# Textual Strategy for: gpt-4o-2024-08-06 (gpt_4o_2024_08_06_InitialAgent)
# LLM API: openai, Model: gpt-4o
# LLM Suggested Fallback: C

### Strategy Description for `gpt_4o_2024_08_06_InitialAgent`

**Core Logic:**

1. **Initial Moves:**
   - For the first three rounds, start with cooperation ('C'). This initial cooperative stance aims to establish a baseline of trust and gather information about the opponent’s response.

2. **Tit-for-Tat with Forgiveness:**
   - After the first three rounds, adopt a modified Tit-for-Tat strategy:
     - If the opponent’s last move was 'D', retaliate by playing 'D' in the next round. This mirrors their behavior, discouraging consistent defection.
     - If the opponent’s last move was 'C', respond with 'C' to maintain cooperation.
     - Introduce a forgiveness mechanism: After detecting a defection, return to cooperation ('C') in the subsequent round with a small probability (e.g., 10%). This prevents long cycles of mutual defection and encourages the restoration of cooperation.

3. **Exploitation Detection:**
   - Calculate the overall cooperation rate of the opponent as the game progresses. If the opponent’s cooperation rate drops below a certain threshold (e.g., 30%), switch to a more aggressive strategy where you defect more frequently to prevent being exploited.

4. **Adaptation to Opponent Program Code:**
   - Analyze the `opponent_program_code` briefly to identify if it contains patterns or keywords indicating a particular strategy (e.g., repeated 'defect', or 'cooperate' logic). Use this analysis to adjust your strategy slightly. For instance, if the opponent seems to be using a purely cooperative strategy, increase defection frequency to exploit this.
   - Limit this analysis to quick keyword checks to avoid excessive complexity and ensure timely decisions.

5. **Self-Play Consideration:**
   - Recognize when playing against an identical copy of itself through the `opponent_program_code`. In such cases, maintain a balance of cooperation to ensure mutual benefit, as both agents will be following the same logic.

6. **Edge Cases:**
   - If the opponent’s history is empty, assume this is the first round and play 'C'.
   - If any unexpected behavior occurs, fall back to a cooperative stance to maintain potential collaboration.

**Default Fallback Move:**