diff --git a/backend/app/agent/markdown_tools.py b/backend/app/agent/markdown_tools.py
index ee6d627..a7738e1 100644
--- a/backend/app/agent/markdown_tools.py
+++ b/backend/app/agent/markdown_tools.py
@@ -6,7 +6,7 @@ from pydantic import BaseModel, ConfigDict, Field
 from app.contracts import ToolDefinition
 from app.services import note_service
 
-Format = Literal['heading', 'paragraph', 'bold', 'italic', 'strikethrough', 'inline-code', 'bullet-list', 'ordered-list', 'task-list', 'blockquote', 'callout', 'code-block', 'mermaid', 'inline-math', 'math-block', 'link', 'image', 'table', 'horizontal-rule', 'hard-break', 'reference-link', 'html', 'metadata']
+Format = Literal['heading', 'paragraph', 'bold', 'italic', 'strikethrough', 'inline-code', 'bullet-list', 'ordered-list', 'task-list', 'blockquote', 'callout', 'code-block', 'mermaid', 'function-plot', 'inline-math', 'math-block', 'link', 'image', 'table', 'horizontal-rule', 'hard-break', 'reference-link', 'html', 'metadata']
 CALLOUTS = ['note', 'abstract', 'summary', 'tldr', 'info', 'todo', 'tip', 'hint', 'important', 'success', 'check', 'done', 'question', 'help', 'faq', 'warning', 'caution', 'attention', 'failure', 'fail', 'missing', 'danger', 'error', 'bug', 'example', 'quote', 'cite']
 
 
@@ -56,7 +56,7 @@ def compose(arguments: ComposeArguments, _):
     elif kind == 'inline-code':
         marker = '`' * (max([0, *(len(m[0]) for m in re.finditer(r'`+', text))]) + 1)
         result = marker + ' ' + text.replace('\n', ' ') + ' ' + marker
-    elif kind in ('code-block', 'mermaid'): result = fenced(text, 'mermaid' if kind == 'mermaid' else a.language)
+    elif kind in ('code-block', 'mermaid', 'function-plot'): result = fenced(text, kind if kind != 'code-block' else a.language)
     elif kind in ('bullet-list', 'ordered-list', 'task-list'):
         result = '\n'.join((f'{i + 1}. ' if kind == 'ordered-list' else '- [ ] ' if kind == 'task-list' else '- ') + item.replace('\n', '\n    ') for i, item in enumerate(a.items))
     elif kind == 'blockquote': result = '\n'.join('> ' + line for line in text.split('\n'))
@@ -90,7 +90,8 @@ def catalog(_, __):
     from typing import get_args
     return {'formats': list(get_args(Format)), 'callouts': CALLOUTS,
             'workflow': 'Use markdown.compose, then notes.create or notes.patch_markdown to persist. Read notes.read.content_hash before patching. metadata composition replaces the frontmatter only when you explicitly patch it; do not prepend duplicate frontmatter.',
-            'rendering': 'Math, Mermaid, callouts and auto-links depend on editor preferences. HTML is sanitized; scripts are not supported. Heading folding, font size, undo and redo are UI state, not Markdown document syntax. Callout collapsed=null is static, true is folded, false is expanded.'}
+            'function_plot': 'Use a function-plot fenced block: domain: -4, 4 followed by y = x^2 and y = sin(x). At most 16 expressions per block, 16 plots and 8000 total AST nodes per exported document. No arbitrary code execution.',
+            'rendering': 'Function plots, Math, Mermaid, callouts and auto-links depend on editor preferences. HTML is sanitized; scripts are not supported. Heading folding, font size, undo and redo are UI state, not Markdown document syntax. Callout collapsed=null is static, true is folded, false is expanded.'}
 
