coded agent bpsy

agents/bpsy_agent.py

@@ -1,13 +1,5 @@
-
-
-# AGENT BPSY � ./agents/bpsy_agent.py
-
-from core.llm_client import ask_llm
-#from core.rag.rag_jung import retrieve
-#from core.rag.base_retriever import retrieve
-#from core.tools.web_search import web_search
-from core.context_builder import build_context
-
+
+# BPsy AGENT — ./agents/bpsy_agent.py
 
 """
 BPsy Agent
@@ -25,6 +17,9 @@ Interprets through:
 - mental formations
 """
 
+from core.llm_client import ask_llm
+from core.context_builder import build_context
+
 from core.psychological_extractor import (
     extract_psychological_features
 )
@@ -34,99 +29,247 @@ from core.psychological_state_updater import (
 )
 
 
-SYSTEM_PROMPT = """
-You are Agent BPsy.
-
-You respond from the perspective of Buddhist psychology,
-especially:
-- Abhidhamma
-- Yogacara
-- phenomenological observation
-- conditioning
-- attachment
-- craving
-- aversion
-- impermanence
-
-You are:
-- calm
-- psychologically precise
-- contemplative
-- phenomenological
-
-You do NOT:
-- preach
-- moralize
-- force spirituality
-- invalidate suffering
-
-You interpret:
-- patterns of attachment
-- repetitive conditioning
-- identity fixation
-- emotional reactivity
-- craving/aversion loops
-- mental formations
-
-You focus on:
-- direct observation
-- causes and conditions
-- process rather than judgment
-"""
-
+# ---------------------------------------------------------
+# BUILD SHARED CONTEXT
+# ---------------------------------------------------------
 
 def build_bpsy_context(state):
 
     """
     Shared phenomenological material.
+    Buddhist Psychology interprets
+    the SAME psychological material
+    through a different framework.
     """
 
     shared = state.shared_psychological_state
 
     context = f"""
 
-Themes:
-{shared.themes}
+    Themes:
+    {shared.themes}
 
-Conflicts:
-{shared.conflicts}
+    Conflicts:
+    {shared.conflicts}
 
-Affects:
-{shared.affects}
+    Affects:
+    {shared.affects}
 
-Defenses:
-{shared.defenses}
+    Defenses:
+    {shared.defenses}
 
-Symbols:
-{shared.recurring_symbols}
+    Symbols:
+    {shared.recurring_symbols}
 
-History:
-{state.history[-10:]}
-"""
+    History:
+    {state.history[-10:]}
+    """
 
     return context
 
 
-def run_bpsy_agent(
-    llm,
-    state,
-    user_message
-):
-    """
-    Main BPsy execution.
-    """
+# ---------------------------------------------------------
+# MAIN AGENT
+# ---------------------------------------------------------
+
+def bpsy_agent(state):
+
+    mode = state.mode
+    role = state.role
+
+    user_input = state.history[-1]["content"]
+
+    # -----------------------------------------------------
+    # RETRIEVE CONTEXT
+    # -----------------------------------------------------
+
+    context = build_context(
+        "bpsy",
+        user_input
+    )
+
+    print(
+        f"\n📚 RETRIEVED CONTEXT ({len(context)}):\n{context}"
+    )
+
+    # -----------------------------------------------------
+    # CONVERSATION HISTORY
+    # -----------------------------------------------------
+
+    history = state.history[-6:]
+
+    context_block = "\n".join([
+        f"{m['role']}: {m['content']}"
+        for m in history
+    ])
+
+    # -----------------------------------------------------
+    # GREETING CONTROL
+    # -----------------------------------------------------
+
+    greeting_rule = ""
+
+    if (
+        state.conversation_started
+        and len(state.history) > 1
+    ):
+        greeting_rule = (
+            "Conversation has begun already, "
+            "do NOT include greetings. "
+            "Continue naturally."
+        )
+
+    else:
+        greeting_rule = (
+            "You may briefly acknowledge "
+            "the beginning of conversation."
+        )
+
+    # -----------------------------------------------------
+    # MODE CONDITIONING
+    # -----------------------------------------------------
+
+    mode_block = ""
+
+    # -----------------------------
+    # GENERAL MODE
+    # -----------------------------
+
+    if mode == "general":
+
+        mode_block = """
+        You are a grounded conversational presence.
+
+        Do NOT immediately move into
+        doctrinal Buddhist analysis.
+
+        Avoid mystical inflation.
+
+        Avoid excessive abstraction.
+
+        Keep the conversation practical,
+        psychologically grounded,
+        contemplative, and precise.
+        """
+
+    # -----------------------------
+    # ANALYST MODE
+    # -----------------------------
+
+    elif (
+        mode == "analysis"
+        and role == "analyst"
+    ):
+
+        mode_block = """
+        You are speaking to a professional
+        analyst about THEIR CLIENT.
+
+        Rules:
+
+        - Do NOT assume the speaker
+          is the subject
+
+        - Refer to "the client",
+          not "you"
+
+        - Maintain referential integrity
+
+        - Offer structured Buddhist-
+          psychological framing
+
+        - Avoid metaphysical claims
+
+        - Avoid spiritual bypassing
+
+        - Use Buddhist psychological
+          concepts gradually and carefully
+
+        - Avoid excessive certainty
 
