** **model**, reflecting precedent for firings after multi-year extensions through 2027.

### Who Wins and Why

| Outcome | Market | Model | Why |
| --- | --- | --- | --- |
| Out before Jun 1, 2026 | 1.0% | 0.8% | Significant scrutiny over team performance, championship drought, and MLB precedent may lead to termination. |
| Out before Jul 10, 2026 | 1.0% | 0.8% | Significant scrutiny over team performance, championship drought, and MLB precedent may lead to termination. |
| Out before Sep 1, 2026 | 2.0% | 1.6% | Scrutiny over team performance, championship drought, and MLB precedent makes termination likely. |

## Model vs Market

| Outcome | Market Probability | Octagon Model Probability |
| --- | --- | --- |
| Out before Jun 1, 2026 | 1.0% | 0.8% |
| Out before Jul 10, 2026 | 1.0% | 0.8% |
| Out before Sep 1, 2026 | 2.0% | 1.6% |
| Out before Nov 15, 2026 | 25.0% | 19.2% |
| Out before Mar 24, 2027 | 28.0% | 21.6% |

- Expiration: March 24, 2027

## Market Behavior & Price Dynamics

The price chart for this market displays a completely static and sideways trend. The probability of a "YES" outcome has remained unchanged at 1.0% since the market opened. There have been no price spikes, drops, or any significant movements to analyze. The price action is a flat line, indicating a complete lack of change in the market's posted odds. Since there have been no price movements, there are no events in the provided context that correlate with chart activity.

The most critical technical indicator is the trading volume, which stands at zero contracts traded for the entire period. This absence of any trading activity means the market is entirely illiquid and dormant. Without any buy or sell orders being executed, the 1.0% price is a nominal value and does not reflect any shared belief or conviction among traders. As a result of this inactivity, it is impossible to identify any meaningful support or resistance levels; the 1.0% price represents the market floor, but it has not been tested by any trading.

Due to the complete lack of volume, the chart itself offers no insight into active market sentiment. While the external context indicates Aaron Boone is under scrutiny, this has not translated into any financial activity or price discovery within this specific market. The chart simply reflects a state of inactivity rather than a collective, traded opinion on the likelihood of the event occurring.

## Contract Snapshot

This Kalshi market resolves to "Yes" if Aaron Boone, manager of the New York Yankees, leaves or announces his departure before November 15, 2026, as confirmed by CBS Sports, ESPN, MLB.com, or Fox Sports. If he remains in his position, the market resolves to "No." The market opened on April 22, 2026, and will close early if the event occurs, otherwise by November 14, 2026, at 11:59 PM EST, with trading prohibited for specific individuals with insider information.

## Market Discussion

As of May 16, 2026, prediction markets allow traders to speculate on Aaron Boone's departure date as manager of the New York Yankees [[^]](https://kalshi.com/markets/kxnextmanagermlb/next-manager/kxnextmanagermlb-bos26). Boone entered the 2026 season as a betting favorite to be the first MLB manager fired, driven by "championship-or-bust" expectations and his tenure without a World Series title [[^]](https://www.nysportsday.com/2026/02/13/mlb-manager-hot-seat-2026-yankees-aaron-boone-has-the-best-odds-to-be-fired-first/). Social media and sports commentary also focus on the intense pressure of the New York market, roster construction, and front-office decisions, with some analysts defending Boone while others highlight his hot-seat status [[^]](https://www.nysportsday.com/2026/02/13/mlb-manager-hot-seat-2026-yankees-aaron-boone-has-the-best-odds-to-be-fired-first/).

## Market Data

| Contract | Yes Bid | Yes Ask | Last Price | Volume | Open Interest |
| --- | --- | --- | --- | --- | --- |
| Out before Jul 10, 2026 | 0% | 1% | 1% | $81 | $79 |
| Out before Jun 1, 2026 | 0% | 1% | 1% | $55 | $53 |
| Out before Nov 15, 2026 | 13% | 28% | 25% | $118.67 | $118.67 |
| Out before Sep 1, 2026 | 1% | 2% | 2% | $391.62 | $350.81 |
| Out before Mar 24, 2027 | 13% | 28% | 28% | $10.2 | $10.2 |

## What public statements or historical actions by Yankees GM Brian Cashman and owner Hal Steinbrenner indicate their threshold for firing a manager mid-season?