 
 async def patch(arguments: PatchArguments, _):
diff --git a/backend/app/benchmarks/agent.py b/backend/app/benchmarks/agent.py
new file mode 100644
index 0000000..12cec3f
--- /dev/null
+++ b/backend/app/benchmarks/agent.py
@@ -0,0 +1,137 @@
+"""Standard task evaluation over AgentRuntime, never a scripted substitute runner."""
+import asyncio
+from time import perf_counter
+from uuid import uuid4
+from app.contracts import (AgentBenchmarkRequest, AgentCaseResult, AgentRunCreateRequest,
+    BenchmarkRun, BenchmarkReport, BenchmarkKind, BenchmarkStatus, BenchmarkEvent, BenchmarkEventType)
+from app.benchmarks import datasets, service
+from app.errors import ApiError
+
+INVALID = {'TOOL_NOT_FOUND', 'TOOL_NOT_ALLOWED', 'TOOL_ARGUMENT_INVALID', 'TOOL_VALIDATION_ERROR'}
+
+def score(case, run, events, latency, repeat):
+    calls = [e.data for e in events if e.event.value == 'ToolCall']
+    unmatched = list(calls)
+    selected = accurate = 0
+    for expected in case.expected_tools:
+        candidates = [c for c in unmatched if c.get('name') == expected.name]
+        if not candidates:
+            continue
+        exact = next((c for c in candidates if all(k in c.get('arguments', {}) and c['arguments'][k] == v for k,v in expected.arguments.items())), None)
+        chosen = exact or candidates[0]
+        unmatched.remove(chosen); selected += 1; accurate += int(exact is not None)
+    results = run.tool_results
+    checks = {
+        'completed': run.status.value == 'completed',
+        'tools_selected': selected == len(case.expected_tools),
+        'tool_arguments': accurate == len(case.expected_tools),
+        'no_extra_calls': len(calls) <= len(case.expected_tools),
+        'tool_results': all(r.success for r in results),
+        'output': all(text.casefold() in (run.output or '').casefold() for text in case.output_contains),
+        'citation': not case.citation_required or bool(run.citations),
+        'tasks_created': case.tasks_created is None or sum(r.success and r.name == 'tasks.create' for r in results) == case.tasks_created,
+    }
+    return AgentCaseResult(case_id=case.case_id, repeat=repeat, agent_run_id=run.run_id,
+        success=all(checks.values()), tool_calls=len(calls), expected_calls=len(case.expected_tools),
+        selected_calls=selected, accurate_calls=accurate, invalid_calls=sum(r.error_code in INVALID for r in results),
+        steps=run.current_step, latency_ms=latency, token_usage=run.token_usage, checks=checks, error_code=run.error_code)
+
+def aggregate(cases, planned_total=None):
+    total = len(cases) if planned_total is None else planned_total
+    calls = sum(c.tool_calls for c in cases)
+    expected = sum(c.expected_calls for c in cases)
+    # Micro accuracy penalizes omitted AND unnecessary calls; no-call cases are N/A.
+    denominator = max(calls, expected)
+    return {'total_cases': total, 'evaluated_cases': len(cases), 'task_success_rate': sum(c.success for c in cases)/total if total else 0,
+        'tool_selection_accuracy': sum(c.selected_calls for c in cases)/denominator if denominator else None,
+        'tool_argument_accuracy': sum(c.accurate_calls for c in cases)/denominator if denominator else None,
+        'invalid_tool_call_rate': sum(c.invalid_calls for c in cases)/calls if calls else None,
+        'average_steps': sum(c.steps for c in cases)/total if total else 0,
+        'average_latency_ms': sum(c.latency_ms for c in cases)/total if total else 0,
+        'token_usage': sum(c.token_usage for c in cases), 'tool_calls': calls, 'expected_calls': expected}
+
+async def create_run(request: AgentBenchmarkRequest):
+    from app.container import container
+    from app.providers.registry import ProviderNotFoundError
+    try:
+        provider = container.providers.get(request.provider_id)
+    except ProviderNotFoundError as exc:
+        raise ApiError(404, 'PROVIDER_NOT_FOUND', 'Provider not found or disabled.') from exc
+    is_mock = provider.config.provider_type.value == 'mock'
+    if request.offline and not is_mock:
+        raise ApiError(422, 'BENCHMARK_OFFLINE_PROVIDER_REQUIRED', 'Offline regression only accepts a mock provider.')
+    if is_mock and not request.offline:
+        raise ApiError(422, 'BENCHMARK_REAL_PROVIDER_REQUIRED', 'Select a real provider or explicitly mark offline regression.')
+    dataset = datasets.load_dataset(request.dataset_id, BenchmarkKind.agent)
+    if not service._evict_terminal():
+        raise ApiError(429, 'BENCHMARK_CAPACITY_EXCEEDED', 'Benchmark capacity exceeded.')
+    run_id = 'benchmark_' + uuid4().hex[:12]
+    snapshot = {**request.model_dump(), 'dataset_hash': dataset.content_hash,
+        'dataset_version': dataset.version, 'execution': 'offline' if request.offline else 'real_agent_runtime',
+        'provider_type': provider.config.provider_type, 'scoring_version': '1.0', 'permission_policy': 'runtime_user_decision'}
+    run = BenchmarkRun(run_id=run_id, kind=BenchmarkKind.agent, dataset_id=dataset.dataset_id,
+        dataset_hash=dataset.content_hash, status=BenchmarkStatus.queued, created_at=service._now(), config_snapshot=snapshot)
+    service._runs[run_id] = run
+    service._events[run_id] = []
+    service._subscribers[run_id] = []
+    service._cancel_flags[run_id] = asyncio.Event()
+    service._tasks[run_id] = asyncio.create_task(execute(run_id, request, dataset, container.agent))
+    return run
+
+async def execute(run_id, request, dataset, runtime):
+    flag = service._cancel_flags[run_id]
+    results = []; active = None
+    def emit(kind, data):
+        event = BenchmarkEvent(event=kind, run_id=run_id, sequence=len(service._events[run_id]), data=data, timestamp=service._now())
+        service._events[run_id].append(event)
+        for queue in service._subscribers.get(run_id, []): queue.put_nowait(event)
+    status = BenchmarkStatus.completed
+    error = None
+    try:
+        service._runs[run_id] = service._runs[run_id].model_copy(update={'status': BenchmarkStatus.running, 'started_at': service._now()})
+        emit(BenchmarkEventType.run_started, {'dataset_id': dataset.dataset_id})
+        for case in dataset.cases:
+            for repeat in range(request.repeat):
+                if flag.is_set():
+                    status = BenchmarkStatus.cancelled; break
+                started = perf_counter()
+                active = await runtime.create_run(AgentRunCreateRequest(input=case.prompt, provider_id=request.provider_id,
+                    model=request.model, allowed_tools=case.allowed_tools, max_steps=request.max_steps,
+                    token_budget=request.token_budget, run_timeout_seconds=request.timeout_seconds,
+                    tool_timeout_seconds=min(30, request.timeout_seconds), allow_network=request.allow_network,
+                    metadata={'benchmark_run_id': run_id, 'case_id': case.case_id}))
+                # Surface the real Trace/permission entry while the case is still executing.
+                service._runs[run_id].config_snapshot['active_agent_run_id'] = active.run_id
+                wait = asyncio.create_task(runtime.wait(active.run_id))
+                cancel = asyncio.create_task(flag.wait())
+                try:
+                    done, _ = await asyncio.wait([wait, cancel], return_when=asyncio.FIRST_COMPLETED)
+                    if cancel in done:
+                        await runtime.cancel(active.run_id)
+                        status = BenchmarkStatus.cancelled
+                    finished = await wait
+                finally:
+                    cancel.cancel(); await asyncio.gather(cancel, return_exceptions=True)
+                events = [event async for event in runtime.events(active.run_id)]
+                result = score(case, finished, events, (perf_counter()-started)*1000, repeat)
+                results.append(result); active = None
+                service._runs[run_id].progress = len(results)/(len(dataset.cases)*request.repeat)
+                emit(BenchmarkEventType.case_completed, result.model_dump(mode='json'))
+            if status == BenchmarkStatus.cancelled: break
+    except asyncio.CancelledError:
+        status = BenchmarkStatus.cancelled
+    except Exception:
+        status = BenchmarkStatus.failed; error = 'BENCHMARK_RUN_FAILED'
+    finally:
+        if active:
+            await runtime.cancel(active.run_id)
+            await runtime.wait(active.run_id)
+        metrics = aggregate(results, len(dataset.cases)*request.repeat)
+        run = service._runs[run_id]
+        service._runs[run_id] = run.model_copy(update={'status':status, 'metrics':metrics, 'completed_at':service._now(), 'error_code':error})
+        service._reports[run_id] = BenchmarkReport(run_id=run_id, kind=BenchmarkKind.agent,
+            dataset_id=dataset.dataset_id, dataset_hash=dataset.content_hash, status=status,
+            config_snapshot=run.config_snapshot, cases=results, metrics=metrics, error_code=error)
+        emit({BenchmarkStatus.completed: BenchmarkEventType.run_completed, BenchmarkStatus.failed: BenchmarkEventType.run_failed,
+            BenchmarkStatus.cancelled: BenchmarkEventType.run_cancelled}[status], {'metrics':metrics, 'error_code':error})
+        service._cancel_flags.pop(run_id, None); service._subscribers.pop(run_id, None)
diff --git a/backend/app/benchmarks/datasets.py b/backend/app/benchmarks/datasets.py
index fff0661..6b2901e 100644
--- a/backend/app/benchmarks/datasets.py
+++ b/backend/app/benchmarks/datasets.py
@@ -17,20 +17,20 @@ from app.config import get_settings
 from app.contracts import (
     BenchmarkDatasetInfo,
     BenchmarkKind,
-    RAGDatasetCase,
+    RAGDatasetCase, AgentDatasetCase,
 )
 from app.errors import ApiError
 
 
 @dataclass
 class RAGDataset:
-    """内存中的 RAG 数据集：元信息 + 已校验的 Case 列表 + 内容哈希。"""
+    """内存中的 RAG / Agent 数据集：元信息 + 已校验的 Case 列表 + 内容哈希。"""
 
     dataset_id: str
     kind: BenchmarkKind
     version: str
     description: str
-    cases: list[RAGDatasetCase] = field(default_factory=list)
+    cases: list[RAGDatasetCase | AgentDatasetCase] = field(default_factory=list)
     content_hash: str = ""
 
 
@@ -104,10 +104,10 @@ def _dataset_from_raw(raw: dict, raw_bytes: bytes, kind: BenchmarkKind) -> RAGDa
             {"dataset_id": dataset_id},
         )
 
-    cases: list[RAGDatasetCase] = []
+    cases: list[RAGDatasetCase | AgentDatasetCase] = []
     for index, case in enumerate(raw_cases):
         try:
-            parsed = RAGDatasetCase.model_validate(case)
+            parsed = (AgentDatasetCase if kind == BenchmarkKind.agent else RAGDatasetCase).model_validate(case)
         except ValidationError as exc:
             raise ApiError(
                 422,
@@ -115,6 +115,13 @@ def _dataset_from_raw(raw: dict, raw_bytes: bytes, kind: BenchmarkKind) -> RAGDa
                 f"Dataset case #{index} is invalid.",
                 {"dataset_id": dataset_id, "case_index": index, "errors": exc.errors()},
             ) from exc
+        if kind == BenchmarkKind.agent:
+            if not (parsed.expected_tools or parsed.output_contains or parsed.citation_required or parsed.tasks_created is not None):
+                raise ApiError(422, 'BENCHMARK_DATASET_INVALID', 'Agent case requires objective expectations.')
+            if any(tool.name not in parsed.allowed_tools for tool in parsed.expected_tools):
+                raise ApiError(422, 'BENCHMARK_DATASET_INVALID', 'Expected tools must be allowed.')
+            cases.append(parsed)
+            continue
         # 每个 Case 至少要声明一个期望 id，否则无法计算命中/召回
         if not parsed.expected_note_ids and not parsed.expected_block_ids:
             raise ApiError(
@@ -133,6 +140,8 @@ def _dataset_from_raw(raw: dict, raw_bytes: bytes, kind: BenchmarkKind) -> RAGDa
             )
         cases.append(parsed)
 
