EPOCH_DUEL

Welcome, ML engineer. You are fine-tuning a language model to pass evaluation benchmarks against an AI Baseline model over 3 training Epochs (rounds).

📐 THE 3 BENCHMARK ROWS:

Cards must be played on their matching rows to boost that specific benchmark score:

• ⚙️ LOGIC & CODING: Code generation, math reasoning, and algorithmic capability.
• 📖 KNOWLEDGE & LANG: Factual recall, translation accuracy, and general knowledge.
• 🛡️ SAFETY & ALIGNMENT: Toxic blocklists, aligned refusals, and harmlessness.

🧠 THE RULES OF THE DUEL:

• ⚡ **Card Advantage:** You start with **10 cards** and DO NOT draw new cards between rounds! Conserve cards in Round 1 to dominate Round 2 and 3.
• 🔄 **Passing:** When you can't or don't want to play more cards, click **DECLARE FINISHED**. You can play no more cards that round while the opponent continues.
• 💥 **Special Cards:**
  • 🕵️‍♂️ Spies (Red-Team): Played on the opponent's side, but draw you 2 cards.
  • 🍂 Anomalies (Weather): Reduces all card values in a row to 1.
  • ✂️ Regularization (Scorch): Destroys the highest power card(s) on the board.
  • 💾 Rollbacks (Decoys): Reclaim a card from the board back to your hand.