Update app.py

app.py

@@ -54,11 +54,9 @@ OUTPUTS_DIR.mkdir(exist_ok=True)
 # Set these in your Space: Settings → Variables and Secrets
 #   MISTRAL_API_KEY   → your Mistral key  (sk-...)
 #   GEMINI_API_KEY    → your Google key   (AIza...)
-#   ANTHROPIC_API_KEY → your Anthropic key (sk-ant-...)
 # ---------------------------------------------------------------------------
-MISTRAL_API_KEY   = os.environ.get("MISTRAL_API_KEY", "")
-GEMINI_API_KEY    = os.environ.get("GEMINI_API_KEY", "")
-ANTHROPIC_API_KEY = os.environ.get("ANTHROPIC_API_KEY", "")
+MISTRAL_API_KEY = os.environ.get("MISTRAL_API_KEY", "")
+GEMINI_API_KEY  = os.environ.get("GEMINI_API_KEY", "")
 
 # ---------------------------------------------------------------------------
 # Custom CSS — Light, readable theme that works on HuggingFace Spaces
@@ -1653,23 +1651,21 @@ with gr.Blocks(
     # TAB B — Agentic Council  (Phase 6.5)
     # ==================================================================
     with gr.Tab("🧠 Agentic Council"):
-        gr.Markdown("## Phase 6.5: Multi-Model Research Council")
+        gr.Markdown("## Phase 6.5: Dual-Model Research Council")
         gr.Markdown(
-            "Three AI models independently assess the PAJAIS research gap findings:\n"
+            "Two AI models independently assess the PAJAIS research gap findings:\n"
             "- **Mistral** (Panel A) — pragmatic applied IS perspective\n"
-            "- **Gemini** (Panel B) — broad technology futures perspective\n"
-            "- **Claude** (Synthesis Judge) — consensus arbitration and final recommendation\n\n"
+            "- **Gemini** (Panel B) — broad technology futures perspective\n\n"
             "API keys are loaded automatically from HuggingFace Secrets "
-            "(`MISTRAL_API_KEY`, `GEMINI_API_KEY`, `ANTHROPIC_API_KEY`). "
+            "(`MISTRAL_API_KEY`, `GEMINI_API_KEY`). "
             "Configure them in your Space under **Settings → Variables and Secrets**."
         )
 
         # Key-status indicator — shows which secrets are present at load time
         _key_lines = ["**🔑 Secret Status (loaded at startup):**"]
         for _label, _val in [
-            ("MISTRAL_API_KEY",   MISTRAL_API_KEY),
-            ("GEMINI_API_KEY",    GEMINI_API_KEY),
-            ("ANTHROPIC_API_KEY", ANTHROPIC_API_KEY),
+            ("MISTRAL_API_KEY", MISTRAL_API_KEY),
+            ("GEMINI_API_KEY",  GEMINI_API_KEY),
         ]:
             _icon = "✅ present" if _val else "❌ missing"
             _key_lines.append(f"- `{_label}`: {_icon}")
@@ -1683,7 +1679,7 @@ with gr.Blocks(
                 gr.Markdown("### 🟢 Panel A — Mistral")
                 mistral_output = gr.Textbox(
                     label="Mistral Assessment",
-                    lines=14,
+                    lines=18,
                     interactive=False,
                     show_label=True,
                 )
@@ -1691,27 +1687,11 @@ with gr.Blocks(
                 gr.Markdown("### 🔵 Panel B — Gemini")
                 gemini_output = gr.Textbox(
                     label="Gemini Assessment",
-                    lines=14,
+                    lines=18,
                     interactive=False,
                     show_label=True,
                 )
 
-        gr.Markdown("### ⚖️ Claude Synthesis — Consensus, Divergence & Final Recommendation")
-        synthesis_output = gr.Textbox(
-            label="Synthesised Council Verdict",
-            lines=18,
-            interactive=False,
-            show_label=True,
-        )
-
-        with gr.Row():
-            findings_summary_box = gr.Textbox(
-                label="Findings Sent to Council",
-                lines=8,
-                interactive=False,
-                show_label=True,
-            )
-
         dl_council = gr.DownloadButton("⬇ council_report.json", value=None)
 
