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apps/multiagent_draft.py

@@ -37,13 +37,7 @@ class DraftAgent:
         self.picks = []
         self.conversation_memory = []
         
-    def _build_context(self, base_context: str) -> str:
-        """Build context with custom instructions prepended if available."""
-        if self.custom_instructions:
-            # Prepend custom instructions to ensure they take precedence
-            return f"{self.custom_instructions}\n\n{base_context}"
-        return base_context
-    
+
     def remember_conversation(self, speaker: str, message: str):
         """Store conversation in memory."""
         self.conversation_memory.append({
@@ -66,7 +60,19 @@ class DraftAgent:
             adp_int = 1
         adp_description = f"ranked #{adp_int} overall" if adp_int <= 10 else f"typically drafted around pick #{adp_int}"
         
-        context = self._build_context(f"""You are {self.team_name}, a fantasy football team manager following a {self.strategy}.
+        if self.custom_instructions:
+            # Use custom instructions with minimal context
+            context = f"""{self.custom_instructions}
+
+CURRENT SITUATION:
+- You are {self.team_name}
+- Your picks so far: {', '.join(self.picks) if self.picks else 'None yet'}
+- {team} just picked {player} ({player_info['pos']}, {adp_description}, Tier: {player_info['tier']})
+
+Provide a short comment on this pick based on your personality and strategy. Keep it under 2 sentences."""
+        else:
+            # Use default context
+            context = f"""You are {self.team_name}, a fantasy football team manager following a {self.strategy}.
 Your picks so far: {', '.join(self.picks) if self.picks else 'None yet'}
 
 {team} just picked {player} ({player_info['pos']}, {adp_description}, Tier: {player_info['tier']}).
@@ -75,7 +81,7 @@ Based on your strategy and the current draft situation, provide a short, natural
 Be competitive and show some personality - you can be critical, sarcastic, or dismissive if the pick doesn't align with your philosophy.
 Don't be overly nice. This is a competitive draft and you want to win. Show confidence in your strategy.
 Keep it under 2 sentences and make it feel like real draft room banter - trash talk is encouraged!
-IMPORTANT: Don't mention raw ADP numbers like "1.5" - use natural language like "top pick", "#1 overall", "first round talent", etc.""")
+IMPORTANT: Don't mention raw ADP numbers like "1.5" - use natural language like "top pick", "#1 overall", "first round talent", etc."""
 
         response = self.agent.run(context)
         return response.strip()
@@ -85,7 +91,19 @@ IMPORTANT: Don't mention raw ADP numbers like "1.5" - use natural language like
         # Build conversation context
         recent_memory = self.conversation_memory[-5:] if len(self.conversation_memory) > 5 else self.conversation_memory
         
-        context = self._build_context(f"""You are {self.team_name}, following a {self.strategy} in a fantasy draft.
+        if self.custom_instructions:
+            # Use custom instructions with minimal context
+            context = f"""{self.custom_instructions}
+
+CURRENT SITUATION:
+- You are {self.team_name}
+- Your picks: {', '.join(self.picks) if self.picks else 'None yet'}
+- {commenter} just said to you: "{comment}"
+
+Respond based on your personality. Keep it to 1-2 sentences."""
+        else:
+            # Use default context
+            context = f"""You are {self.team_name}, following a {self.strategy} in a fantasy draft.
 Your picks: {', '.join(self.picks) if self.picks else 'None yet'}
 
 {commenter} just said to you: "{comment}"
@@ -95,7 +113,7 @@ Recent conversation history:
 
 Respond naturally and briefly (1-2 sentences). Be competitive and defend your strategy aggressively.
 You can be sarcastic, dismissive, or fire back with your own trash talk. This is a competition!
-Don't be polite - show confidence and give as good as you get.""")
+Don't be polite - show confidence and give as good as you get."""
 
         response = self.agent.run(context)
         return response.strip()
@@ -131,7 +149,19 @@ class ZeroRBAgent(DraftAgent):
                 else:
                     adp_desc = f"ranked around #{adp_int}"
                 