+    if len(cases) > 100 or len({c.case_id for c in cases}) != len(cases):
+        raise ApiError(422, 'BENCHMARK_DATASET_INVALID', 'Dataset case IDs must be unique; maximum 100 cases.')
     return RAGDataset(
         dataset_id=dataset_id,
         kind=kind,
diff --git a/backend/app/benchmarks/rag.py b/backend/app/benchmarks/rag.py
index e364f46..6f53067 100644
--- a/backend/app/benchmarks/rag.py
+++ b/backend/app/benchmarks/rag.py
@@ -86,6 +86,7 @@ async def _evaluate_one(
         limit=request.retrieval.top_k,
         include_snippet=False,
         rrf_k=request.retrieval.rrf_k,
+        fusion=request.retrieval.fusion,
         rerank=request.retrieval.rerank,
         rerank_candidates=request.retrieval.rerank_candidates,
         score_threshold=request.retrieval.score_threshold,
diff --git a/backend/app/benchmarks/service.py b/backend/app/benchmarks/service.py
index f06f3ca..3ba2bbd 100644
--- a/backend/app/benchmarks/service.py
+++ b/backend/app/benchmarks/service.py
@@ -352,3 +352,12 @@ async def wait_for_run(run_id: str) -> BenchmarkRun:
     if task is not None:
         await task
     return _runs.get(run_id)
+
+
+async def shutdown():
+    loop = asyncio.get_running_loop()
+    active = {rid: task for rid, task in _tasks.items() if not task.done() and task.get_loop() is loop}
+    for rid in active:
+        flag = _cancel_flags.get(rid)
+        if flag: flag.set()
+    await asyncio.gather(*active.values(), return_exceptions=True)
diff --git a/backend/app/contracts.py b/backend/app/contracts.py
index 05e0608..dc3fd30 100644
--- a/backend/app/contracts.py
+++ b/backend/app/contracts.py
@@ -155,6 +155,7 @@ class SearchRequest(Contract):
     include_snippet: bool = True
     # 检索调优参数（Benchmark 与 Skill 共用）：控制 RRF / 精排 / 候选池 / 分数阈值。
     # rerank_candidates=None 表示对全部候选精排（保留原有行为），Benchmark 传显式值。
+    fusion: Literal['rrf', 'weighted'] = 'rrf'
     rrf_k: int = Field(default=60, ge=1)
     rerank: bool = True
     rerank_candidates: int | None = Field(default=None, ge=1)
@@ -1221,6 +1222,7 @@ class RAGRetrievalConfig(Contract):
     其余参数透传到 SearchRequest，由检索引擎实际执行。"""
 
     top_k: int = Field(default=10, ge=1, le=100)
+    fusion: Literal['rrf', 'weighted'] = 'rrf'
     rrf_k: int = Field(default=60, ge=1)
     rerank: bool = True
     rerank_candidates: int = Field(default=20, ge=1)
@@ -1329,6 +1331,51 @@ class RAGCaseResult(Contract):
     error_code: str | None = None
 
 
+class ExpectedToolCall(Contract):
+    name: str = Field(min_length=1)
+    arguments: dict[str, Any] = Field(default_factory=dict)
+
+
+class AgentDatasetCase(Contract):
+    case_id: str = Field(min_length=1)
+    prompt: str = Field(min_length=1, max_length=20000)
+    allowed_tools: list[str] = Field(default_factory=list, max_length=30)
+    expected_tools: list[ExpectedToolCall] = Field(default_factory=list, max_length=30)
+    output_contains: list[str] = Field(default_factory=list)
+    citation_required: bool = False
+    tasks_created: int | None = Field(default=None, ge=0, le=20)
+    tags: list[str] = Field(default_factory=list)
+
+
+class AgentBenchmarkRequest(Contract):
+    dataset_id: str = Field(min_length=1)
+    provider_id: str
+    model: str = Field(min_length=1)
+    max_steps: int = Field(default=6, ge=1, le=20)
+    timeout_seconds: int = Field(default=90, ge=1, le=300)
+    token_budget: int = Field(default=6000, ge=1, le=30000)
+    repeat: int = Field(default=1, ge=1, le=3)
+    allow_network: bool = False
+    offline: bool = False
+
+
+class AgentCaseResult(Contract):
+    case_id: str
+    repeat: int
+    agent_run_id: str | None = None
+    success: bool = False
+    tool_calls: int = 0
+    expected_calls: int = 0
+    selected_calls: int = 0
+    accurate_calls: int = 0
+    invalid_calls: int = 0
+    steps: int = 0
+    latency_ms: float = 0
+    token_usage: int = 0
+    checks: dict[str, bool] = Field(default_factory=dict)
+    error_code: str | None = None
+
+
 class BenchmarkReport(Contract):
     run_id: str
     kind: BenchmarkKind
@@ -1337,7 +1384,7 @@ class BenchmarkReport(Contract):
     status: BenchmarkStatus
     config_snapshot: dict[str, Any] = Field(default_factory=dict)
     metrics: dict[str, Any] = Field(default_factory=dict)
-    cases: list[RAGCaseResult] = Field(default_factory=list)
+    cases: list[RAGCaseResult | AgentCaseResult] = Field(default_factory=list)
     error: str | None = None
     error_code: str | None = None
 
@@ -1366,6 +1413,7 @@ class ExportSource(Contract):
     """导出源：note 引用已索引笔记，markdown 用于未保存预览（不持久化）。"""
 
     type: ExportSourceType
+    file_path: str | None = Field(default=None, max_length=1024)
     note_id: str | None = None
     markdown: str | None = None
 
@@ -1386,7 +1434,15 @@ class ExportOptions(Contract):
     code_theme: str = "github-light"
 