         # ---- Handler ----
@@ -1723,14 +1703,14 @@ with gr.Blocks(
             if not taxonomy_map:
                 return (
                     "<div class='error-box'>❌ Run taxonomy mapping first (Tab 3 or full pipeline).</div>",
-                    "", "", "", "", gr.update()
+                    "", "", gr.update()
                 )
-            if not any([MISTRAL_API_KEY, GEMINI_API_KEY, ANTHROPIC_API_KEY]):
+            if not any([MISTRAL_API_KEY, GEMINI_API_KEY]):
                 return (
                     "<div class='error-box'>❌ No API keys found. "
-                    "Add MISTRAL_API_KEY, GEMINI_API_KEY, or ANTHROPIC_API_KEY "
+                    "Add MISTRAL_API_KEY and/or GEMINI_API_KEY "
                     "in your Space Settings → Variables and Secrets.</div>",
-                    "", "", "", "", gr.update()
+                    "", "", gr.update()
                 )
 
             try:
@@ -1741,38 +1721,28 @@ with gr.Blocks(
                     topic_df=topic_df,
                     mistral_api_key=MISTRAL_API_KEY,
                     gemini_api_key=GEMINI_API_KEY,
-                    anthropic_api_key=ANTHROPIC_API_KEY,
                 )
                 progress(0.9, desc="Saving report…")
                 saved = _safe_save_json(result, "council_report.json")
                 progress(1.0, desc="Council complete!")
 
-                status = "<div class='success-box'>✅ Council complete. See verdicts below.</div>"
+                status = "<div class='success-box'>✅ Council complete. See assessments below.</div>"
                 return (
                     status,
                     result.get("mistral", ""),
                     result.get("gemini", ""),
-                    result.get("synthesis", ""),
-                    result.get("findings_summary", ""),
                     gr.update(value=saved),
                 )
             except Exception as e:
                 return (
                     f"<div class='error-box'>❌ Council failed: {e}</div>",
-                    "", "", "", "", gr.update()
+                    "", "", gr.update()
                 )
 
         btn_run_council.click(
             fn=handle_run_council,
-            inputs=[
-                state_taxonomy_map, state_topic_df,
-            ],
-            outputs=[
-                council_status,
-                mistral_output, gemini_output, synthesis_output,
-                findings_summary_box,
-                dl_council,
-            ]
+            inputs=[state_taxonomy_map, state_topic_df],
+            outputs=[council_status, mistral_output, gemini_output, dl_council]
         )
 
         # Auto-fill if council already ran (e.g. via full pipeline)
@@ -1780,11 +1750,9 @@ with gr.Blocks(
             fn=lambda cr: (
                 cr.get("mistral", "") if cr else "",
                 cr.get("gemini", "") if cr else "",
-                cr.get("synthesis", "") if cr else "",
-                cr.get("findings_summary", "") if cr else "",
             ),
             inputs=[state_council_result],
-            outputs=[mistral_output, gemini_output, synthesis_output, findings_summary_box]
+            outputs=[mistral_output, gemini_output]
         )
 
     # ==================================================================
@@ -1897,14 +1865,14 @@ via a weighted vote (configurable abstract weight). Large clusters are
 recursively bisected; tiny clusters with fewer than min_membership documents
 are reassigned to their nearest valid cluster or marked as noise.
 ### Agentic Research Council
-The council convenes three independent AI models (Mistral, Gemini, Claude)
+The council convenes two independent AI models (Mistral and Gemini)
 to assess the gap analysis findings from complementary epistemological
 perspectives. Each panel member produces a structured assessment of the
 most publishable gaps, methodological recommendations, and regional focus.
-Claude acts as the synthesis judge, identifying consensus positions,
-surfacing productive disagreements, and issuing a final ranked recommendation.
+Their independent outputs can be compared side-by-side to identify
+consensus positions and productive disagreements.
 ---
-*Built with [Claude Sonnet](https://www.anthropic.com/claude) | Anthropic AI*
+*Built for PAJAIS Research Intelligence*
             """
         )