Improve chat experience and begin search implementation

core/views/workspace.py

@@ -155,6 +155,55 @@ INSIGHT_METRICS = {
             "values often precede misunderstandings or withdrawal cycles."
         ),
     },
+    "reciprocity_score": {
+        "title": "Reciprocity Component",
+        "group": "stability",
+        "history_field": "reciprocity_score",
+        "calculation": (
+            "100 * (1 - |inbound - outbound| / total_messages). Higher means "
+            "more balanced participation."
+        ),
+        "psychology": (
+            "Lower reciprocity can reflect perceived asymmetry and rising pursuit/"
+            "withdraw cycles."
+        ),
+    },
+    "continuity_score": {
+        "title": "Continuity Component",
+        "group": "stability",
+        "history_field": "continuity_score",
+        "calculation": (
+            "100 * min(1, distinct_sample_days / span_days). Higher means steadier "
+            "day-to-day continuity."
+        ),
+        "psychology": (
+            "Drops can signal communication becoming episodic or reactive."
+        ),
+    },
+    "response_score": {
+        "title": "Response Component",
+        "group": "stability",
+        "history_field": "response_score",
+        "calculation": (
+            "Average of inbound and outbound response-lag scores, each mapped from "
+            "median lag to a 0-100 curve."
+        ),
+        "psychology": (
+            "Lower response score can indicate delayed repair loops during tension."
+        ),
+    },
+    "volatility_score": {
+        "title": "Volatility Component",
+        "group": "stability",
+        "history_field": "volatility_score",
+        "calculation": (
+            "Derived from coefficient of variation of daily message counts and "
+            "inverted to a 0-100 stability signal."
+        ),
+        "psychology": (
+            "High volatility can suggest inconsistent rhythm and reduced predictability."
+        ),
+    },
     "stability_confidence": {
         "title": "Stability Confidence",
         "group": "confidence",
@@ -219,6 +268,52 @@ INSIGHT_METRICS = {
             "Estimates user follow-through and consistency toward the counterpart."
         ),
     },
+    "inbound_response_score": {
+        "title": "Inbound Response Score",
+        "group": "commitment",
+        "history_field": "inbound_response_score",
+        "calculation": (
+            "Response-speed score built from median lag between user outbound and "
+            "counterpart inbound replies."
+        ),
+        "psychology": (
+            "Lower values suggest delayed reciprocity from counterpart direction."
+        ),
+    },
+    "outbound_response_score": {
+        "title": "Outbound Response Score",
+        "group": "commitment",
+        "history_field": "outbound_response_score",
+        "calculation": (
+            "Response-speed score built from median lag between counterpart inbound "
+            "and user outbound replies."
+        ),
+        "psychology": "Lower values suggest slower follow-through from user direction.",
+    },
+    "balance_inbound_score": {
+        "title": "Inbound Balance Score",
+        "group": "commitment",
+        "history_field": "balance_inbound_score",
+        "calculation": (
+            "100 * min(1, inbound_messages / outbound_messages). Captures inbound "
+            "participation parity."
+        ),
+        "psychology": (
+            "Lower values can indicate one-sided conversational load from user side."
+        ),
+    },
+    "balance_outbound_score": {
+        "title": "Outbound Balance Score",
+        "group": "commitment",
+        "history_field": "balance_outbound_score",
+        "calculation": (
+            "100 * min(1, outbound_messages / inbound_messages). Captures outbound "
+            "participation parity."
+        ),
+        "psychology": (
+            "Lower values can indicate one-sided conversational load from counterpart side."
+        ),
+    },
     "commitment_confidence": {
         "title": "Commit Confidence",
         "group": "confidence",
@@ -334,6 +429,78 @@ INSIGHT_GRAPH_SPECS = [
         "y_min": 0,
         "y_max": None,
     },
+    {
+        "slug": "reciprocity_score",
+        "title": "Reciprocity Component",
+        "field": "reciprocity_score",
+        "group": "stability",
+        "y_min": 0,
+        "y_max": 100,
+    },
+    {
+        "slug": "continuity_score",
+        "title": "Continuity Component",
+        "field": "continuity_score",
+        "group": "stability",
+        "y_min": 0,
+        "y_max": 100,
+    },
+    {
+        "slug": "response_score",
+        "title": "Response Component",
+        "field": "response_score",
+        "group": "stability",
+        "y_min": 0,
+        "y_max": 100,
+    },
+    {
+        "slug": "volatility_score",
+        "title": "Volatility Component",
+        "field": "volatility_score",
+        "group": "stability",
+        "y_min": 0,
+        "y_max": 100,
+    },
+    {
+        "slug": "inbound_response_score",
+        "title": "Inbound Response Score",
+        "field": "inbound_response_score",
+        "group": "commitment",
+        "y_min": 0,
+        "y_max": 100,
+    },
+    {
+        "slug": "outbound_response_score",
+        "title": "Outbound Response Score",
+        "field": "outbound_response_score",
+        "group": "commitment",
+        "y_min": 0,
+        "y_max": 100,
+    },
+    {
+        "slug": "balance_inbound_score",
+        "title": "Inbound Balance Score",
+        "field": "balance_inbound_score",
+        "group": "commitment",
+        "y_min": 0,
+        "y_max": 100,
+    },
+    {
+        "slug": "balance_outbound_score",
+        "title": "Outbound Balance Score",
+        "field": "balance_outbound_score",
+        "group": "commitment",
+        "y_min": 0,
+        "y_max": 100,
+    },
+    {
+        "slug": "last_event",
+        "title": "Last Event Timestamp",
+        "field": "source_event_ts",
+        "group": "timeline",
+        "y_min": None,
+        "y_max": None,
+    },
 ]
 
