diff --git a/apps/worker/video_processing/gpu_direct_pipeline.py b/apps/worker/video_processing/gpu_direct_pipeline.py
index 20520b1c8..d4763956a 100644
--- a/apps/worker/video_processing/gpu_direct_pipeline.py
+++ b/apps/worker/video_processing/gpu_direct_pipeline.py
@@ -30,11 +30,16 @@ EDGE_CROP_MAX_PCT = 0.05
 # 均以 720p 为基准（见前端 titleCanvas.ts 注释 scale=videoWidth/720，types.ts "px @720p"），
 # 非 720p 输出时按 video_width / TITLE_SIZE_REF_WIDTH 等比缩放，保证成片位置与前端预览一致。
 TITLE_SIZE_REF_WIDTH = 720
-# 与前端 titleCanvas.ts 对齐：top 时文本 top-edge 距视频顶 = PAD(16@720p) + margin_top(默认 24@720p)
-TITLE_PAD_TOP = 16
-TITLE_DEFAULT_MARGIN_TOP = 24
-TITLE_DEFAULT_MARGIN_BOTTOM = 24
-SUBTITLE_DEFAULT_MARGIN_BOTTOM = 60  # 字幕距底边距（720p 基准，与前端字幕面板默认对齐）
+# 与 video_filter_builder.build_title_drawtext_filter（CPU 路径）和 ass_subtitle_builder 对齐：
+# - top/bottom 默认 margin 50@720p（vfb 用 _scale_title_len(50, w)，即 y=50 / y=h-th-50）
+# - margin_top 字段：前端编辑器 marginTop 滑块，叠加在默认 margin 之上（#2095 支持）
+# - PAD 概念仅用于前端 Canvas 预览；ffmpeg drawtext y 是 baseline，无 font metrics 可用，
+#   直接用统一 50@720p baseline 位置即可保持三端（GPU/CPU/前端视觉）一致。
+TITLE_DEFAULT_MARGIN_TOP = 50  # top 位置 baseline 默认距顶 50@720p（与 vfb/CPU 路径一致）
+TITLE_DEFAULT_MARGIN_BOTTOM = 50  # bottom 位置 baseline 默认距底 50@720p
+SUBTITLE_DEFAULT_MARGIN_BOTTOM = 50  # 字幕距底边距 50@720p（与 vfb 一致）
+TITLE_MARGIN_TOP_FROM_CFG_DEFAULT = 24  # 前端 marginTop 滑块默认值（用户未传时叠加 0）
+TITLE_FAUX_BOLD_WIDTH = 2  # 仿粗黑色描边宽度（与 vfb 一致，2@720p 黑色细描边）
 
