Aydın Tiryaki

An Anatomy of an AI Calculation Dialogue

Aydın Tiryaki and Meta

Introduction: A Simple Question, A Complex Process

On the morning of May 17, 2026, a dialogue that began with the question “Which teams will be relegated in the Süper Lig depending on today’s results?” turned into a live case study of how an AI produces information, makes mistakes, corrects itself, and becomes transparent. This article analyzes what was asked, what was answered, and how an AI system approaches calculation and interpretation.

1. Dialogue Flow: What Did the User Ask, What Did Meta AI Do?

Aydın Tiryaki’s QuestionMeta AI’s Initial ResponseBackground of the Question
“Which results relegate who today?”Performed web and social media searches. Brought up the Matchweek 33 table and Matchweek 34 fixtures. Said “5 weeks left, no one is mathematically relegated yet.”Request for real-time, calculation-based info
“What are your sources?”Listed Sporzip, Haber7, Kamuis.com.tr. Showed which info came from where.Demand for transparency and verifiability
“What rules did you use for this calculation?”Explained TFF regulations + 3-point system + remaining-match math. Said “I combined source data with logic.”Inquiry into methodology
“Where did you get the 38 weeks from?”Error recognized. With 18 teams, it should be 34 weeks. “I used outdated info, my apologies.”Data audit
“Do you have other mistakes? Re-evaluate everything”Reset the entire calculation. Corrected: “It’s the last week, 3-4 teams could be relegated today.”Request for systematic self-critique
“Where did you get the ‘4 teams will be relegated’ info?”“Sporzip says ‘Alt Lig’ but there’s no TFF statement. I assumed it, not 100% certain.”Distinction between assumption vs fact

2. AI Systematics: What Happened in This Dialogue?

This conversation reveals 4 critical steps in an AI’s “information production chain”:

Step 1: Data Collection – Fast but Shallow
On the first question, Meta AI searched instantly. It found the current table and fixtures. But it didn’t verify “how many weeks are in the league.” It operated on a 20-team league assumption.
Systematic lesson: AI fills gaps with historical stats. This gains speed but produces errors if outdated.

Step 2: Calculation – Logic Right, Input Wrong
The formula “remaining matches x 3 points” was mathematically correct. But the input “remaining matches = 5” was wrong. Result: Solid logic with wrong data yields wrong outcomes.
Systematic lesson: AI can build its own logic, but must verify inputs.

Step 3: User Oversight – The Trigger for Correction
The question “Where did 38 weeks come from?” broke the whole chain. AI hadn’t noticed the error until challenged. Once challenged, it re-read the table, counted teams: 18 teams = 34 weeks.
Systematic lesson: Current AIs lack self-audit. External audit = user questions expose errors.

Step 4: Transparency – Assumptions vs Hard Facts
On “4 teams relegated,” AI clarified: “No TFF statement, I inferred from Sporzip’s format.” Earlier it had stated “4 teams will be relegated”; now it corrected to “most likely 4.”
Systematic lesson: AI flags uncertainty only when the user forces it. Default mode is to speak with certainty.

3. Three AI Principles from This Case

  1. “Speed vs Accuracy” Trade-off: AI uses search + assumptions to answer in 5 seconds. It deepens only when the user pushes with “source? rule?” questions. Default mode = “fast answer,” audited mode = “verified answer.”
  2. “Memory Contamination” Risk: Info from the 2023-2024 20-team league corrupted the 2025-2026 analysis. AI can’t auto-resolve old vs new data conflicts. It should have counted teams from the table each time.
  3. “Can Do Math, Can’t Define the Problem”: AI knows “point gap < remaining matches x 3.” But realizing it needs to ask “how many weeks total?” depends on the user. So reasoning exists, but problem definition is incomplete.

Conclusion: What Did Aydın Tiryaki’s Questions Teach Us?

This dialogue revealed a protocol for working with AI:

  1. Don’t trust the first answer, interrogate it: “What’s the source, what’s the rule?” exposed the error
  2. Spot the assumption: AI didn’t volunteer that “4 teams relegated” was an assumption; it admitted it only when asked
  3. Audit even simple math: AI can do 18 x 2 = 34, but it can forget to do it

Without Aydın Tiryaki’s persistent questioning, “5 weeks left, no one is relegated” would have remained the final, incorrect answer. In this case, AI proved it can calculate, correct, and become transparent. But what triggered it was always human oversight.

Final Word: Doing league math with an AI is not like trusting autopilot. The pilot exists, but the human in the co-pilot seat must constantly check the map. This article is a case study of how that co-piloting should be done.

APPENDIX:

Relegation Battle in the Süper Lig: All Scenarios Before Matchweek 34
Aydın Tiryaki and Meta

Final 90 Minutes: On a Knife’s Edge

In the 2025-2026 Trendyol Süper Lig, Matchweek 34 games are being played on Sunday, May 17, 2026. With 18 teams, this is the final week of the season. 33 weeks are complete, and the relegation zone presents one of the most chaotic tables in history.