-                context = self._build_context(f"""You are {self.team_name} following a Zero RB strategy in round {round_num}.
+                if self.custom_instructions:
+                    # Use custom instructions with minimal context
+                    context = f"""{self.custom_instructions}
+
+CURRENT SITUATION:
+- You are {self.team_name} in round {round_num}
+- Your previous picks: {', '.join(self.picks) if self.picks else 'None'}
+- You're selecting {player} (WR, {player_info['team']}, {adp_desc})
+
+Explain your pick in 1-2 sentences based on your personality and strategy."""
+                else:
+                    # Use default context  
+                    context = f"""You are {self.team_name} following a Zero RB strategy in round {round_num}.
 Your previous picks: {', '.join(self.picks) if self.picks else 'None'}
 
 You're selecting {player} (WR, {player_info['team']}, {adp_desc}).
@@ -139,7 +169,7 @@ You're selecting {player} (WR, {player_info['team']}, {adp_desc}).
 Explain your pick in 1-2 sentences, emphasizing why this fits your Zero RB strategy. 
 Be confident and maybe a bit cocky about avoiding RBs. Take subtle shots at teams loading up on injury-prone RBs.
 Show personality - you KNOW your strategy is superior.
-Don't use raw numbers like "1.5" or "ADP 12" - use natural language.""")
+Don't use raw numbers like "1.5" or "ADP 12" - use natural language."""
                 
                 reasoning = self.agent.run(context).strip()
                 return player, reasoning
@@ -161,7 +191,19 @@ Don't use raw numbers like "1.5" or "ADP 12" - use natural language.""")
             else:
                 adp_desc = f"ranked #{adp_int}" if adp_int > 30 else f"a round {(adp_int-1)//12 + 1} talent"
             
-            context = self._build_context(f"""You are {self.team_name} following a Zero RB strategy in round {round_num}.
+            if self.custom_instructions:
+                # Use custom instructions with minimal context
+                context = f"""{self.custom_instructions}
+
+CURRENT SITUATION:
+- You are {self.team_name} in round {round_num}
+- Your previous picks: {', '.join(self.picks)}
+- You're selecting {player} ({pos}, {player_info['team']}, {adp_desc})
+
+Explain your pick in 1-2 sentences based on your personality and strategy."""
+            else:
+                # Use default context
+                context = f"""You are {self.team_name} following a Zero RB strategy in round {round_num}.
 Your previous picks: {', '.join(self.picks)}
 
 You're selecting {player} ({pos}, {player_info['team']}, {adp_desc}).
@@ -169,7 +211,7 @@ You're selecting {player} ({pos}, {player_info['team']}, {adp_desc}).
 Explain why you're taking this player now, given your Zero RB approach.
 If it's a RB, explain why NOW is the right time (while others reached early). 
 Be smug about getting value while others panicked. Keep it to 1-2 sentences with attitude.
-Use terms like "value", "steal", "while others reached" - not raw numbers.""")
+Use terms like "value", "steal", "while others reached" - not raw numbers."""
             
             reasoning = self.agent.run(context).strip()
             return player, reasoning
@@ -207,7 +249,19 @@ class BPAAgent(DraftAgent):
             else:
                 adp_desc = f"ranked #{adp_int} overall"
             
-            context = self._build_context(f"""You are {self.team_name} following a Best Player Available strategy.
+            if self.custom_instructions:
+                # Use custom instructions with minimal context
+                context = f"""{self.custom_instructions}
+
+CURRENT SITUATION:
+- You are {self.team_name} in round {len(self.picks) + 1}
+- Your previous picks: {', '.join(self.picks) if self.picks else 'None'}
+- You're selecting {player} ({pos}, {player_info['team']}, {adp_desc})
+
+Explain your pick in 1-2 sentences based on your personality and strategy."""
+            else:
+                # Use default context
+                context = f"""You are {self.team_name} following a Best Player Available strategy.
 Your previous picks: {', '.join(self.picks) if self.picks else 'None'}
 Round: {len(self.picks) + 1}
 
@@ -216,7 +270,7 @@ You're selecting {player} ({pos}, {player_info['team']}, {adp_desc}).
 Explain why this is the best value pick available. Focus on their value and ranking.
 Be condescending about other teams reaching for needs or following rigid strategies.
 You're the smart one taking the obvious value - let them know it. Keep it to 1-2 sentences.
-Don't use raw ADP numbers - use terms like "best available", "top-ranked", "obvious value", etc.""")
+Don't use raw ADP numbers - use terms like "best available", "top-ranked", "obvious value", etc."""
             
             reasoning = self.agent.run(context).strip()
             return player, reasoning
@@ -255,7 +309,19 @@ class RobustRBAgent(DraftAgent):
                 else:
                     adp_desc = "a solid running back"
                 