 
 def _scale_title_len(value, video_width: int):
@@ -507,7 +512,7 @@ def build_direct_render(
     except (TypeError, ValueError):
         t_size_720 = 0
     if t_size_720 <= 0:
-        t_size_720 = 36  # 与 config_schemas 默认 48 接近；AI Avatar 前端默认 48，剪辑前端默认 28，取中
+        t_size_720 = 48  # 与 config_schemas.DEFAULT_EDIT_PLAN_CONFIG.title.size=48 及 vfb 默认一致
     t_size = _scale_title_len(t_size_720, output_width)
     # stroke/shadow 长度字段也需 720p→输出分辨率缩放
     t_color = str(t_cfg.get("color", t_cfg.get("font_color", "#ffffff")))
@@ -525,14 +530,22 @@ def build_direct_render(
     # baseline 需再下移约 0.85*fontsize；但 drawtext 表达式无法引用 fontsize 变量，
     # 这里直接用 (PAD + margin_top)@720p 缩放后作为 y（即让 baseline≈顶部内边距位置），
     # 实际中文字符会自然向下延伸，视觉位置与前端预览（textBaseline=middle 居中到 firstLineY）一致。
-    _t_margin_top_raw = t_cfg.get("margin_top", TITLE_DEFAULT_MARGIN_TOP)
+    # margin_top：前端滑块值（默认 24@720p），叠加在默认 50@720p 基线之上
+    _t_user_margin_top = t_cfg.get("margin_top")
     try:
-        _t_margin_top_720 = int(_t_margin_top_raw)
+        _t_user_margin_top_720 = int(_t_user_margin_top) if _t_user_margin_top is not None else 0
     except (TypeError, ValueError):
-        _t_margin_top_720 = TITLE_DEFAULT_MARGIN_TOP
-    t_margin_top = _scale_title_len(TITLE_PAD_TOP + _t_margin_top_720, output_width)
-    # bottom margin（标题放在 bottom 时也支持）
-    t_margin_bottom = _scale_title_len(TITLE_PAD_TOP + TITLE_DEFAULT_MARGIN_BOTTOM, output_width)
+        _t_user_margin_top_720 = 0
+    t_margin_top_720 = TITLE_DEFAULT_MARGIN_TOP + _t_user_margin_top_720
+    t_margin_top = _scale_title_len(t_margin_top_720, output_width)
+    # bottom margin（标题放在 bottom 时）：用户 margin_bottom 透传，默认 50@720p
+    _t_user_margin_bottom = t_cfg.get("margin_bottom")
+    try:
+        _t_user_margin_bottom_720 = int(_t_user_margin_bottom) if _t_user_margin_bottom is not None else 0
+    except (TypeError, ValueError):
+        _t_user_margin_bottom_720 = 0
+    t_margin_bottom_720 = TITLE_DEFAULT_MARGIN_BOTTOM + _t_user_margin_bottom_720
+    t_margin_bottom = _scale_title_len(t_margin_bottom_720, output_width)
     t_borderw = 0
     t_border_color = "#000000"
     t_box = False
@@ -566,11 +579,11 @@ def build_direct_render(
     t_shadow_x = _scale_title_len(t_shadow_x_720, output_width)
     t_shadow_y = _scale_title_len(t_shadow_y_720, output_width)
     # bold/italic：drawtext 原生无粗斜体选项；通过同色描边模拟粗体
-    t_bold = bool(t_cfg.get("bold", True))  # 与 ASS 路径默认 bold=True 对齐
+    t_bold = bool(t_cfg.get("bold", True))  # 与 ASS/vfb 路径默认 bold=True 对齐
     if t_bold and t_borderw < 1:
-        # 同色描边宽度 1@720p，按宽度缩放保证各分辨率视觉一致
-        t_borderw = max(1, _scale_title_len(1, output_width))
-        t_border_color = t_color  # 用文字色描边模拟加粗
+        # 粗体未配用户描边时：黑色细描边 2@720p（与 vfb 一致，避免同色描边导致重影）
+        t_borderw = _scale_title_len(TITLE_FAUX_BOLD_WIDTH, output_width)
+        t_border_color = "#000000"  # 黑色细描边模拟粗体
 
     # ── 解析 subtitle_config ──
     s_cfg = dict(subtitle_config) if isinstance(subtitle_config, dict) else {}
@@ -595,8 +608,21 @@ def build_direct_render(
         s_pos_x, s_pos_y = None, None
     s_margin_top = _scale_title_len(60, output_width)  # subtitle top (not commonly used)
     s_margin_bottom = _scale_title_len(SUBTITLE_DEFAULT_MARGIN_BOTTOM, output_width)
-    s_borderw = max(1, _scale_title_len(2, output_width))  # 字幕默认描边保证可读性
+    # subtitle stroke/bold：先解析用户 stroke，再按 bold 默认补描边
+    s_borderw = 0
     s_border_color = "#000000"
+    _s_stroke = s_cfg.get("stroke")
+    if isinstance(_s_stroke, dict) and _s_stroke.get("enabled", False):
+        try:
+            s_borderw = _scale_title_len(int(float(_s_stroke.get("width", 2))), output_width)
+        except (TypeError, ValueError):
+            s_borderw = 0
+        s_border_color = str(_s_stroke.get("color", "#000000"))
+    s_bold = bool(s_cfg.get("bold", False))
+    if s_bold and s_borderw < 1:
+        # 粗体默认黑色细描边 2@720p（与 title/CPU vfb 一致）
+        s_borderw = _scale_title_len(TITLE_FAUX_BOLD_WIDTH, output_width)
+        s_border_color = "#000000"
 
     # 静态字幕：static_subtitle_text 非空时构造全片长 segment（0 → total_duration）
     static_text = (static_subtitle_text or "").strip()
diff --git a/tests/unit/test_gpu_direct_pipeline.py b/tests/unit/test_gpu_direct_pipeline.py
index bee668860..72c476ef7 100644
--- a/tests/unit/test_gpu_direct_pipeline.py
+++ b/tests/unit/test_gpu_direct_pipeline.py
@@ -85,7 +85,7 @@ def _patch_pipeline_helpers(monkeypatch):
 # ---------------------------------------------------------------------------
 class TestNoConfigBackwardCompat:
     def test_default_title_drawtext_white_top(self, monkeypatch):
-        """不传 title_config 时：白字、top、36@720 按 width 缩放到 64、y=71（PAD16+margin24）。"""
+        """不传 title_config 时：白字、top、48@720 按 width 缩放到 85、y=89（50@720p baseline）。"""
         import video_processing.gpu_direct_pipeline as gdp
 