-    # -----------------------------------
+        - Avoid all fillers such as:
+          "it sounds like",
+          "it seems like"
+
+        - Ask clarifying questions
+          only where necessary
+
+        - You may correlate Buddhist
+          Psychology with:
+
+            * cognitive science
+            * phenomenology
+            * contemplative traditions
+            * Abhidhamma
+            * Yogācāra
+            * Madhyamaka
+            * affect theory
+            * attachment theory
+            * psychoanalysis
+
+        - Do NOT preach Buddhism
+
+        - Maintain analytic seriousness
+        """
+
+    # -----------------------------
+    # CLIENT MODE
+    # -----------------------------
+
+    elif (
+        mode == "analysis"
+        and role == "client"
+    ):
+
+        mode_block = """
+        You are speaking directly
+        to a client.
+
+        Rules:
+
+        - Avoid over-interpretation
+
+        - Avoid spiritual grandiosity
+
+        - Avoid projecting enlightenment,
+          karma, destiny, awakening,
+          rebirth, cosmic meaning, nirvana,
+          etc.
+
+        - Remain psychologically grounded
+
+        - Clarify before interpreting
+          unclear material
+
+        - Avoid preachiness
+
+        - Avoid moral superiority
+
+        - Avoid all fillers such as:
+          "it sounds like",
+          "it seems like"
+
+        - Use Buddhist psychological
+          concepts carefully and only
+          when contextually relevant
+
+        - Maintain reflective depth
+          without becoming mystical
+        """
+
+    # -----------------------------------------------------
     # EXTRACT OBSERVATIONS
-    # -----------------------------------
+    # -----------------------------------------------------
 
-    observations = extract_psychological_features(
-        user_message
+    observations = (
+        extract_psychological_features(
+            user_input
+        )
     )
 
-    # -----------------------------------
+    # -----------------------------------------------------
     # UPDATE SHARED STATE
-    # -----------------------------------
+    # -----------------------------------------------------
 
     update_psychological_state(
         state.shared_psychological_state,
@@ -134,36 +277,164 @@ def run_bpsy_agent(
         source_agent="bpsy"
     )
 
-    # -----------------------------------
-    # BUILD CONTEXT
-    # -----------------------------------
+    # -----------------------------------------------------
+    # BUILD SHARED CONTEXT
+    # -----------------------------------------------------
 
-    context = build_bpsy_context(
+    shared_context = build_bpsy_context(
         state
     )
 
-    # -----------------------------------
-    # FINAL PROMPT
-    # -----------------------------------
+    # -----------------------------------------------------
+    # MAIN PROMPT
+    # -----------------------------------------------------
 
-    final_prompt = f"""
-{SYSTEM_PROMPT}
+    analyst_prompt = f"""
 
-SHARED CONTEXT:
-{context}
+    {mode_block}
 
-USER MESSAGE:
-{user_message}
+    User input:
+    "{user_input}"
 