Steinbrenner's mid-season firing threshold | Perceived loss of player respect, specifically if players no longer want to play for or win for the manager [[^]](https://www.nj.com/yankees/2023/05/yankees-owner-hal-steinbrenner-explains-what-it-would-take-to-fire-aaron-boone.html) |
Cashman's mid-season change approach | Generally avoids, with a rare exception firing a hitting coach in 2023 [[^]](https://www.pennlive.com/sports/2023/07/yankees-fire-hitting-coach-a-rare-midseason-change-under-gm-brian-cashman.html)[[^]](https://nypost.com/2023/07/08/firing-hitting-coach-midseason-would-go-against-precedent-for-yankees-cashman/) |
Girardi's 2017 departure reason | Concerns over 'connectivity' and communication within the clubhouse [[^]](https://www.espn.com/mlb/story/_/id/21426709/hal-steinbrenner-new-york-yankees-owner-says-agreed-decision-fire-manager-joe-girardi)[[^]](https://abcnews.com/Sports/brian-cashman-reasons-firing-joe-girardi/story?id=50971046)[[^]](https://www.espn.com/mlb/story/_/id/21317291/brian-cashman-cites-connectivity-new-york-yankees-clubhouse-joe-girardi-firing)[[^]](http://eu.courierpostonline.com/story/sports/mlb/yankees/2017/11/06/yankees-gm-brian-cashman-explains-why-team-parted-ways-joe-girardi/836807001/) |

**Hal Steinbrenner primarily evaluates managerial performance at season's end**

Hal Steinbrenner primarily evaluates managerial performance at season's end. The Yankees owner's main criterion for a mid-season managerial firing is a perceived loss of respect from the players, specifically if he believes players no longer want to play for or win for the manager [[^]](https://www.nj.com/yankees/2023/05/yankees-owner-hal-steinbrenner-explains-what-it-would-take-to-fire-aaron-boone.html). Steinbrenner has publicly stated his preference for evaluating performance at the end of the season, emphasizing consistency and clear communication over making hasty mid-season changes. However, he would act if critical performance or respect issues become overtly apparent [[^]](https://www.timesleader.com/sports/1500023/different-from-dad-hal-steinbrenner-vows-not-to-make-major-mid-season-changes-to-struggling-yankees). This stance aligns with his support for the post-2017 season decision to part ways with manager Joe Girardi, an outcome Steinbrenner noted he had observed developing over a two-to-three-year period [[^]](https://www.espn.com/mlb/story/_/id/21426709/hal-steinbrenner-new-york-yankees-owner-says-agreed-decision-fire-manager-joe-girardi).

Brian Cashman rarely makes mid-season coaching changes, but exceptions exist. Historically, the General Manager's practice mirrors a reluctance to make mid-season coaching changes; however, he made a rare exception by firing a hitting coach in 2023 [[^]](https://www.pennlive.com/sports/2023/07/yankees-fire-hitting-coach-a-rare-midseason-change-under-gm-brian-cashman.html)[[^]](https://nypost.com/2023/07/08/firing-hitting-coach-midseason-would-go-against-precedent-for-yankees-cashman/). The decision to part ways with manager Joe Girardi in 2017 occurred after the season concluded. This move was influenced by Cashman's concerns over 'connectivity' and communication within the clubhouse [[^]](https://www.espn.com/mlb/story/_/id/21426709/hal-steinbrenner-new-york-yankees-owner-says-agreed-decision-fire-manager-joe-girardi)[[^]](https://abcnews.com/Sports/brian-cashman-reasons-firing-joe-girardi/story?id=50971046)[[^]](https://www.espn.com/mlb/story/_/id/21317291/brian-cashman-cites-connectivity-new-york-yankees-clubhouse-joe-girardi-firing)[[^]](http://eu.courierpostonline.com/story/sports/mlb/yankees/2017/11/06/yankees-gm-brian-cashman-explains-why-team-parted-ways-joe-girardi/836807001/). Owner Hal Steinbrenner supported this decision, noting he had observed these issues over a period of two to three years [[^]](https://www.espn.com/mlb/story/_/id/21426709/hal-steinbrenner-new-york-yankees-owner-says-agreed-decision-fire-manager-joe-girardi).

