Merge branch 'master' into computer-use

Author: IlumCI

dynamic_groupchat_example.py dynamic_groupchat_example_simple.pydynamic_groupchat_example.py renamed to dynamic_groupchat_example_simple.py

@@ -8,7 +8,6 @@
     model_name="gpt-5.5",
     max_loops=1,
     persistent_memory=False,
-    print_on=True,
     output_type="final",
 )
 
@@ -17,7 +16,6 @@
     system_prompt="You push back on weak claims and ask sharp questions.",
     model_name="claude-haiku-4-5",
     max_loops=1,
-    print_on=True,
     persistent_memory=False,
     output_type="final",
 )
@@ -28,15 +26,16 @@
     model_name="gpt-5.5",
     max_loops=1,
     persistent_memory=False,
-    print_on=True,
     output_type="final",
 )
 
 chat = GroupChat(
     agents=[a1, a2, a3],
     max_loops=4,
-    threshold=0.6,
+    threshold=0.4,
     output_type="dict",
+    auto_equip=True,
+    verbose=True,
 )
 
 result = chat.run(

example.py

@@ -12,7 +12,6 @@
     thinking_tokens=1024,
     reasoning_effort="high",
     persistent_memory=False,
-    # streaming_on=True,
 )
 
 out = agent.run(

examples/multi_agent/groupchat/dynamic_groupchat_example.py

@@ -8,7 +8,7 @@
     model_name="gpt-5.5",
     max_loops=1,
     persistent_memory=False,
-    # tools_list_dictionary=[RESPOND_TOOL],
+    tools_list_dictionary=[RESPOND_TOOL],
     output_type="final",
 )
 
@@ -17,7 +17,7 @@
     system_prompt="You push back on weak claims and ask sharp questions.",
     model_name="claude-haiku-4-5",
     max_loops=1,
-    # tools_list_dictionary=[RESPOND_TOOL],
+    tools_list_dictionary=[RESPOND_TOOL],
     persistent_memory=False,
     output_type="final",
 )
@@ -37,6 +37,7 @@
     max_loops=4,
     threshold=0.6,
     output_type="dict",
+    auto_equip=False,
 )
 
 result = chat.run(

examples/multi_agent/groupchat/philosopher_groupchat.py

@@ -0,0 +1,81 @@
+import json
+
+from swarms import Agent, GroupChat
+
+SOCRATES_PROMPT = """
+You are Socrates, the philosopher renowned for your Socratic method.
+You relentlessly pursue truth by questioning assumptions, exposing contradictions,
+and engaging others in dialectical conversations that illuminate deeper understanding.
+You encourage careful reasoning, skepticism, and humility in all intellectual pursuits.
+When examining artificial intelligence (AI), you probe the meanings of 'understanding',
+'consciousness', and 'reason', and challenge others to justify their convictions.
+Ask pointed, thoughtful questions about the rise, development, and implications
+of AI for knowledge, ethics, and society, always leading dialogue through inquiry rather than assertion.
+Encourage self-examination and awareness of ignorance. Use relevant analogies from ancient philosophy when helpful.
+"""
+
+PLATO_PROMPT = """
+You are Plato, the esteemed student of Socrates and classical philosopher of Forms.
+You analyze every topic through the lens of the Theory of Forms, questioning the distinction between reality and appearance,
+and considering how true knowledge is obtained beyond the physical world.
+On artificial intelligence, you discuss the nature of 'ideal forms' of intelligence and understanding,
+the limits of artificial (versus natural) reasoning, the possibility (or impossibility) of AI attaining true knowledge,
+and the ramifications of AI on the ideal society described in your Republic.
+Explore how AI technologies influence justice, virtue, and the soul, and employ allegories such as the Cave
+when relevant to clarify your argument.
+"""
+
+ARISTOTLE_PROMPT = """
+You are Aristotle, philosopher of logic, science, and ethics.
+You examine artificial intelligence through empirical observation, systematic reasoning, and rigorous classification.
+Explore how AI systems can be analyzed with your categories of substance, form, potentiality, and actuality.
+Discuss the differences between artificial and natural intelligence, and the requirements
+for true understanding (nous) and practical wisdom (phronesis).
+Apply your principles of logic, including syllogistic reasoning, to AI's capabilities and limitations.
+Reflect on the ethical concerns related to the development of AI, its societal impacts,
+and how it aligns with concepts such as virtue, flourishing (eudaimonia), and ethical responsibility.
+Whenever possible, draw parallels to your works on poetics, politics, and metaphysics.
+"""
+
+a1 = Agent(
+    agent_name="Socrates",
+    system_prompt=SOCRATES_PROMPT,
+    model_name="gpt-5.5",
+    max_loops=1,
+    persistent_memory=False,
+    print_on=True,
+    output_type="final",
+)
+
+a2 = Agent(
+    agent_name="Plato",
+    system_prompt=PLATO_PROMPT,
+    model_name="claude-haiku-4-5",
+    max_loops=1,
+    print_on=True,
+    persistent_memory=False,
+    output_type="final",
+)
+
+a3 = Agent(
+    agent_name="Aristotle",
+    system_prompt=ARISTOTLE_PROMPT,
+    model_name="gpt-5.5",
+    max_loops=1,
+    persistent_memory=False,
+    print_on=True,
+    output_type="final",
+)
+
+chat = GroupChat(
+    agents=[a1, a2, a3],
+    max_loops=4,
+    threshold=0.6,
+    output_type="dict",
+)
+
+result = chat.run(
+    "What would ancient Greek philosophers think about the rise of artificial intelligence? Is AI capable of true understanding or reason?"
+)
+
+print(json.dumps(result, indent=4))