 
+class ExportAsset(Contract):
+    kind: Literal['mermaid', 'math_block', 'math_inline', 'image']
+    source_hash: str = Field(pattern=r'^[a-f0-9]{64}$')
+    png_base64: str = Field(max_length=2800000)
+
+
 class ExportRequest(Contract):
+    assets: list[ExportAsset] = Field(default_factory=list, max_length=64)
+    title: str = Field(default="", max_length=200)
     source: ExportSource
     format: ExportFormat
     options: ExportOptions = Field(default_factory=ExportOptions)
diff --git a/backend/app/export/assets.py b/backend/app/export/assets.py
new file mode 100644
index 0000000..5415345
--- /dev/null
+++ b/backend/app/export/assets.py
@@ -0,0 +1,140 @@
+"""Bounded raster-only resource boundary. No URLs, XML or filesystem paths accepted."""
+import base64
+import hashlib
+import threading
+from io import BytesIO
+from PIL import Image
+from app.errors import ApiError
+
+_math_lock = threading.Lock()
+
+def enrich_document(document, file_path=None):
+    """Embed local vault images and bounded MathText. Unsupported TeX stays explicit."""
+    from app.config import get_settings
+    from urllib.parse import unquote, urlsplit
+    vault = get_settings().vault_path.resolve()
+    base = (vault / (file_path or '')).parent if file_path else vault
+    warnings = []
+    count = total = pixels = 0
+    def visit(node):
+        nonlocal count, total, pixels
+        if node.type in {'image','math_block','math_inline'} or node.attributes.get('static_png'):
+            count += 1
+            try:
+                if count > 64: raise ValueError('resource count')
+                if node.attributes.get('static_png'):
+                    raw = node.attributes['static_png']
+                elif node.type == 'image':
+                    src = str(node.attributes.get('src',''))
+                    if urlsplit(src).scheme or src.startswith('//'): raise ValueError('remote image')
+                    path = (base / unquote(src)).resolve()
+                    if not path.is_relative_to(vault) or path.suffix.lower() not in {'.png','.jpg','.jpeg','.webp'} or path.stat().st_size > 2_000_000:
+                        raise ValueError('image path or budget')
+                    raw = path.read_bytes()
+                else:
+                    source = node.text
+                    depth = 0
+                    for char in source:
+                        depth += (char == '{') - (char == '}')
+                        if depth > 20: raise ValueError('math depth')
+                    if len(source) > 512 or depth != 0: raise ValueError('math budget')
+                    from matplotlib.mathtext import math_to_image
+                    with _math_lock:
+                        out = BytesIO()
+                        math_to_image('$'+source+'$', out, dpi=180, format='png', color='black')
+                        raw = out.getvalue()
+                with Image.open(BytesIO(raw)) as image:
+                    pixels += image.width * image.height
+                    if pixels > 16_000_000: raise ValueError('document pixels')
+                    if image.width * image.height > 4_000_000: raise ValueError('image dimensions')
+                    out = BytesIO()
+                    # Flatten alpha on white for portable print/Word output.
+                    rgba=image.convert('RGBA'); background=Image.new('RGBA',rgba.size,'white')
+                    background.alpha_composite(rgba); background.convert('RGB').save(out,'PNG')
+                    png=out.getvalue();total += len(png)
+                    if total > 8_000_000: raise ValueError('resource bytes')
+                    node.attributes['static_png']=png
+            except Exception:
+                node.attributes.pop('static_png', None)
+                warnings.append('图片无法内嵌（仅支持 Vault 内 PNG/JPEG/WebP），已保留替代文字' if node.type=='image'
+                    else '公式超出 MathText 语法或资源预算，已保留源码' if node.type.startswith('math')
+                    else '静态图表超过文档资源预算，已保留源码')
+        for child in node.children: visit(child)
+    for child in document.children: visit(child)
+    return warnings
+
+def source_hash(source):
+    return hashlib.sha256(source.strip().encode()).hexdigest()
+
+def validate_assets(assets):
+    result = {}
+    total = pixels = 0
+    for asset in assets:
+        try:
+            raw = base64.b64decode(asset.png_base64, validate=True)
+            total += len(raw)
+            if total > 8 * 1024 * 1024:
+                raise ValueError('asset budget')
+            with Image.open(BytesIO(raw)) as image:
+                pixels += image.width * image.height
+                if pixels > 16_000_000: raise ValueError('document pixel budget')
+                if image.format != 'PNG' or image.width * image.height > 4_000_000:
+                    raise ValueError('image budget')
+                image.load()
+                out = BytesIO()
+                rgba = image.convert('RGBA')
+                background = Image.new('RGBA', rgba.size, 'white')
+                background.alpha_composite(rgba)
+                background.convert('RGB').save(out, 'PNG')
+                key = (asset.kind, asset.source_hash)
+                if key in result:
+                    raise ValueError('duplicate asset')
+                result[key] = out.getvalue()
+        except Exception as exc:
+            raise ApiError(422, 'EXPORT_ASSET_INVALID', 'Invalid PNG or resource budget exceeded.') from exc
+    return result
+
+def attach_assets(document, assets):
+    def visit(node):
+        source = node.attributes.get('src', '') if node.type == 'image' else node.text
+        key = (node.type, source_hash(source))
+        if key in assets:
+            node.attributes['static_png'] = assets[key]
+        for child in node.children:
+            visit(child)
+    for child in document.children:
+        visit(child)
+
+def plot_png(plot):
+    """DOCX consumes the same clipped geometry as SVG/PDF, rendered at 2x."""
+    from app.plot.render import compute_geometry, _sx, _sy, _fmt_num
+    from PIL import ImageDraw, ImageFont
+    geo = compute_geometry(plot)
+    image = Image.new('RGB', (geo.width * 2, (geo.height + ((len(plot.expressions)+1)//2)*24) * 2), 'white')
+    draw = ImageDraw.Draw(image)
+    from app.export.fonts import FONT_PATH
+    font = ImageFont.truetype(str(FONT_PATH), 20) if FONT_PATH else ImageFont.load_default(size=20)
+    def line(points, color, width=2):
+        draw.line([(x * 2, y * 2) for x, y in points], fill=color, width=width)
+    sx = lambda x: _sx(x, geo.xmin, geo.xmax)
+    sy = lambda y: _sy(y, geo.ymin, geo.ymax)
+    for x in geo.xticks:
+        if geo.grid: line([(sx(x),52),(sx(x),428)], '#d0d7de')
+        draw.text((sx(x)*2, sy(geo.x_axis_y)*2+8), _fmt_num(x), fill='#57606a', font=font)
+    for y in geo.yticks:
+        if geo.grid: line([(52,sy(y)),(588,sy(y))], '#d0d7de')
+        draw.text((max(0,sx(geo.y_axis_x)*2-75),sy(y)*2), _fmt_num(y), fill='#57606a', font=font)
+    line([(52,sy(geo.x_axis_y)),(588,sy(geo.x_axis_y))], '#57606a')
+    line([(sx(geo.y_axis_x),52),(sx(geo.y_axis_x),428)], '#57606a')
+    for segments, color in zip(geo.polylines,geo.colors):
+        for segment in segments:
+            if len(segment)>1: line(segment,color,3)
+    if geo.xlabel:
+        draw.text((geo.width, (geo.height - 18)*2), geo.xlabel, fill='#1f2328', font=font, anchor='mm')
+    if geo.ylabel:
+        # Horizontal at the upper-left margin keeps CJK labels readable in Word.
+        draw.text((24, 24), geo.ylabel, fill='#1f2328', font=font)
+    for index, expression in enumerate(plot.expressions):
+        draw.text((48+(index%2)*620,geo.height*2+index//2*48),expression.label or 'y = '+expression.expression,fill=geo.colors[index],font=font)
+    out=BytesIO(); image.save(out,'PNG')
+    return out.getvalue(), geo.warnings
diff --git a/backend/app/export/exporters/docx.py b/backend/app/export/exporters/docx.py
index d3f03c0..12cefcb 100644
--- a/backend/app/export/exporters/docx.py
+++ b/backend/app/export/exporters/docx.py
@@ -1,7 +1,7 @@
 """DocxExporter：Document AST → DOCX（python-docx）。
 
-v1 为文本优先：标题/段落/行内强调与链接/列表/引用/表格/代码块/数学文本均可导出；
-function_plot 与 mermaid 保留源码占位并记 warning。中文字体通过 Normal 样式挂载
+标题、段落、列表、表格等使用原生 Word 元素；函数图、已准备的 Mermaid、
+受支持的公式与 Vault 图片使用静态图片，无法表示的资源保留源码并记 warning。中文字体通过 Normal 样式挂载
 w:eastAsia=宋体，保证 Word 打开时中文正常显示；bold/italic 由 Word 原生渲染。
 """
 