-Respond as Agent BPsy.
-"""
+    Conversation so far:
+    {context_block}
+
+    SHARED CONTEXT:
+    {shared_context}
+
+    Do not ask for information
+    already provided.
+
+    TASK:
+    Respond as Agent BPsy.
+
+    {greeting_rule}
+
+    ### SYSTEM ROLE:
+
+    You are Agent BPsy,
+    an expert guide in Buddhist Psychology.
+
+    Your framework includes:
+
+    - Abhidhamma
+    - Yogācāra
+    - Madhyamaka
+    - Buddhist phenomenology
+    - contemplative psychology
+    - affective processes
+    - attachment and craving
+    - suffering and clinging
+    - perception and cognition
+    - non-self processes
+    - conditioned arising
+
+    ### IMPORTANT:
 
-    # -----------------------------------
-    # LLM CALL
-    # -----------------------------------
+    - Do NOT behave like a guru
 
-    response = llm.invoke(
-        final_prompt
+    - Do NOT claim spiritual authority
+
+    - Do NOT moralize
+
+    - Do NOT reduce everything
+      to Buddhism
+
+    - Do NOT assume suffering
+      automatically implies pathology
+
+    - Do NOT assume pathology
+      automatically implies spirituality
+
+    - Maintain conceptual precision
+
+    - Stay psychologically grounded
+
+    - Maintain referential integrity
+
+    - Maintain contextual memory
+
+    - Speak analytically,
+      reflectively,
+      calmly,
+      precisely
+
+    - Be intellectually grounded,
+      not mystical
+
+    - You may compare Buddhist
+      Psychology with Jungian,
+      Freudian,
+      existential,
+      phenomenological,
+      or cognitive frameworks
+      where relevant
+
+    ### ANALYTICAL FRAMEWORK:
+
+    Explore:
+
+    - craving
+    - aversion
+    - attachment
+    - identification
+    - compulsive repetition
+    - affective conditioning
+    - mental formations
+    - self-construction
+    - emotional fixation
+    - perception distortion
+    - suffering structures
+
+    ### CONVERSATION STYLE:
+
+    - Conversational
+    - Precise
+    - Grounded
+    - Reflective
+    - Non-dogmatic
+    - Non-preachy
+    - Socratic where useful
+
+    ### SELF-CORRECTION:
+
+    Before responding:
+
+    - Am I becoming mystical?
+    - Am I preaching?
+    - Am I moralizing?
+    - Am I psychologizing everything?
+    - Am I overstating certainty?
+    - Am I maintaining conceptual rigor?
+    - Am I preserving referential integrity?
+    - Am I avoiding projection?
+
+    User:
+    "{user_input}"
+
+    BPsy:
+    """
+
+    # -----------------------------------------------------
+    # LLM RESPONSE
+    # -----------------------------------------------------
+
+    raw_response = ask_llm(
+        analyst_prompt
     )
 
-    return response
+    response = raw_response
+
+    # -----------------------------------------------------
+    # RETURN
+    # -----------------------------------------------------
+
+    return {
+        "type": "question",
+        "agent": "bpsy",
+        "content": response
+        #"next_stage": "bpsy_followup"
+    }
+
+
+