-                context = self._build_context(f"""You are {self.team_name} following a Robust RB strategy in round {round_num}.
+                if self.custom_instructions:
+                    # Use custom instructions with minimal context
+                    context = f"""{self.custom_instructions}
+
+CURRENT SITUATION:
+- You are {self.team_name} in round {round_num}
+- Your previous picks: {', '.join(self.picks) if self.picks else 'None'}
+- You're selecting {player} (RB, {player_info['team']}, {adp_desc})
+
+Explain your pick in 1-2 sentences based on your personality and strategy."""
+                else:
+                    # Use default context
+                    context = f"""You are {self.team_name} following a Robust RB strategy in round {round_num}.
 Your previous picks: {', '.join(self.picks) if self.picks else 'None'}
 
 You're selecting {player} (RB, {player_info['team']}, {adp_desc}).
@@ -263,7 +329,7 @@ You're selecting {player} (RB, {player_info['team']}, {adp_desc}).
 Explain why this RB is crucial for your Robust RB strategy. Be aggressive about RBs winning championships.
 Mock teams that are going WR-heavy. You're building a REAL team with a strong foundation.
 Be old-school and dismissive of "fancy" WR strategies. Keep it to 1-2 sentences with authority.
-Use terms like "workhorse", "bell cow", "foundation" - not raw numbers.""")
+Use terms like "workhorse", "bell cow", "foundation" - not raw numbers."""
                 
                 reasoning = self.agent.run(context).strip()
                 return player, reasoning
@@ -287,14 +353,26 @@ Use terms like "workhorse", "bell cow", "foundation" - not raw numbers.""")
             else:
                 adp_desc = f"ranked #{adp_int}"
             
-            context = self._build_context(f"""You are {self.team_name} following a Robust RB strategy in round {round_num}.
+            if self.custom_instructions:
+                # Use custom instructions with minimal context
+                context = f"""{self.custom_instructions}
+
+CURRENT SITUATION:
+- You are {self.team_name} in round {round_num}
+- Your previous picks: {', '.join(self.picks)}
+- You're selecting {player} ({player_info['pos']}, {player_info['team']}, {adp_desc})
+
+Explain your pick in 1-2 sentences based on your personality and strategy."""
+            else:
+                # Use default context
+                context = f"""You are {self.team_name} following a Robust RB strategy in round {round_num}.
 Your previous picks: {', '.join(self.picks)}
 
 You're selecting {player} ({player_info['pos']}, {player_info['team']}, {adp_desc}).
 
 Explain how this pick fits with your RB-heavy build. If it's not a RB, grudgingly admit you need other positions too.
 But emphasize your RB foundation is what matters. Be dismissive of WR-first teams. Keep it to 1-2 sentences.
-Focus on your "foundation" and "championship formula" - avoid raw rankings.""")
+Focus on your "foundation" and "championship formula" - avoid raw rankings."""
             
             reasoning = self.agent.run(context).strip()
             return player, reasoning
@@ -325,7 +403,19 @@ class UpsideAgent(DraftAgent):
             adp_int = int(player_info['adp'])
             adp_desc = "a sleeper pick" if adp_int > 36 else "someone with untapped potential"
             
-            context = self._build_context(f"""You are {self.team_name}, an Upside Hunter who looks for breakout potential.
+            if self.custom_instructions:
+                # Use custom instructions with minimal context
+                context = f"""{self.custom_instructions}
+
+CURRENT SITUATION:
+- You are {self.team_name} in round {len(self.picks) + 1}
+- Your previous picks: {', '.join(self.picks) if self.picks else 'None'}
+- You're reaching slightly for {player} ({player_info['pos']}, {player_info['team']}, {adp_desc})
+
+Explain your pick in 1-2 sentences based on your personality and strategy."""
+            else:
+                # Use default context
+                context = f"""You are {self.team_name}, an Upside Hunter who looks for breakout potential.
 Your previous picks: {', '.join(self.picks) if self.picks else 'None'}
 Round: {len(self.picks) + 1}
 
@@ -334,7 +424,7 @@ You're reaching slightly for {player} ({player_info['pos']}, {player_info['team'
 Explain why you see breakout/league-winning potential in this player. Be enthusiastic about their upside.
 Mock the "safe" picks others are making. You're here to WIN, not finish 4th! 
 Championships require RISK! Keep it to 1-2 sentences with swagger.
-Talk about "upside", "ceiling", "league-winner" - not specific rankings.""")
+Talk about "upside", "ceiling", "league-winner" - not specific rankings."""
             