@@ -50,6 +50,8 @@ class DocxExporter:
 
     def render(self, document: Document, options: ExportOptions) -> ExportResult:
         """同步渲染；CPU 密集，调用方应放入线程执行，避免阻塞事件循环。"""
+        from app.export.exporters._common import FunctionPlotBudget
+        self._plot_budget = FunctionPlotBudget()
         self._doc = DocxDocument()
         self._configure_normal_style()
         self._configure_page(options)
@@ -109,6 +111,13 @@ class DocxExporter:
             self._render_block(child, warnings)
 
     def _render_block(self, node: DocumentNode, warnings: list[str]) -> None:
+        if node.attributes.get('static_png'):
+            from PIL import Image
+            png = node.attributes['static_png']
+            with Image.open(BytesIO(png)) as image:
+                width = min(5.8, image.width / (180 if node.type == 'math_block' else 96))
+            self._doc.add_picture(BytesIO(png), width=Inches(width))
+            return
         handler = getattr(self, f"_block_{node.type}", None)
         if handler is not None:
             handler(node, warnings)
@@ -270,7 +279,20 @@ class DocxExporter:
         self._block_code_block(node, warnings)
 
     def _block_function_plot(self, node: DocumentNode, warnings: list[str]) -> None:
-        warnings.append(PLOT_PLACEHOLDER_WARNING)
+        from app.plot.parser import parse_source
+        from app.export.assets import plot_png
+        over = self._plot_budget.check_count()
+        if not over:
+            parsed = parse_source(node.text)
+            warnings.extend(d.message for d in parsed.diagnostics)
+            if parsed.plot:
+                over = self._plot_budget.check_nodes(parsed.plot.node_count)
+                if not over:
+                    png, messages = plot_png(parsed.plot)
+                    warnings.extend(messages)
+                    self._doc.add_picture(BytesIO(png), width=Inches(5.8))
+                    return
+        warnings.append(over or '函数图像无法绘制，已保留源码')
         self._block_code_block(node, warnings)
 
     def _block_math_block(self, node: DocumentNode, warnings: list[str]) -> None:
@@ -303,6 +325,12 @@ class DocxExporter:
         bold: bool = False,
         italic: bool = False,
     ) -> None:
+        if node.attributes.get('static_png'):
+            from PIL import Image
+            with Image.open(BytesIO(node.attributes['static_png'])) as image:
+                width = min(5.8, image.width / (180 if node.type.startswith('math') else 96))
+            paragraph.add_run().add_picture(BytesIO(node.attributes['static_png']), width=Inches(width))
+            return
         t = node.type
         if t == "text":
             self._add_run(paragraph, node.text, bold=bold, italic=italic)
diff --git a/backend/app/export/exporters/html.py b/backend/app/export/exporters/html.py
index ac8c8e8..5ccd364 100644
--- a/backend/app/export/exporters/html.py
+++ b/backend/app/export/exporters/html.py
@@ -151,6 +151,16 @@ class HtmlExporter:
         return "".join(self._render_node(child, warnings) for child in children)
 
     def _render_node(self, node: DocumentNode, warnings: list[str]) -> str:
+        if node.attributes.get('static_png'):
+            import base64
+            data = base64.b64encode(node.attributes['static_png']).decode()
+            from PIL import Image
+            from io import BytesIO
+            width = ''
+            if node.type.startswith('math'):
+                with Image.open(BytesIO(node.attributes['static_png'])) as image:
+                    width = f'width:{image.width*96/180:.1f}px;vertical-align:middle;'
+            return f'<img alt="{html.escape(node.text or node.type)}" src="data:image/png;base64,{data}" style="{width}max-width:100%">'
         handler = getattr(self, f"_render_{node.type}", None)
         if handler is not None:
             return handler(node, warnings)
@@ -257,6 +267,8 @@ class HtmlExporter:
             warnings.append(f"函数图像：解析或渲染失败，已回退占位（{exc}）")
             return f'<pre class="function-plot">{html.escape(node.text)}</pre>'
         warnings.extend(rendered.warnings)
+        from app.plot.render import theme_svg
+        rendered.content = theme_svg(rendered.content, self._options.theme_id)
         return f'<figure class="function-plot">{rendered.content}</figure>'
 
     def _render_math_block(self, node: DocumentNode, warnings: list[str]) -> str:
diff --git a/backend/app/export/exporters/pdf.py b/backend/app/export/exporters/pdf.py
index 2f44d22..2ba7949 100644
--- a/backend/app/export/exporters/pdf.py
+++ b/backend/app/export/exporters/pdf.py
@@ -42,8 +42,7 @@ from app.export.exporters._common import (
 from app.plot.render_reportlab import render_drawing
 from app.plot.renderer import FunctionPlotStaticRenderer, StaticRenderRequest
 
-_FONT = "STSong-Light"
-pdfmetrics.registerFont(UnicodeCIDFont(_FONT))
+from app.export.fonts import FONT as _FONT
 
 _MIME = "application/pdf"
 
@@ -122,6 +121,7 @@ class PdfExporter:
         self._styles = _make_styles()
         warnings: list[str] = []
         print_theme_warning(options, warnings, "PDF")
+        if _FONT == "STSong-Light": warnings.append("PDF 使用 CID 字体，阅读器需提供中文字体；可配置 APP_EXPORT_FONT 嵌入 TrueType 字体")
 
         page = _PAGE_SIZES.get((options.page_size or "A4").lower(), A4)
         self._options = options
@@ -169,6 +169,14 @@ class PdfExporter:
             self._render_block(child, story, warnings)
 
     def _render_block(self, node: DocumentNode, story: list, warnings: list[str]) -> None:
+        if node.attributes.get('static_png'):
+            from reportlab.platypus import Image
+            image = Image(BytesIO(node.attributes['static_png']))
+            scale = min(1, self._plot_width / image.imageWidth, 600 / image.imageHeight)
+            image.drawWidth = image.imageWidth * scale
+            image.drawHeight = image.imageHeight * scale
+            story.append(image)
+            return
         handler = getattr(self, f"_block_{node.type}", None)
         if handler is not None:
             handler(node, story, warnings)
@@ -362,6 +370,15 @@ class PdfExporter:
         return "".join(self._render_inline_node(child, warnings) for child in children)
 
     def _render_inline_node(self, node: DocumentNode, warnings: list[str]) -> str:
+        if node.attributes.get('static_png'):
+            import base64
+            from PIL import Image as PILImage
+            raw = node.attributes['static_png']
+            with PILImage.open(BytesIO(raw)) as image:
+                scale = min(.4 if node.type.startswith('math') else 1, 350/image.width, 160/image.height)
+                width, height = image.width*scale, image.height*scale
+            data = base64.b64encode(raw).decode()
+            return f'<img src="data:image/png;base64,{data}" width="{width}" height="{height}" valign="middle"/>'
         t = node.type
         if t == "text":
             return _html.escape(node.text)
diff --git a/backend/app/export/fonts.py b/backend/app/export/fonts.py
new file mode 100644
index 0000000..df2440f
--- /dev/null
+++ b/backend/app/export/fonts.py
@@ -0,0 +1,22 @@
+"""Embed an available CJK TrueType font; retain the portable CID fallback."""
+import os
+from pathlib import Path
+from reportlab.pdfbase import pdfmetrics
+from reportlab.pdfbase.ttfonts import TTFont
+from reportlab.pdfbase.cidfonts import UnicodeCIDFont
+
+def register_font():
+    candidates = [os.getenv('APP_EXPORT_FONT',''),
+        str(Path(os.getenv('WINDIR','C:/Windows'))/'Fonts/simsun.ttc'),
+        '/usr/share/fonts/truetype/arphic/uming.ttc']
+    for candidate in candidates:
+        if candidate and Path(candidate).is_file():
+            try:
+                pdfmetrics.registerFont(TTFont('NotesExportCJK',candidate,subfontIndex=0))
+                return 'NotesExportCJK', Path(candidate)
+            except Exception:
+                continue
+    pdfmetrics.registerFont(UnicodeCIDFont('STSong-Light'))
+    return 'STSong-Light', None
+
+FONT, FONT_PATH = register_font()
diff --git a/backend/app/export/service.py b/backend/app/export/service.py
index 10666eb..dfe7b31 100644
--- a/backend/app/export/service.py
+++ b/backend/app/export/service.py
@@ -182,12 +182,15 @@ async def _resolve_source(source: ExportSource) -> tuple[str, str, dict | None]:
             f"markdown source exceeds {MAX_MARKDOWN_CHARS} characters",
             {"size": len(markdown), "limit": MAX_MARKDOWN_CHARS},
         )
-    return markdown, "", None
+    return markdown, "", {"file_path": source.file_path} if source.file_path else None
 
 
 async def create_export(request: ExportRequest) -> ExportJob:
     """创建导出任务，立即返回 queued 的 ExportJob，由后台 Task 渲染。"""
     markdown, title, metadata = await _resolve_source(request.source)
+    title = request.title or title
+    from app.export.assets import validate_assets
+    assets = await asyncio.to_thread(validate_assets, request.assets)
 
     if not _evict_terminal():
         raise ApiError(
@@ -207,7 +210,7 @@ async def create_export(request: ExportRequest) -> ExportJob:
     _jobs[job_id] = job
     _cancel_flags[job_id] = asyncio.Event()
     _tasks[job_id] = asyncio.create_task(
-        _execute(job_id, request.format, markdown, title, metadata, request.options)
+        _execute(job_id, request.format, markdown, title, metadata, request.options, assets)
     )
     return job
 