 
@@ -487,7 +654,10 @@ def _to_float(value):
     return float(value)
 
 
-def _format_metric_value(conversation, metric_slug):
+def _format_metric_value(conversation, metric_slug, latest_snapshot=None):
+    snapshot = latest_snapshot
+    if snapshot is None:
+        snapshot = conversation.metric_snapshots.first()
     if metric_slug == "platform":
         return conversation.get_platform_type_display() or "-"
     if metric_slug == "thread":
@@ -498,6 +668,14 @@ def _format_metric_value(conversation, metric_slug):
         return conversation.get_stability_state_display()
     if metric_slug == "stability_score":
         return conversation.stability_score
+    if metric_slug == "reciprocity_score":
+        return snapshot.reciprocity_score if snapshot else None
+    if metric_slug == "continuity_score":
+        return snapshot.continuity_score if snapshot else None
+    if metric_slug == "response_score":
+        return snapshot.response_score if snapshot else None
+    if metric_slug == "volatility_score":
+        return snapshot.volatility_score if snapshot else None
     if metric_slug == "stability_confidence":
         return conversation.stability_confidence
     if metric_slug == "sample_messages":
@@ -510,6 +688,14 @@ def _format_metric_value(conversation, metric_slug):
         return conversation.commitment_inbound_score
     if metric_slug == "commitment_outbound":
         return conversation.commitment_outbound_score
+    if metric_slug == "inbound_response_score":
+        return snapshot.inbound_response_score if snapshot else None
+    if metric_slug == "outbound_response_score":
+        return snapshot.outbound_response_score if snapshot else None
+    if metric_slug == "balance_inbound_score":
+        return snapshot.balance_inbound_score if snapshot else None
+    if metric_slug == "balance_outbound_score":
+        return snapshot.balance_outbound_score if snapshot else None
     if metric_slug == "commitment_confidence":
         return conversation.commitment_confidence
     if metric_slug == "commitment_computed":
@@ -2713,7 +2899,8 @@ class AIWorkspaceInsightDetail(LoginRequiredMixin, View):
 
         person = get_object_or_404(Person, pk=person_id, user=request.user)
         conversation = _conversation_for_person(request.user, person)
-        value = _format_metric_value(conversation, metric)
+        latest_snapshot = conversation.metric_snapshots.first()
+        value = _format_metric_value(conversation, metric, latest_snapshot)
         group = INSIGHT_GROUPS[spec["group"]]
         points = []
         if spec["history_field"]:
@@ -2773,6 +2960,7 @@ class AIWorkspaceInsightHelp(LoginRequiredMixin, View):
 
         person = get_object_or_404(Person, pk=person_id, user=request.user)
         conversation = _conversation_for_person(request.user, person)
+        latest_snapshot = conversation.metric_snapshots.first()
         metrics = []
         for slug, spec in INSIGHT_METRICS.items():
             metrics.append(
@@ -2783,7 +2971,11 @@ class AIWorkspaceInsightHelp(LoginRequiredMixin, View):
                     "group_title": INSIGHT_GROUPS[spec["group"]]["title"],
                     "calculation": spec["calculation"],
                     "psychology": spec["psychology"],
-                    "value": _format_metric_value(conversation, slug),
+                    "value": _format_metric_value(
+                        conversation,
+                        slug,
+                        latest_snapshot,
+                    ),
                 }
             )