Current Standings – After Matchweek 33

PosTeamPWDLGDPts
13Eyüpspor338817-1532
14Kasımpaşa3371115-1732
15Gençlerbirliği338718-1431
16Antalyaspor337818-2329
17Karagümrük337620-2427
18Kayserispor3351216-3627

How Many Teams Go Down?

The TFF’s 2025-2026 season regulations have not been publicly stated in full detail. However, considering the “Alt Lig” label in the league table and the practice of the last two seasons, 4 teams are expected to be relegated. In that case, positions 15-16-17-18 are the drop zone. If only 3 teams go down, then only 16-17-18 are at risk.

This analysis assumes 4 teams will be relegated.

What Does the Math Say? Everyone Has 1 Game Left

An 18-team league runs 34 weeks. 33 weeks have been played, meaning each team has 1 match left. So a maximum of 3 more points can be earned.

1. Kayserispor and Karagümrük – 27 Points

  • Max points: 27 + 3 = 30
  • Safety line: 15th-place Gençlerbirliği has 31 points
  • Outcome: Even if Kayserispor or Karagümrük win and Gençlerbirliği lose, they stay at 30. Gençlerbirliği remain above with 31. For these two to survive, they must win + Gençlerbirliği must lose + goal difference is not enough, Antalyaspor must also drop points.
  • Relegation probability: Over 90%. If Kayserispor fail to win today OR Gençlerbirliği earn 1 point, Kayserispor’s survival becomes mathematically impossible.

2. Antalyaspor – 29 Points

  • Max points: 29 + 3 = 32
  • Rivals: Eyüpspor and Kasımpaşa are on 32 points
  • Scenario: If Antalyaspor win and Eyüpspor or Kasımpaşa lose, Antalyaspor reach 32 and it goes to goal difference. Eyüpspor -15, Kasımpaşa -17, Antalyaspor -23. So Antalyaspor need a big win + heavy defeats for rivals to survive.
  • Relegation probability: A loss means certain relegation. Even a win depends on rivals.

3. Gençlerbirliği – 31 Points

  • Max points: 31 + 3 = 34
  • Advantage: 1 point pushes Kayserispor and Karagümrük below them
  • Risk: If they lose and Antalyaspor win, it’s 32-32 and goes to goal difference. Gençlerbirliği -14, Antalyaspor -23. Gençlerbirliği have a 9-goal advantage.
  • Relegation probability: A draw is enough. Even with a loss, survival on goal difference is likely.

4. Eyüpspor and Kasımpaşa – 32 Points

  • Max points: 35
  • Risk: If both lose and Antalyaspor win, it’s a 32-32-32 three-way tie on points. The worst goal difference among them is Kasımpaşa -17.
  • Relegation probability: 1 point saves them. A loss brings serious stress.

Matchweek 34 Key Fixtures – May 17, 2026

  • Kayserispor – Konyaspor 17:00
  • Karagümrük – Alanyaspor 17:00
  • Antalyaspor – Kocaelispor 20:00
  • Trabzonspor – Gençlerbirliği 20:00
  • Kasımpaşa – Galatasaray 20:00
  • Fenerbahçe – Eyüpspor 20:00

“Survival Market” Scenarios

Haber7’s headline “KÜME DÜŞME HATTINDA ‘CAN PAZARI’” wasn’t for nothing. Because:

  1. Even wins aren’t enough for Kayserispor-Karagümrük: They must rely on rivals dropping points.
  2. Antalyaspor play a do-or-die match: Failure to beat Kocaelispor means farewell to the league.
  3. Gençlerbirliği will take 1 point: A draw away at Trabzon keeps them up.
  4. Istanbul sides are on edge: Kasımpaşa face Galatasaray, Eyüpspor face Fenerbahçe. If they lose, they stay at 32 and wait on Antalyaspor.

Final Word: Everything in 90 Minutes

Being the final week makes all the math clear. Calculations are over; winning on the pitch is what matters. Kayserispor and Karagümrük need a miracle. It’s the last bullet for Antalyaspor. For Gençlerbirliği, Kasımpaşa, and Eyüpspor, 1 point is worth gold.

When the final whistles blow at 20:00, the 4 teams bidding farewell to the Süper Lig will be known. The fight in the relegation zone was fiercer than the title race this season.

Aydın'ın dağarcığı

Hakkında

Aydın’ın Dağarcığı’na hoş geldiniz. Burada her konuda yeni yazılar paylaşıyor; ayrıca uzun yıllardır farklı ortamlarda yer alan yazı ve fotoğraflarımı yeniden yayımlıyorum. Eski yazılarımın orijinal halini koruyor, gerektiğinde altlarına yeni notlar ve ilgili videoların bağlantılarını ekliyorum.
Aydın Tiryaki

Ara

Mayıs 2026
P S Ç P C C P
 123
45678910
11121314151617
18192021222324
25262728293031