@@ -245,6 +248,7 @@ async def _execute(
     title: str,
     metadata: dict | None,
     options: ExportOptions,
+    assets: dict | None = None,
 ) -> None:
     """后台渲染：排队 → 解析 → 导出 → 写文件 → 挂载产物元信息。"""
     cancel_event = _cancel_flags[job_id]
@@ -273,10 +277,15 @@ async def _execute(
         # 使运行中的取消能在渲染边界生效；写文件前再次检查取消。
         document = await asyncio.to_thread(parse_document, markdown)
         document.attributes["title"] = title
+        from app.export.assets import attach_assets
+        attach_assets(document, assets or {})
         if metadata:
             document.attributes["metadata"] = metadata
 
+        from app.export.assets import enrich_document
+        resource_warnings = await asyncio.to_thread(enrich_document, document, (metadata or {}).get('file_path'))
         result = await asyncio.to_thread(_render_document, document, options, format)
+        result.warnings[:0] = resource_warnings
         if cancel_event.is_set():
             raise ExportCancelled()
         if len(result.content) > MAX_EXPORT_BYTES:
diff --git a/backend/app/export/themes.py b/backend/app/export/themes.py
index 94e07ee..bf833cc 100644
--- a/backend/app/export/themes.py
+++ b/backend/app/export/themes.py
@@ -1,5 +1,6 @@
 """Export palettes are fixed data; arbitrary theme CSS is never executed."""
 PALETTES = {
+    'ocean-blue': ('#edf5fa','#ffffff','#183a50','#46667a','#e6f1f8','#a6c5d9','#086b9c'),
     'light': ('#f6f7f9','#ffffff','#1f2328','#57606a','#eaeef2','#d0d7de','#0969da'),
     'dark': ('#010409','#0d1117','#e6edf3','#b1bac4','#21262d','#57606a','#79c0ff'),
     'sepia': ('#eee5d2','#faf4e6','#463b2d','#6b5943','#eae0cd','#b5a58b','#80532a'),
diff --git a/backend/app/local_models/runtime.py b/backend/app/local_models/runtime.py
index 7bcb7e2..63766d1 100644
--- a/backend/app/local_models/runtime.py
+++ b/backend/app/local_models/runtime.py
@@ -5,6 +5,8 @@ import asyncio
 import json
 import os
 import time
+import hashlib
+from collections import OrderedDict
 from contextlib import closing
 from contextvars import ContextVar
 from functools import wraps
@@ -239,6 +241,12 @@ class Runtime:
 
 runtime = Runtime()
 
+# Bounded in-memory reuse of deterministic single-text local embeddings. The key
+# includes the data/model location, immutable model revision and frozen runtime
+# configuration. No remote API response or unavailable-model fallback is cached.
+_embedding_cache = OrderedDict()
+_EMBEDDING_CACHE_TTL = 600
+
 
 class LocalEmbedding:
     dim = 384
@@ -264,9 +272,24 @@ class LocalEmbedding:
 
     async def embed_documents(self, texts):
         config = (self._config or configuration()).model_copy(deep=True)
+        from app.retrieval.provenance import record_embedding
+        cache_key = None
+        if len(texts) == 1 and read_state(config.embedding_model)['status'] == 'installed' and interpreter(config).is_file():
+            cache_key = (str(model_path(config.embedding_model).resolve()), config.model_dump_json(),
+                         hashlib.sha256(texts[0].encode()).hexdigest())
+            cached = _embedding_cache.get(cache_key)
+            if cached and time.monotonic() - cached[0] < _EMBEDDING_CACHE_TTL:
+                _embedding_cache.move_to_end(cache_key)
+                record_embedding(query_embedding_cache='hit')
+                return [list(cached[1])]
+        record_embedding(query_embedding_cache='miss')
         token = runtime_context.set(config)
         try:
-            return await runtime.infer(config.embedding_model, "embedding", {"texts": texts}, priority=embedding_priority.get())
+            vectors = await runtime.infer(config.embedding_model, "embedding", {"texts": texts}, priority=embedding_priority.get())
+            if cache_key and len(vectors) == 1:
+                _embedding_cache[cache_key] = (time.monotonic(), tuple(vectors[0]))
+                while len(_embedding_cache) > 128: _embedding_cache.popitem(last=False)
+            return vectors
         finally:
             runtime_context.reset(token)
 
diff --git a/backend/app/main.py b/backend/app/main.py
index c9e0651..6426954 100644
--- a/backend/app/main.py
+++ b/backend/app/main.py
@@ -35,6 +35,8 @@ async def lifespan(_: FastAPI):
     try:
         yield
     finally:
+        from app.benchmarks import service as benchmark_service
+        await benchmark_service.shutdown()
         await container.agent.shutdown()
         from app.services import index_service
         await index_service.shutdown()
@@ -75,6 +77,8 @@ app.include_router(local_model_router)
 app.include_router(usage_router)
 app.include_router(provider_preview_router)
 app.include_router(log_router)
+from app.plot_routes import router as plot_router
+app.include_router(plot_router)
 
 
 @app.middleware('http')
diff --git a/backend/app/plot/model.py b/backend/app/plot/model.py
index f11273e..63ba52e 100644
--- a/backend/app/plot/model.py
+++ b/backend/app/plot/model.py
@@ -1,7 +1,7 @@
 """Function Plot 内部数据模型。
 
-契约 §12.2 的 FunctionPlot 结构与 §10.4 的 StaticRenderResult 只在导出链路的后端内部
-流转，不进入 HTTP 契约，因此与 Document AST 一样放在独立包内，不进 contracts.py。
+FunctionPlot 供预览和导出共享；StaticRenderResult 同时是交互预览端点的响应内容。
+模型保留在独立包内，由 plot_routes 中的请求与响应类型注册 OpenAPI。
 """
 
 from __future__ import annotations
diff --git a/backend/app/plot/render.py b/backend/app/plot/render.py
index baee2be..40f494c 100644
--- a/backend/app/plot/render.py
+++ b/backend/app/plot/render.py
@@ -413,12 +413,12 @@ def _grid_svg(geo: PlotGeometry) -> str:
     for x in geo.xticks:
         parts.append(
             f'<line x1="{sx(x):.2f}" y1="{sy(geo.ymin):.2f}" x2="{sx(x):.2f}" '
-            f'y2="{sy(geo.ymax):.2f}" stroke="#eaeef2"/>'
+            f'y2="{sy(geo.ymax):.2f}" stroke="#eaeef2" class="plot-grid"/>'
         )
     for y in geo.yticks:
         parts.append(
             f'<line x1="{sx(geo.xmin):.2f}" y1="{sy(y):.2f}" x2="{sx(geo.xmax):.2f}" '
-            f'y2="{sy(y):.2f}" stroke="#eaeef2"/>'
+            f'y2="{sy(y):.2f}" stroke="#eaeef2" class="plot-grid"/>'
         )
     return "".join(parts)
 
