context added, wired in. first attempt

intake/intake.py

@@ -97,22 +97,106 @@ def push_to_neomem(summary: str, session_id: str):
     except Exception as e:
         print(f"NeoMem push failed: {e}")
 
-# ─────────────────────────────
-# Background summarizer
-# ─────────────────────────────
+# ───────────────────────────────────────────────
+# Multilevel Summaries (L1, L5, L10, L20, L30)
+# ───────────────────────────────────────────────
+
+# History maps
+L10_HISTORY = {}   # session_id → list of L10 blocks
+L20_HISTORY = {}   # session_id → list of merged overviews
+
+def summarize_L1(buf):
+    return summarize_simple(buf[-5:])
+
+def summarize_L5(buf):
+    return summarize_simple(buf[-10:])
+
+def summarize_L10(buf):
+    # “Reality Check” for last 10 exchanges
+    text = ""
+    for e in buf[-10:]:
+        text += f"User: {e['user_msg']}\nAssistant: {e['assistant_msg']}\n\n"
+
+    prompt = f"""
+    You are Lyra Intake performing a short 'Reality Check'.
+    Summarize the last block of conversation (up to 10 exchanges)
+    in one clear paragraph focusing on tone, intent, and direction.
+
+    {text}
+
+    Reality Check:
+    """
+    return llm(prompt)
+
+def summarize_L20(L10_list):
+    joined = "\n\n".join(L10_list)
+
+    prompt = f"""
+    You are Lyra Intake creating a 'Session Overview'.
+    Merge the following Reality Check paragraphs into one short summary
+    capturing progress, themes, and the direction of the conversation.
+
+    {joined}
+
+    Overview:
+    """
+    return llm(prompt)
+
+def summarize_L30(L20_list):
+    joined = "\n\n".join(L20_list)
+
+    prompt = f"""
+    You are Lyra Intake generating a 'Continuity Report'.
+    Condense these session overviews into one high-level reflection,
+    noting major themes, persistent goals, and shifts.
+
+    {joined}
+
+    Continuity Report:
+    """
+    return llm(prompt)
+
+
 def bg_summarize(session_id: str):
+    """Runs all summary levels on every exchange."""
     try:
         hopper = SESSIONS.get(session_id)
         if not hopper:
             return
 
         buf = list(hopper["buffer"])
-        summary = summarize_simple(buf)
-        push_to_neomem(summary, session_id)
+        if not buf:
+            return
+
+        # Ensure history lists exist
+        L10_HISTORY.setdefault(session_id, [])
+        L20_HISTORY.setdefault(session_id, [])
+
+        # L1, L5 (simple factual)
+        s_L1 = summarize_L1(buf)
+        s_L5 = summarize_L5(buf)
+
+        # L10 (append to history)
+        s_L10 = summarize_L10(buf)
+        L10_HISTORY[session_id].append(s_L10)
+
+        # L20 (merge all L10s)
+        s_L20 = summarize_L20(L10_HISTORY[session_id])
+        L20_HISTORY[session_id].append(s_L20)
+
+        # L30 (merge all L20s)
+        s_L30 = summarize_L30(L20_HISTORY[session_id])
+
+        # Push most important tier(s) to NeoMem
+        push_to_neomem(s_L10, session_id)
+        push_to_neomem(s_L20, session_id)
+        push_to_neomem(s_L30, session_id)
+
+        print(f"🧩 L1/L5/L10/L20/L30 updated for {session_id}")
 
-        print(f"🧩 Summary generated for {session_id}")
     except Exception as e:
-        print(f"Summarizer error: {e}")
+        print(f"💥 Multilevel summarizer error for {session_id}: {e}")
+
 
 # ─────────────────────────────
 # Routes
@@ -155,6 +239,42 @@ def get_summary(session_id: str = Query(...)):
     summary = summarize_simple(list(hopper["buffer"]))
     return {"summary_text": summary, "session_id": session_id}
 
+@app.get("/context")
+def get_context(session_id: str = Query(...)):
+    """Return full multilevel summary context for Cortex."""
+    if session_id not in SESSIONS:
+        return {
+            "session_id": session_id,
+            "exchange_count": 0,
+            "L1": "",
+            "L5": "",
+            "L10": "",
+            "L20": "",
+            "L30": "",
+            "last_updated": None
+        }
+
+    buffer = list(SESSIONS[session_id]["buffer"])
+
+    # Build levels on demand
+    L1 = summarize_L1(buffer)
+    L5 = summarize_L5(buffer)
+    L10 = summarize_L10(buffer)
+    L20 = summarize_L20(L10_HISTORY.get(session_id, []))
+    L30 = summarize_L30(L20_HISTORY.get(session_id, []))
+
+    return {
+        "session_id": session_id,
+        "exchange_count": len(buffer),
+        "L1": L1,
+        "L5": L5,
+        "L10": L10,
+        "L20": L20,
+        "L30": L30,
+        "last_updated": datetime.now().isoformat()
+    }
+
+
 @app.get("/health")
 def health():
     return {"ok": True, "model": SUMMARY_MODEL, "url": SUMMARY_URL}