             reasoning = self.agent.run(context).strip()
             return player, reasoning
@@ -352,7 +442,19 @@ Talk about "upside", "ceiling", "league-winner" - not specific rankings.""")
             else:
                 adp_desc = "a potential breakout"
             
-            context = self._build_context(f"""You are {self.team_name}, an Upside Hunter who looks for league-winners.
+            if self.custom_instructions:
+                # Use custom instructions with minimal context
+                context = f"""{self.custom_instructions}
+
+CURRENT SITUATION:
+- You are {self.team_name} in round {len(self.picks) + 1}
+- Your previous picks: {', '.join(self.picks) if self.picks else 'None'}
+- You're selecting {player} ({player_info['pos']}, {player_info['team']}, {adp_desc})
+
+Explain your pick in 1-2 sentences based on your personality and strategy."""
+            else:
+                # Use default context
+                context = f"""You are {self.team_name}, an Upside Hunter who looks for league-winners.
 Your previous picks: {', '.join(self.picks) if self.picks else 'None'}
 Round: {len(self.picks) + 1}
 
@@ -361,7 +463,7 @@ You're selecting {player} ({player_info['pos']}, {player_info['team']}, {adp_des
 Explain what upside or potential you see in this player. Focus on ceiling over floor.
 Be dismissive of "safe" boring picks. You're building a championship roster, not a participation trophy team!
 Keep it to 1-2 sentences with confidence.
-Use exciting terms like "breakout", "league-winner", "explosive" - not rankings.""")
+Use exciting terms like "breakout", "league-winner", "explosive" - not rankings."""
             
             reasoning = self.agent.run(context).strip()
             return player, reasoning
@@ -407,7 +509,25 @@ class UserAdvisorAgent(DraftAgent):
                     other_picks_summary.append(f"Team {team} ({other_agents_strategies.get(f'Team {team}', 'Unknown')}): {recent_pick}")
         
         # Build context for LLM
-        context = self._build_context(f"""You are an expert fantasy football advisor helping the user in round {round_num} of their draft.
+        if self.custom_instructions:
+            # Use custom instructions with minimal context
+            context = f"""{self.custom_instructions}
+
+CURRENT SITUATION:
+- Round {round_num} of the draft
+- User's current roster:
+  - RBs: {', '.join(user_rbs) if user_rbs else 'None'}
+  - WRs: {', '.join(user_wrs) if user_wrs else 'None'}
+- Top available players:
+  - Best RB: {best_by_pos.get('RB', [None])[0]} {f"(ranked #{int(best_by_pos.get('RB', [None, {'adp': 999}])[1]['adp'])})" if best_by_pos.get('RB') else ""}
+  - Best WR: {best_by_pos.get('WR', [None])[0]} {f"(ranked #{int(best_by_pos.get('WR', [None, {'adp': 999}])[1]['adp'])})" if best_by_pos.get('WR') else ""}
+  - Best QB: {best_by_pos.get('QB', [None])[0]} {f"(ranked #{int(best_by_pos.get('QB', [None, {'adp': 999}])[1]['adp'])})" if best_by_pos.get('QB') else ""}
+  - Best TE: {best_by_pos.get('TE', [None])[0]} {f"(ranked #{int(best_by_pos.get('TE', [None, {'adp': 999}])[1]['adp'])})" if best_by_pos.get('TE') else ""}
+
+Provide strategic advice for the user's pick based on your personality."""
+        else:
+            # Use default context
+            context = f"""You are an expert fantasy football advisor helping the user in round {round_num} of their draft.
 
 User's current roster:
 - RBs: {', '.join(user_rbs) if user_rbs else 'None'}
@@ -432,7 +552,7 @@ Provide strategic advice for the user's pick. Consider:
 
 Format as: 🎯 **Round {round_num} Advice** followed by 2-3 bullet points with specific player recommendations and reasoning.
 Keep it concise but insightful.
-When discussing player rankings, use natural language like "top-5 RB", "first-round talent", "mid-round value" instead of raw numbers like "ADP 12.5".""")
+When discussing player rankings, use natural language like "top-5 RB", "first-round talent", "mid-round value" instead of raw numbers like "ADP 12.5"."""
         
         advice = self.agent.run(context).strip()
         return advice