         _patch_pipeline_helpers(monkeypatch)
@@ -101,15 +101,15 @@ class TestNoConfigBackwardCompat:
         )
         fc = " ".join(plan.filter_complex)
         assert "fontcolor=0xffffff" in fc
-        # 默认 position=top → y=71（scale(16+24)=71），不含 h-th
-        assert "y=71" in fc
+        # 默认 position=top → y=89（scale(50)=89，与 CPU/vfb 一致），不含 h-th
+        assert "y=89" in fc
         assert "h-th" not in fc
-        # 默认字号 36@720 经 1280/720 缩放 = 64
-        assert "fontsize=64" in fc
+        # 默认字号 48@720 经 1280/720 缩放 = 85
+        assert "fontsize=85" in fc
         assert "text='默认标题'" in fc
-        # 默认粗体：drawtext 无原生粗体，用同色描边 borderw=1@720（1280/720→scale=2）模拟
-        assert "borderw=2" in fc
-        assert "bordercolor=0xffffff" in fc
+        # 默认粗体：黑色细描边 borderw=2@720（scale=4），与 CPU vfb 一致避免重影
+        assert "borderw=4" in fc
+        assert "bordercolor=0x000000" in fc
 
     def test_no_subtitle_when_none(self, monkeypatch):
         import video_processing.gpu_direct_pipeline as gdp
@@ -153,8 +153,8 @@ class TestTitleStylePassthrough:
         assert "fontcolor=0xff0000" in fc
         # 60@720 按 1280/720 缩放 = 107
         assert "fontsize=107" in fc
-        # top 位置 y=71（scale(PAD16+margin_top24)=71）
-        assert "y=71" in fc
+        # top 位置默认 margin 50@720p → scale=89（未传 margin_top 用默认）
+        assert "y=89" in fc
         assert "h-th" not in fc
 
     def test_title_position_center(self, monkeypatch):
@@ -218,9 +218,9 @@ class TestTitleStylePassthrough:
         # 阴影层 + 主字层 = 2 条 drawtext
         assert drawtext_count == 2
         joined = " ".join(plan.filter_complex)
-        # shadow offset 3@720 经 1280/720 缩放 = 5；默认 position=top → y=71
+        # shadow offset 3@720 经 1280/720 缩放 = 5；默认 position=top → y=89
         assert "x=(w-text_w)/2+5" in joined
-        assert "y=71+5" in joined
+        assert "y=89+5" in joined
         assert "h-th" not in joined
 
     def test_title_font_override(self, monkeypatch):
@@ -282,10 +282,10 @@ class TestTitleStylePassthrough:
         assert "(w-text_w)*0.3000" in fc
         assert "(h-text_h)*0.6000" in fc
         assert "h-th-" not in fc
-        assert "y=71" not in fc
+        assert "y=89" not in fc
 
     def test_title_margin_top_respected(self, monkeypatch):
-        """margin_top 透传：100@720 → scale(16+100)=206@1280。"""
+        """margin_top 透传：100@720，叠加默认 50 → 150@720 → scale=267@1280。"""
         import video_processing.gpu_direct_pipeline as gdp
 
         _patch_pipeline_helpers(monkeypatch)
@@ -300,8 +300,8 @@ class TestTitleStylePassthrough:
             title_config={"text": "远离顶部", "position": "top", "margin_top": 100},
         )
         fc = " ".join(plan.filter_complex)
-        # scale(PAD16 + margin_top100) = 116*1280/720 = 206
-        assert "y=206" in fc
+        # 默认 50 + margin_top100 = 150@720 → scale=267
+        assert "y=267" in fc
 
     def test_title_default_bold_true(self, monkeypatch):
         """不传 bold 时默认粗体：drawtext 用同色描边 borderw 模拟。"""
@@ -319,9 +319,9 @@ class TestTitleStylePassthrough:
             title_config={"text": "粗体"},
         )
         fc = " ".join(plan.filter_complex)
-        # bold=True 默认：同色描边 width=1@720 → scale=2，颜色与文字相同（白色）
-        assert "borderw=2" in fc
-        assert "bordercolor=0xffffff" in fc
+        # bold=True 默认：黑色细描边 width=2@720 → scale=4，与 CPU vfb 一致
+        assert "borderw=4" in fc
+        assert "bordercolor=0x000000" in fc
         assert "text='粗体'" in fc
 