@@ -430,11 +430,11 @@ def _axes_svg(geo: PlotGeometry) -> str:
     # 坐标轴：过原点则画在原点，否则贴边，保证始终有参照系
     parts.append(
         f'<line x1="{sx(geo.xmin):.2f}" y1="{sy(geo.x_axis_y):.2f}" x2="{sx(geo.xmax):.2f}" '
-        f'y2="{sy(geo.x_axis_y):.2f}" stroke="#57606a"/>'
+        f'y2="{sy(geo.x_axis_y):.2f}" stroke="#57606a" class="plot-axis"/>'
     )
     parts.append(
         f'<line x1="{sx(geo.y_axis_x):.2f}" y1="{sy(geo.ymin):.2f}" x2="{sx(geo.y_axis_x):.2f}" '
-        f'y2="{sy(geo.ymax):.2f}" stroke="#57606a"/>'
+        f'y2="{sy(geo.ymax):.2f}" stroke="#57606a" class="plot-axis"/>'
     )
     # x 轴刻度数字（画在轴下方）
     for x in geo.xticks:
@@ -453,10 +453,10 @@ def _axes_svg(geo: PlotGeometry) -> str:
 
 def _polylines_svg(geo: PlotGeometry) -> str:
     parts: list[str] = []
-    for segments, color in zip(geo.polylines, geo.colors):
+    for index, (segments, color) in enumerate(zip(geo.polylines, geo.colors)):
         for seg in segments:
             points = " ".join(f"{px:.2f},{py:.2f}" for px, py in seg)
-            parts.append(f'<polyline points="{points}" fill="none" stroke="{color}"/>')
+            parts.append(f'<polyline points="{points}" fill="none" stroke="{color}" class="plot-curve-{index % 6}"/>')
     return "".join(parts)
 
 
@@ -476,22 +476,43 @@ def _labels_svg(geo: PlotGeometry) -> str:
     return "".join(parts)
 
 
-def render_svg(plot: FunctionPlot) -> StaticRenderResult:
+def render_svg(plot: FunctionPlot, theme_id: str = 'light') -> StaticRenderResult:
     """把已解析的 FunctionPlot 渲染为内嵌 SVG。"""
     geo = compute_geometry(plot)
+    legend_height = ((len(plot.expressions) + 1) // 2) * 24
+    height = geo.height + legend_height
     parts: list[str] = [
-        f'<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 {geo.width} {geo.height}" role="img">'
+        f'<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 {geo.width} {height}" role="img" class="function-plot-svg">'
     ]
     if geo.grid:
         parts.append(_grid_svg(geo))
     parts.append(_axes_svg(geo))
     parts.append(_polylines_svg(geo))
     parts.append(_labels_svg(geo))
+    for index, expression in enumerate(plot.expressions):
+        x = 24 + (index % 2) * 310
+        y = geo.height + 18 + (index // 2) * 24
+        label = html.escape(expression.label or ('y = ' + expression.expression))
+        parts.append(f'<text x="{x}" y="{y}" font-size="12" fill="{geo.colors[index]}" class="plot-legend-{index % 6}">{label}</text>')
     parts.append("</svg>")
 
     return StaticRenderResult(
-        content="".join(parts),
+        content=theme_svg("".join(parts), theme_id),
         width=geo.width,
-        height=geo.height,
+        height=height,
         warnings=geo.warnings,
     )
+
+
+def theme_svg(svg: str, theme_id: str) -> str:
+    from app.export.themes import PALETTES
+    palette = PALETTES.get(theme_id, PALETTES['light'])
+    for source, target in [('#eaeef2', palette[5]), ('#57606a', palette[3]), ('#1f2328', palette[2])]:
+        svg = svg.replace(source, target)
+    if theme_id in {'dark', 'midnight-purple'}:
+        for source, target in zip(_PALETTE, ['#79c0ff','#ff9b9b','#7ee787','#d2a8ff','#f2cc60','#ffa657']):
+            svg = svg.replace(source, target)
+    background = '<rect width="100%" height="100%" fill="' + palette[1] + '"/>'
+    if re.search(r'<rect width="100%" height="100%" fill="[^"]*"/>', svg):
+        return re.sub(r'<rect width="100%" height="100%" fill="[^"]*"/>', background, svg, count=1)
+    return svg.replace('role="img" class="function-plot-svg">', 'role="img" class="function-plot-svg">' + background)
diff --git a/backend/app/plot/render_reportlab.py b/backend/app/plot/render_reportlab.py
index 3bd5452..576dc9f 100644
--- a/backend/app/plot/render_reportlab.py
+++ b/backend/app/plot/render_reportlab.py
@@ -17,9 +17,7 @@ from reportlab.pdfbase.cidfonts import UnicodeCIDFont
 from app.plot.model import FunctionPlot
 from app.plot.render import PlotGeometry, _fmt_num, _sx, _sy, compute_geometry
 
-_FONT = "STSong-Light"
-if _FONT not in pdfmetrics.getRegisteredFontNames():
-    pdfmetrics.registerFont(UnicodeCIDFont(_FONT))
+from app.export.fonts import FONT as _FONT
 
 _GRID_COLOR = HexColor("#eaeef2")
 _AXIS_COLOR = HexColor("#57606a")
@@ -115,6 +113,11 @@ def render_drawing(plot: FunctionPlot, width: float | None = None) -> Drawing:
     """
     geo = compute_geometry(plot)
     drawing = _build_drawing(geo)
+    legend_height = ((len(plot.expressions)+1)//2)*24
+    drawing.height += legend_height
+    for index, expression in enumerate(plot.expressions):
+        drawing.add(String(24+(index%2)*310,geo.height+legend_height-18-(index//2)*24,
+            expression.label or 'y = '+expression.expression,fontName=_FONT,fontSize=12,fillColor=HexColor(geo.colors[index])))
     if width is not None and width > 0:
         drawing.renderScale = min(1.0, width / geo.width)
     return drawing
diff --git a/backend/app/plot/renderer.py b/backend/app/plot/renderer.py
index 78ee049..45f1165 100644
--- a/backend/app/plot/renderer.py
+++ b/backend/app/plot/renderer.py
@@ -47,7 +47,7 @@ class FunctionPlotStaticRenderer:
         parsed = self.parse(request)
         if parsed.plot is None:
             raise ValueError("function-plot source has no valid plot")
-        return self.render_plot(parsed.plot)
+        return render_svg(parsed.plot, request.theme or 'light')
 
     def render_plot(self, plot: FunctionPlot) -> StaticRenderResult:
         return render_svg(plot)
diff --git a/backend/app/plot_routes.py b/backend/app/plot_routes.py
new file mode 100644
index 0000000..0163820
--- /dev/null
+++ b/backend/app/plot_routes.py
@@ -0,0 +1,34 @@
+"""Interactive previews use the same bounded parser and geometry as exports."""
+import asyncio
+from fastapi import APIRouter
+from pydantic import BaseModel, Field
+from app.plot.parser import parse_source
+from app.plot.render import render_svg
+from app.plot.model import PlotDiagnostic, StaticRenderResult
+
+router = APIRouter(prefix='/api/plots', tags=['Function Plot'])
+_slots = asyncio.Semaphore(2)
+
+class PlotRequest(BaseModel):
+    source: str = Field(max_length=20000)
+    theme_id: str = Field(default='light', max_length=100)
+
+class PlotResponse(BaseModel):
+    result: StaticRenderResult | None = None
+    diagnostics: list[PlotDiagnostic] = Field(default_factory=list)
+    node_count: int = 0
+
+def preview(request):
+    parsed = parse_source(request.source)
+    if parsed.plot is None:
+        return PlotResponse(diagnostics=parsed.diagnostics)
+    if parsed.plot.node_count > 8000:
+        return PlotResponse(node_count=parsed.plot.node_count, diagnostics=[PlotDiagnostic(
+            severity='error', code='PLOT_BUDGET_EXCEEDED', message='图表累计表达式节点超过 8000 上限')])
+    return PlotResponse(result=render_svg(parsed.plot, request.theme_id),
+                        diagnostics=parsed.diagnostics, node_count=parsed.plot.node_count)
+
+@router.post('/function', response_model=PlotResponse)
+async def render_function(request: PlotRequest):
+    async with _slots:
+        return await asyncio.to_thread(preview, request)
diff --git a/backend/app/retrieval/engine.py b/backend/app/retrieval/engine.py
index cc6f0e5..bf743a5 100644
--- a/backend/app/retrieval/engine.py
+++ b/backend/app/retrieval/engine.py
@@ -114,7 +114,13 @@ class RetrievalEngine:
         elif request.mode == SearchMode.vector:
             candidate_scores = vec_scores
         else:  # hybrid：RRF 融合
-            candidate_scores = rrf_fuse([fts_ranked, vec_ranked], k=request.rrf_k)
+            if request.fusion == 'weighted':
+                fts_normal = dict(normalize_scores(list(fts_scores.items())))
+                vec_normal = dict(normalize_scores(list(vec_scores.items())))
+                candidate_scores = {bid: .5 * fts_normal.get(bid, 0) + .5 * vec_normal.get(bid, 0)
+                    for bid in dict.fromkeys(fts_ranked + vec_ranked)}
+            else:
+                candidate_scores = rrf_fuse([fts_ranked, vec_ranked], k=request.rrf_k)
 
