diff --git a/evolution/evolution_api.py b/evolution/evolution_api.py
index 435e071a..5a3d3fe9 100644
--- a/evolution/evolution_api.py
+++ b/evolution/evolution_api.py
@@ -72,6 +72,43 @@ def get_evolution_dashboard():
                 'max_dd': pf.get('portfolio_max_dd_pct', 0),
             }
     
+    # ── 2026-08-16 数据归纳假设（方向一）：每个激活策略的归纳优化假设 ──
+    hypotheses = []
+    try:
+        sys.path.insert(0, '/home/hmo/MoFin/evolution')
+        from hypothesis_miner import induce_hypotheses
+        for v in _active_versions():
+            mkt = 'hk' if v.startswith('hk') else 'a'
+            hs, _ = induce_hypotheses(v, mkt, period_tag='2y')
+            for h in hs[:3]:
+                hypotheses.append({
+                    'strategy': v, 'market': mkt, **h,
+                })
+    except Exception:
+        pass
+
+    # ── 2026-08-16 B组候选（方向二）：由果及因挖掘的候选策略 ──
+    b_group = []
+    try:
+        import json as _j
+        p = _j.loads(open('/home/hmo/MoFin/data/b_group_candidates.json', encoding='utf-8').read())
+        b_group = p.get('candidates', [])
+    except Exception:
+        pass
+
+    # ── 2026-08-16 策略资格概览（研究Tab进化中心用）──
+    qual_overview = []
+    try:
+        import sys as _sy
+        _sy.path.insert(0, '/home/hmo/MoFin/deploy/profile-scripts')
+        from strategy_qualify import evaluate_all_regimes, get_benchmarks
+        for v in _active_versions():
+            mkt = 'hk' if v.startswith('hk') else 'a'
+            q = evaluate_all_regimes(v, mkt, bench=get_benchmarks(mkt))
+            qual_overview.append({'strategy': v, 'market': mkt, 'qualification': q})
+    except Exception:
+        pass
+
     conn.close()
     
     return {
@@ -79,6 +116,9 @@ def get_evolution_dashboard():
         'lessons': lessons,
         'evolution': evolution,
         'baseline': baseline,
+        'hypotheses': hypotheses,
+        'b_group': b_group,
+        'qual_overview': qual_overview,
     }