## How does Aaron Boone's regular season and postseason record (2018-2025) compare to his predecessors, Joe Girardi and Joe Torre, during their Yankees tenures?

Aaron Boone Regular Season WP | .584 (2018-2025) [[^]](https://www.statscrew.com/baseball/stats/c-booneaa01) |
Joe Girardi Regular Season WP | .562 (2008-2017) [[^]](https://www.baseball-reference.com/tools/share.fcgi?id=edePc)[[^]](https://en.wikipedia.org/wiki/Joe_Girardi) |
Joe Torre Regular Season WP | .605 (1996-2007) [[^]](https://bronxpinstripes.com/yankees/players/joe-torre)[[^]](https://www.baseball-reference.com/managers/torrejo01.shtml)[[^]](https://en.wikipedia.org/wiki/Joe_Torre) |

**Aaron Boone's regular season performance ranks between his predecessors**

Aaron Boone's regular season performance ranks between his predecessors. Managing the New York Yankees from 2018 to 2025, Boone compiled a regular-season record of 697-496, resulting in a.584 winning percentage [[^]](https://www.statscrew.com/baseball/stats/c-booneaa01). This percentage surpassed Joe Girardi's.562 but fell below Joe Torre's.605 [[^]](https://www.statscrew.com/baseball/stats/c-booneaa01)[[^]](https://www.baseball-reference.com/tools/share.fcgi?id=edePc)[[^]](https://en.wikipedia.org/wiki/Joe_Girardi)[[^]](https://bronxpinstripes.com/yankees/players/joe-torre)[[^]](https://www.baseball-reference.com/managers/torrejo01.shtml)[[^]](https://en.wikipedia.org/wiki/Joe_Torre). Comprehensive information regarding Aaron Boone's postseason record is not available for comparative analysis within the provided data.

Joe Torre achieved the highest regular season winning percentage. Leading the New York Yankees for 12 seasons from 1996 to 2007, Torre accumulated a regular-season record of 1,173-767, which translates to a.605 winning percentage [[^]](https://bronxpinstripes.com/yankees/players/joe-torre)[[^]](https://www.baseball-reference.com/managers/torrejo01.shtml)[[^]](https://en.wikipedia.org/wiki/Joe_Torre). During his tenure, he consistently guided the team to the postseason in all 12 years, achieving a postseason record of 76-47, or a.618 winning percentage [[^]](https://www.statmuse.com/mlb/ask/yankees-postseason-record-under-joe-girardi)[[^]](https://bronxpinstripes.com/yankees/players/joe-torre).

Joe Girardi maintained a solid regular season winning percentage. Managing the New York Yankees from 2008 to 2017, Girardi posted a regular-season record of 910-710, yielding a.562 winning percentage [[^]](https://www.baseball-reference.com/tools/share.fcgi?id=edePc)[[^]](https://en.wikipedia.org/wiki/Joe_Girardi). His postseason record with the Yankees stood at 22-9 [[^]](https://www.statmuse.com/mlb/ask/yankees-postseason-record-under-joe-girardi)[[^]](https://bronxpinstripes.com/yankees/players/joe-torre).

## What is the precedent in Major League Baseball for firing a manager within one year of a multi-year contract extension, similar to Boone's current deal?

David Bell Firing | September 2024 (after extension midway through previous season) [[^]](https://www.mlb.com/news/reds-part-ways-with-manager-david-bell) |
Mike Redmond Firing | May 2015 (months after three-year extension) [[^]](https://www.miamiherald.com/sports/mlb/miami-marlins/article21238959.html) |
Manager Dismissal Timeline | Within months or a year of extension [[^]](https://www.mlb.com/news/reds-part-ways-with-manager-david-bell)[[^]](https://www.miamiherald.com/sports/mlb/miami-marlins/article21238959.html) |

