fix prompts

agents/context_compression_agent/context_compression_agent.py

@@ -19,4 +19,4 @@ def compress_context(context: List[PlanningStep]):
             }
         ],
     )
-    return completion
+    return completion.content

agents/context_compression_agent/get_context_compression_prompt.py

@@ -10,13 +10,23 @@ def get_context_compression_prompt():
     - Remove any information that is not directly relevant to the task at hand.
     - You can also remove past planning phases, since the agent has a plan that is saved on disk.
     - Do NOT add new information or assumptions. Never guess missing data.
+    - Do NOT add any new information or assumptions. Never guess missing data.
+    
+    IMPORTANT TASK:
+    - If a big text is repeated several times, define it as a variable in the text and replace occurrences with the variable name to save space.
 
     Compressed output rules:
-    - Use short, factual bullets or structured key=value notation.
     - Keep technical names unchanged (tables, fields, tools, IDs, URLs).
     - Maintain chronological order only if it affects correctness.
-    - If information is incomplete, explicitly mark “unknown”.
+    - If information is incomplete, do not try to guess it.
+    - Keep the same structure as the input, with the same field names. If you receive a list with objects, return a list with objects. KEEP THE EXACT STRUCTURE.
+    - Your output will replace the old context, so try to keep the same format and remove things only if it's necessary. 
+    - Think of your output as the new context that will be passed to the agent.
 
     Your goal: **Minimum tokens, maximum retention, zero hallucination.**
 
+    Output MUST be valid JSON only. Do not add comments, explanations or markdown.
+
+    YOU MUST PRESERVE ALL KEYS FROM THE INPUT, DO NOT REMOVE KEYS, as this will break the context processing.
+
     Output:"""

agents/supabase_agent/get_supabase_agent_prompt.py

@@ -72,7 +72,7 @@ def get_supabase_agent_prompt(managed_agent_prompt: dict):
       YOU MUST USE IT instead of writing SQL.
 
 
-      Always return the data in a JSON object. The JSON object must match the following schema:
+      ALWAYS return the data in a JSON object. The JSON object must match the following schema:
 
       {supabase_agent_return_schema}