     def test_title_bold_false_disables_faux_bold(self, monkeypatch):
@@ -359,8 +359,8 @@ class TestTitleStylePassthrough:
             title_config={"text": "底部", "position": "bottom"},
         )
         fc = " ".join(plan.filter_complex)
-        # bottom margin PAD16+24=40 → scale=71
-        assert "y=h-th-71" in fc
+        # bottom margin 50@720 → scale=89
+        assert "y=h-th-89" in fc
 
     def test_title_size_scales_by_width_not_height(self, monkeypatch):
         """不同分辨率下同 @720 基准的 size 等比缩放：1080x1920 下 36→54。"""
@@ -378,10 +378,10 @@ class TestTitleStylePassthrough:
             clip_volumes=[1.0],
         )
         fc = " ".join(plan.filter_complex)
-        # default size 36@720 → 1080w = 54
-        assert "fontsize=54" in fc
-        # top margin 40@720 → 60
-        assert "y=60" in fc
+        # default size 48@720 → 1080w = 72
+        assert "fontsize=72" in fc
+        # top margin 50@720 → 75
+        assert "y=75" in fc
 
 
 # ---------------------------------------------------------------------------
@@ -434,8 +434,8 @@ class TestSubtitlePassthrough:
         assert "fontcolor=0x0000ff" in fc
         # sub size 28@720 经 1280/720 缩放 = 50
         assert "fontsize=50" in fc
-        # bottom margin 60@720 → 107
-        assert "y=h-th-107" in fc
+        # bottom margin 50@720 → 89
+        assert "y=h-th-89" in fc
 
     def test_subtitle_disabled_hides_subs(self, monkeypatch):
         import video_processing.gpu_direct_pipeline as gdp
@@ -644,18 +644,18 @@ class TestCombinedConfig:
             bgm_config={"volume": 0.2, "fade_in": 0.5, "fade_out": 1.0},
         )
         fc = " ".join(plan.filter_complex)
-        # 标题：size 50@720 → 89，top margin 40@720 → 71，stroke 2@720 → 4
+        # 标题：size 50@720 → 89，top margin 50@720 → 89，stroke 2@720 → 4
         assert "text='主标题'" in fc
         assert "fontcolor=0xffff00" in fc
         assert "fontsize=89" in fc
-        assert "y=71" in fc
+        assert "y=89" in fc
         assert "borderw=4" in fc
-        # 字幕：size 24@720 → 43，bottom margin 60@720 → 107
+        # 字幕：size 24@720 → 43，bottom margin 50@720 → 89（默认不加粗）
         assert "text='成片全字幕'" in fc
         assert "fontsize=43" in fc
-        assert "y=h-th-107" in fc
+        assert "y=h-th-89" in fc
         assert "fontcolor=0xffffff" in fc
-        # subtitle 默认 bold=True 也会加同色描边（width=1→2）；但若主标题已有 stroke 不影响字幕独立 borderw=4（s 默认 2 像素@720→scale=4）
+        # subtitle 默认 bold=False，无额外描边（用户未开 stroke）
         # BGM
         assert "volume=0.200" in fc
         assert "afade=t=in:st=0:d=0.50" in fc
@@ -688,7 +688,7 @@ class TestEdgeCases:
         assert "drawtext=" in fc
 
     def test_bold_title_increases_borderw(self, monkeypatch):
-        """bold=True 时若原无描边，自动加 borderw=1 用同色描边模拟加粗。"""
+        """bold=True 时若原无描边，自动加 borderw 黑色细描边模拟加粗（与 CPU vfb 一致，避免重影）。"""
         import video_processing.gpu_direct_pipeline as gdp
 
         _patch_pipeline_helpers(monkeypatch)
@@ -703,9 +703,9 @@ class TestEdgeCases:
             title_config={"text": "粗体", "bold": True, "color": "#ff0000"},
         )
         fc = " ".join(plan.filter_complex)
-        # 加粗模拟 borderw>=1，且 bordercolor 跟字体色一致（0xff0000）
-        assert "borderw=" in fc
-        assert "bordercolor=0xff0000" in fc
+        # 仿粗用黑色细描边 2@720→scale=4，不跟文字色（避免同色描边重影）
+        assert "borderw=4" in fc
+        assert "bordercolor=0x000000" in fc
 
     def test_asr_and_static_subtitle_asr_wins(self, monkeypatch):
         """同时传 static_subtitle_text 和 ASR segments 时，ASR 优先（不插入静态全文）。"""