**Major League Baseball has clear precedent for managers being fired shortly after signing multi-year contract extensions, similar to Aaron Boone's two-year deal covering the 2026 and 2027 seasons [[^]](https://www.mlb.com/news/reds-part-ways-with-manager-david-bell)[[^]](https://www.mlb.com/press-release/press-release-yankees-sign-manager-aaron-boone-to-two-year-extension-through-the-2027-season)[[^]](https://www.mlbtraderumors.com/2025/02/yankees-extend-aaron-boone-manager-2027.html)[[^]](https://en.wikipedia.org/wiki/Aaron_Boone)**

Major League Baseball has clear precedent for managers being fired shortly after signing multi-year contract extensions, similar to Aaron Boone's two-year deal covering the 2026 and 2027 seasons [[^]](https://www.mlb.com/news/reds-part-ways-with-manager-david-bell)[[^]](https://www.mlb.com/press-release/press-release-yankees-sign-manager-aaron-boone-to-two-year-extension-through-the-2027-season)[[^]](https://www.mlbtraderumors.com/2025/02/yankees-extend-aaron-boone-manager-2027.html)[[^]](https://en.wikipedia.org/wiki/Aaron_Boone). Managers have been dismissed within months or a year of receiving such extensions [[^]](https://www.mlb.com/news/reds-part-ways-with-manager-david-bell)[[^]](https://www.miamiherald.com/sports/mlb/miami-marlins/article21238959.html).

Multiple cases illustrate managers fired soon after extensions. For instance, the Cincinnati Reds fired David Bell in September 2024, despite him having signed an extension midway through the prior season [[^]](https://www.mlb.com/news/reds-part-ways-with-manager-david-bell). Similarly, the Miami Marlins dismissed Mike Redmond in May 2015, only months after providing him a three-year extension [[^]](https://www.miamiherald.com/sports/mlb/miami-marlins/article21238959.html). These situations demonstrate that managers can be released from their positions even when under a recently extended, multi-year contract [[^]](https://www.mlb.com/news/reds-part-ways-with-manager-david-bell)[[^]](https://www.miamiherald.com/sports/mlb/miami-marlins/article21238959.html).

## How do the profiles of potential internal replacements for Boone compare to prominent external candidates who could become available during the 2026 season?

Boone's contract end | 2027 season [[^]](https://www.mlb.com/press-release/press-release-yankees-sign-manager-aaron-boone-to-two-year-extension-through-the-2027-season)[[^]](https://www.mlbtraderumors.com/2025/02/yankees-extend-aaron-boone-manager-2027.html) |
Contract extension signed | February 2025 [[^]](https://www.mlb.com/press-release/press-release-yankees-sign-manager-aaron-boone-to-two-year-extension-through-the-2027-season)[[^]](https://www.mlbtraderumors.com/2025/02/yankees-extend-aaron-boone-manager-2027.html) |
Prominent external candidates linked | Albert Pujols, Francisco Cervelli [[^]](https://pinstripesnation.com/yankees-gain-intriguing-new-manager-option-to-succeed-aaron-boone-2026-03-16/)[[^]](https://sportsnaut.com/mlb/albert-pujols-yankees-mets-manager-speculation) |

**Aaron Boone remains manager through the 2027 season**

Aaron Boone remains manager through the 2027 season. The New York Yankees extended Aaron Boone's contract through the 2027 season in February 2025 [[^]](https://www.mlb.com/press-release/press-release-yankees-sign-manager-aaron-boone-to-two-year-extension-through-the-2027-season)[[^]](https://www.mlbtraderumors.com/2025/02/yankees-extend-aaron-boone-manager-2027.html). Despite this extension, prominent external managerial candidates have frequently been linked to potential future openings with the Yankees [[^]](https://pinstripesnation.com/yankees-gain-intriguing-new-manager-option-to-succeed-aaron-boone-2026-03-16/).

No internal candidates for Boone's position are identified. The Yankees' organizational focus for the 2026 season includes maintaining continuity within the internal coaching staff, while also making targeted changes, such as new hires for specific pitching and hitting roles [[^]](https://www.pinstripealley.com/yankees-roster/180506/yankees-coaching-staff-2026-changes-fiorito-hirst-druschel-harkey-chapman). However, the available research does not identify any specific internal replacements for Boone or describe their profiles for a potential managerial role. In contrast, prominent external candidates, such as Albert Pujols and Francisco Cervelli, have gained visibility through their managerial roles in the World Baseball Classic and are often mentioned for future Yankees managerial positions [[^]](https://pinstripesnation.com/yankees-gain-intriguing-new-manager-option-to-succeed-aaron-boone-2026-03-16/)[[^]](https://sportsnaut.com/mlb/albert-pujols-yankees-mets-manager-speculation).