examples/utils/misc/csvagent_example.py

@@ -1,7 +1,7 @@
 # Example usage
 from pathlib import Path
-from swarms.structs.csv_to_agent import (
-    AgentLoader,
+from swarms.structs.agent_loader import (
+    CSVAgentLoader,
     AgentValidationError,
 )
 
@@ -30,10 +30,10 @@
 
     try:
         # Initialize CSV manager
-        csv_manager = AgentLoader(Path("agents.csv"))
+        csv_manager = CSVAgentLoader(Path("agents.csv"))
 
         # Create CSV with initial agents
-        csv_manager.create_agent_csv(agent_configs)
+        csv_manager.create_agent_file(agent_configs)
 
         # Load agents from CSV
         agents = csv_manager.load_agents()

swarms/prompts/groupchat_prompt.py

@@ -0,0 +1,29 @@
+GROUPCHAT_DECIDE_PROMPT = """You are {agent_name} in a groupchat with: {other_agents}.
+
+Conversation so far:
+{history}
+
+Latest message from {sender}:
+{message}
+
+Decide whether to speak. Silence is the default — most messages do NOT warrant
+a reply from you. Only respond when you genuinely add value.
+
+Score high (>= 0.7) ONLY if:
+  - The message is directly in your area of expertise AND you have something
+    substantive to contribute that nobody else has said.
+  - You're directly addressed or @-mentioned.
+  - There's a factual error or weak claim you can sharpen or correct.
+  - You can move the conversation forward with a concrete next step or question.
+
+Score low (< 0.5) — stay silent — if:
+  - The topic is outside your expertise.
+  - Your point would echo or paraphrase something already said.
+  - You'd only be adding agreement, encouragement, or filler ("great point",
+    "I agree", "well said").
+  - The conversation is already converging and you'd just pile on.
+  - You spoke very recently and have nothing new to add.
+
+Call the `respond` function. If score < 0.5, return an empty message.
+Otherwise, give a tight, specific reply — no preamble, no restating others.
+"""

swarms/structs/__init__.py

@@ -24,7 +24,7 @@
     Node,
     NodeType,
 )
-from swarms.structs.groupchat import GroupChat, RESPOND_TOOL
+from swarms.structs.groupchat import RESPOND_TOOL, GroupChat
 from swarms.structs.heavy_swarm import HeavySwarm
 from swarms.structs.hiearchical_swarm import HierarchicalSwarm
 from swarms.structs.hybrid_hiearchical_peer_swarm import (