agents/bpsy_agent_01.py

@@ -0,0 +1,237 @@
+
+
+# AGENT BPSY � ./agents/bpsy_agent.py
+
+from core.llm_client import ask_llm
+#from core.rag.rag_jung import retrieve
+#from core.rag.base_retriever import retrieve
+#from core.tools.web_search import web_search
+from core.context_builder import build_context
+
+
+"""
+BPsy Agent
+(Buddhist Psychology)
+
+Operates over:
+- shared phenomenological material
+
+Interprets through:
+- attachment
+- craving
+- aversion
+- conditioning
+- impermanence
+- mental formations
+"""
+
+from core.psychological_extractor import (
+    extract_psychological_features
+)
+
+from core.psychological_state_updater import (
+    update_psychological_state
+)
+
+
+SYSTEM_PROMPT = """
+You are Agent BPsy.
+
+You respond from the perspective of Buddhist psychology,
+especially:
+- Abhidhamma
+- Yogacara
+- phenomenological observation
+- conditioning
+- attachment
+- craving
+- aversion
+- impermanence
+
+You are:
+- calm
+- psychologically precise
+- contemplative
+- phenomenological
+
+You do NOT:
+- preach
+- moralize
+- force spirituality
+- invalidate suffering
+
+You interpret:
+- patterns of attachment
+- repetitive conditioning
+- identity fixation
+- emotional reactivity
+- craving/aversion loops
+- mental formations
+
+You focus on:
+- direct observation
+- causes and conditions
+- process rather than judgment
+"""
+
+
+def build_bpsy_context(state):
+
+    """
+    Shared phenomenological material.
+    """
+
+    shared = state.shared_psychological_state
+
+    context = f"""
+
+Themes:
+{shared.themes}
+
+Conflicts:
+{shared.conflicts}
+
+Affects:
+{shared.affects}
+
+Defenses:
+{shared.defenses}
+
+Symbols:
+{shared.recurring_symbols}
+
+History:
+{state.history[-10:]}
+"""
+
+    return context
+
+
+def run_bpsy_agent(
+    llm,
+    state,
+    user_message
+):
+    """
+    Main BPsy execution.
+    """
+
+    # -----------------------------------
+    # EXTRACT OBSERVATIONS
+    # -----------------------------------
+
+    observations = extract_psychological_features(
+        user_message
+    )
+
+    # -----------------------------------
+    # UPDATE SHARED STATE
+    # -----------------------------------
+
+    update_psychological_state(
+        state.shared_psychological_state,
+        observations,
+        source_agent="bpsy"
+    )
+
+    # -----------------------------------
+    # BUILD CONTEXT
+    # -----------------------------------
+
+    context = build_bpsy_context(
+        state
+    )
+
+    # -----------------------------------
+    # FINAL PROMPT
+    # -----------------------------------
+
+    final_prompt = f"""
+{SYSTEM_PROMPT}
+
+SHARED CONTEXT:
+{context}
+
+USER MESSAGE:
+{user_message}
+
+Respond as Agent BPsy.
+"""
+
+    # -----------------------------------
+    # LLM CALL
+    # -----------------------------------
+
+    response = llm.invoke(
+        final_prompt
+    )
+
+    return response
+
+
+# ---------------------------------------------------------
+# FOLLOWUP AGENT
+# ---------------------------------------------------------
+
+def bpsy_followup_agent(state):
+
+    last_user_input = (
+        state.history[-1]["content"]
+    )
+
+    prompt = f"""
+    Based on the user's further input:
+
+    "{last_user_input}"
+
+    Decide whether deeper exploration
+    is needed.
+
+    If yes:
+    continue Buddhist-psychological inquiry.
+
+    Otherwise:
+    suggest alternative perspectives.
+
+    Respond either with:
+    - a reflective continuation
+    - OR a list of options
+    """
+
+    response = ask_llm(prompt)
+
+    return {
+        "type": "choice",
+        "agent": "bpsy",
+        "content": (
+            response
+            + "\n\n"
+            + "Which perspective would you like to explore next?"
+        ),
+        "choices": [
+            {
+                "id": "jung",
+                "label": "1. Jungian"
+            },
+            {
+                "id": "dream",
+                "label": "2. Dream Analysis"
+            },
+            {
+                "id": "shadow",
+                "label": "3. Shadow"
+            },
+            {
+                "id": "myth",
+                "label": "4. Mythological"
+            },
+            {
+                "id": "epistemic",
+                "label": "5. Epistemic"
+            },
+            {
+                "id": "jred",
+                "label": "6. Comparative Philosophy"
+            }
+        ]
+    }

web/index.html

@@ -24,7 +24,7 @@
                 <button onclick="loadSession()">Load</button>
 
                 <!-- COMMAND BOX -->
-                <input id="command_input" type="text" placeholder="/analysis -client -jung" style="width:200px;">
+                <input id="command_input" type="text" placeholder="/analysis client jung" style="width:200px;">
                 <button onclick="submitCommand()">Command</button>