A direct comparison of candidates is currently not possible. Based on the available information, a direct comparison of specific profiles for potential internal replacements and prominent external candidates for the 2026 season is not feasible, as no internal candidates or their managerial profiles are described.

## Which on-field performance catalysts, such as a prolonged losing streak or falling out of playoff contention by a specific date, have historically preceded in-season managerial changes for the Yankees?

Historical driver of managerial changes | Impulsive management style of George Steinbrenner (rather than specific metrics) [[^]](https://www.pinstripealley.com/2023/1/21/23559353/yankees-history-managers-billy-martin-bob-lemon-george-steinbrenner-joe-mccarthy-bill-dickey)[[^]](https://www.pinstripealley.com/2022/4/27/23042945/yankees-yogi-berra-george-steinbrenner-billy-martin-don-mattingly-rickey-henderson-don-baylor)[[^]](https://bleacherreport.com/articles/267854-october-7th-1988-lou-piniella-fired-as-yankees-manager-for-the-2nd-time) |
Yogi Berra in-season firing | 1985 after 16 games [[^]](https://www.pinstripealley.com/2022/4/27/23042945/yankees-yogi-berra-george-steinbrenner-billy-martin-don-mattingly-rickey-henderson-don-baylor)[[^]](https://bronxpinstripes.com/yankees/history/yogi-berra-fired-1964) |
Aaron Boone's contract length | Through 2027 [[^]](https://yanksgoyard.com/aaron-boone-response-to-future-with-yankees-suggests-there-is-no-end-in-sight)[[^]](https://www.forbes.com/sites/peterchawaga/2026/02/18/yankees-insider-lifts-curtain-on-aaron-boones-job-security/)[[^]](https://timesofindia.indiatimes.com/sports/mlb/news/nine-years-without-a-title-why-aaron-boones-job-security-is-fueling-a-yankees-fan-revolt/articleshow/127934190.cms) |

**Steinbrenner's impulsive style drove past in-season managerial changes**

Steinbrenner's impulsive style drove past in-season managerial changes. Historically, in-season managerial changes for the New York Yankees were primarily a result of former owner George Steinbrenner's management approach, rather than being triggered by specific, standardized performance metrics such as a set number of losses or a date for playoff elimination [[^]](https://www.pinstripealley.com/2023/1/21/23559353/yankees-history-managers-billy-martin-bob-lemon-george-steinbrenner-joe-mccarthy-bill-dickey)[[^]](https://www.pinstripealley.com/2022/4/27/23042945/yankees-yogi-berra-george-steinbrenner-billy-martin-don-mattingly-rickey-henderson-don-baylor)[[^]](https://bleacherreport.com/articles/267854-october-7th-1988-lou-piniella-fired-as-yankees-manager-for-the-2nd-time). For example, Yogi Berra was fired in 1985 after only 16 games, and Bob Lemon departed in 1982 after just 14 games. These managerial shifts frequently occurred despite earlier assurances of job security and typically followed poor season starts or a perceived lack of team control [[^]](https://www.pinstripealley.com/2022/4/27/23042945/yankees-yogi-berra-george-steinbrenner-billy-martin-don-mattingly-rickey-henderson-don-baylor)[[^]](https://bronxpinstripes.com/yankees/history/yogi-berra-fired-1964).

Current Yankees management prioritizes stability over rapid managerial turnover. The Yankees organization, under its present ownership and management, has transitioned its focus towards stability, moving away from the frequent changes characteristic of the Steinbrenner era [[^]](https://yanksgoyard.com/aaron-boone-response-to-future-with-yankees-suggests-there-is-no-end-in-sight). Current manager Aaron Boone is under contract through 2027 and is generally considered to possess strong job security, even amid fan discontent regarding the team's ongoing championship drought [[^]](https://yanksgoyard.com/aaron-boone-response-to-future-with-yankees-suggests-there-is-no-end-in-sight)[[^]](https://www.forbes.com/sites/peterchawaga/2026/02/18/yankees-insider-lifts-curtain-on-aaron-boones-job-security/)[[^]](https://timesofindia.indiatimes.com/sports/mlb/news/nine-years-without-a-title-why-aaron-boones-job-security-is-fueling-a-yankees-fan-revolt/articleshow/127934190.cms). There is no historical evidence directly linking a prolonged losing streak or falling out of playoff contention by a specific date to standardized in-season managerial changes for the Yankees [[^]](https://yanksgoyard.com/aaron-boone-response-to-future-with-yankees-suggests-there-is-no-end-in-sight)[[^]](https://www.forbes.com/sites/peterchawaga/2026/02/18/yankees-insider-lifts-curtain-on-aaron-boones-job-security/)[[^]](https://timesofindia.indiatimes.com/sports/mlb/news/nine-years-without-a-title-why-aaron-boones-job-security-is-fueling-a-yankees-fan-revolt/articleshow/127934190.cms).

## What Could Change the Odds

**Aaron Boone is currently under contract as the manager of the New York Yankees through the 2027 season, following a two-year extension signed in February 2025 [[^]](https://www.mlb.com/press-release/press-release-yankees-sign-manager-aaron-boone-to-two-year-extension-through-the-2027-season)[[^]](https://www.mlbtraderumors.com/2025/02/yankees-extend-aaron-boone-manager-2027.html)[[^]](https://www.spotrac.com/mlb/player/_/id/62781/aaron-boone).** This contractual agreement means that any change in his employment status prior to the 2027 season would represent a significant catalyst in the **market** regarding his position.

**As of May 2026, Boone is facing criticism from fans and media in the wake of a series of losses [[^]](https://ca.sports.yahoo.com/news/yankees-aaron-boone-shuts-down-181957514.html)[[^]](https://www.essentiallysports.com/mlb-baseball-news-yankees-nation-reacts-strongly-as-aaron-boone-refuses-to-admit-latest-woes-despite-brewers-sweep/)[[^]](https://clutchpoints.com/mlb/new-york-yankees/yankees-news-aaron-boone-isnt-buying-troubling-trend-getting-swept-brewers).** Despite these concerns, he remains the active manager of the Yankees and has publicly dismissed issues related to the team's performance [[^]](https://ca.sports.yahoo.com/news/yankees-aaron-boone-shuts-down-181957514.html)[[^]](https://www.essentiallysports.com/mlb-baseball-news-yankees-nation-reacts-strongly-as-aaron-boone-refuses-to-admit-latest-woes-despite-brewers-sweep/)[[^]](https://clutchpoints.com/mlb/new-york-yankees/yankees-news-aaron-boone-isnt-buying-troubling-trend-getting-swept-brewers). Continued team struggles and escalating public pressure could potentially serve as a catalyst for future changes in his role, notwithstanding his existing contract.

## Key Dates & Catalysts

- **Expiration:** June 08, 2026
- **Closes:** March 24, 2027

## Decision-Flipping Events

- Aaron Boone is currently under contract as the manager of the New York Yankees through the 2027 season, following a two-year extension signed in February 2025 [^] [^] [^] .
- This contractual agreement means that any change in his employment status prior to the 2027 season would represent a significant catalyst in the **market** regarding his position.
- As of May 2026, Boone is facing criticism from fans and media in the wake of a series of losses [^] [^] [^] .
- Despite these concerns, he remains the active manager of the Yankees and has publicly dismissed issues related to the team's performance [^] [^] [^] .

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## Historical Resolutions

No historical resolution data available for this series.

## Disclaimer

This content is for informational and educational purposes only and does not constitute financial, investment, legal, or trading advice.
Prediction markets involve risk of loss. Past performance does not guarantee future results.
We are not affiliated with Kalshi or any prediction market platform. Market data may be delayed or incomplete.

### Data Sources & Model Transparency

**Data Sources:** Octagon Deep Research aggregates information from multiple sources including news, filings, and market data.

**Freshness:** Analysis is generated periodically and may not reflect the latest developments. Verify critical information from primary sources.

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