         if not candidate_scores:
             return self._empty(request)
diff --git a/backend/app/routes.py b/backend/app/routes.py
index 0978b10..aa91fd7 100644
--- a/backend/app/routes.py
+++ b/backend/app/routes.py
@@ -562,7 +562,7 @@ async def create_agent_run(request: AgentRunCreateRequest) -> AgentRun:
     tags=["Agent"],
 )
 async def get_agent_run(run_id: str) -> AgentRun:
-    return agent_run_or_404(run_id)
+    return await asyncio.to_thread(agent_run_or_404, run_id)
 
 
 @router.post(
@@ -571,7 +571,7 @@ async def get_agent_run(run_id: str) -> AgentRun:
     tags=["Agent"],
 )
 async def cancel_agent_run(run_id: str) -> OperationResponse:
-    agent_run_or_404(run_id)
+    await asyncio.to_thread(agent_run_or_404, run_id)
     run = await container.agent.cancel(run_id)
     return OperationResponse(
         status="completed",
@@ -596,7 +596,7 @@ async def agent_events(
     after_sequence: int | None = Query(default=None, ge=-1),
     last_event_id: str | None = Header(default=None, alias="Last-Event-ID"),
 ) -> StreamingResponse:
-    agent_run_or_404(run_id)
+    await asyncio.to_thread(agent_run_or_404, run_id)
     cursor = after_sequence
     if cursor is None and last_event_id is not None:
         try:
@@ -658,7 +658,7 @@ async def get_agent_trace(
 async def decide_agent_permission(
     run_id: str, request_id: str, request: PermissionDecisionRequest
 ) -> OperationResponse:
-    agent_run_or_404(run_id)
+    await asyncio.to_thread(agent_run_or_404, run_id)
     if not await container.agent.resolve_permission(run_id, request_id, request.decision):
         raise ApiError(
             404,
@@ -1622,3 +1622,11 @@ async def get_global_persona():
 @router.put("/settings/persona", response_model=PersonaSettings, tags=["Settings"])
 async def put_global_persona(request: PersonaSettings):
     return save_persona(request)
+
+
+from app.contracts import AgentBenchmarkRequest
+from app.benchmarks import agent as agent_benchmark
+
+@router.post('/benchmarks/agent/runs', response_model=BenchmarkRun, status_code=202, tags=['Benchmark'])
+async def create_agent_benchmark(request: AgentBenchmarkRequest):
+    return await agent_benchmark.create_run(request)
diff --git a/backend/data/benchmarks/agent-core-v1.json b/backend/data/benchmarks/agent-core-v1.json
new file mode 100644
index 0000000..febb836
--- /dev/null
+++ b/backend/data/benchmarks/agent-core-v1.json
@@ -0,0 +1,89 @@
+{
+  "dataset_id": "agent-core-v1",
+  "kind": "agent",
+  "version": "1.0.0",
+  "description": "受限真实 Runtime 工具选择、参数、无需调用和 Markdown 目录基线；不等同于复杂任务验收",
+  "cases": [
+    {
+      "case_id": "arithmetic",
+      "prompt": "必须调用 math.add 计算 17 + 25，并报告结果。",
+      "allowed_tools": [
+        "math.add",
+        "system.echo"
+      ],
+      "expected_tools": [
+        {
+          "name": "math.add",
+          "arguments": {
+            "left": 17,
+            "right": 25
+          }
+        }
+      ],
+      "output_contains": [
+        "42"
+      ],
+      "tags": [
+        "tool-selection",
+        "arguments"
+      ]
+    },
+    {
+      "case_id": "echo",
+      "prompt": "调用 system.echo 原样回显字符串 phase2-check，然后回答原文。",
+      "allowed_tools": [
+        "math.add",
+        "system.echo"
+      ],
+      "expected_tools": [
+        {
+          "name": "system.echo",
+          "arguments": {
+            "text": "phase2-check"
+          }
+        }
+      ],
+      "output_contains": [
+        "phase2-check"
+      ],
+      "tags": [
+        "exact-arguments"
+      ]
+    },
+    {
+      "case_id": "no-tool",
+      "prompt": "不调用任何工具，只回答：验收就绪",
+      "allowed_tools": [
+        "math.add",
+        "system.echo"
+      ],
+      "expected_tools": [],
+      "output_contains": [
+        "验收就绪"
+      ],
+      "tags": [
+        "unnecessary-tools"
+      ]
+    },
+    {
+      "case_id": "markdown-catalog",
+      "prompt": "使用 markdown.catalog 查询支持的 Markdown 语法，指出函数图像围栏的名称。",
+      "allowed_tools": [
+        "markdown.catalog"
+      ],
+      "expected_tools": [
+        {
+          "name": "markdown.catalog",
+          "arguments": {}
+        }
+      ],
+      "output_contains": [
+        "function-plot"
+      ],
+      "tags": [
+        "markdown",
+        "integration"
+      ]
+    }
+  ]
+}
diff --git a/backend/data/benchmarks/corpus/phase2-v1.json b/backend/data/benchmarks/corpus/phase2-v1.json
new file mode 100644
index 0000000..7d8be71
--- /dev/null
+++ b/backend/data/benchmarks/corpus/phase2-v1.json
@@ -0,0 +1,18 @@
+{
+  "version": "1.0.0",
+  "description": "手工编写的中文工程笔记检索集；每篇含关键词与改写问法，混淆主题分别建篇。用于小规模质量对照，不代表生产分布。",
+  "notes": [
+    {"id":"deadlock","title":"死锁的必要条件","text":"死锁需要互斥、占有并等待、不可抢占、循环等待四个条件同时成立。规定所有线程按相同顺序申请锁，可以破坏循环等待条件。","queries":["死锁有哪些必要条件","几个线程各占一把锁并等待对方释放，怎样避免一直卡住"]},
+    {"id":"starvation","title":"饥饿与公平调度","text":"饥饿指某个任务长期得不到资源，即使其他任务仍能运行。优先级老化会逐渐提高等待任务的优先级；公平队列可以减少长期等待。饥饿不等于所有进程互相等待的死锁。","queries":["优先级老化怎样缓解饥饿","系统一直有任务在跑，但一个低优先级任务永远轮不到怎么办"]},
+    {"id":"rrf","title":"RRF 排名融合","text":"RRF 使用每个候选在各通道中的名次进行融合，单通道贡献为 1/(k+rank)。它避免直接比较全文检索与向量余弦相似度的原始分数。k 越大，头部名次的差距越平缓。","queries":["RRF 的融合公式是什么","全文分数和向量分数尺度不同，如何按排名合并结果"]},
+    {"id":"rerank","title":"召回后的重排","text":"重排只重新排列已召回的候选，不能找回不在候选池中的相关段落。扩大候选池可能提高质量，但会增加精排成本。LexicalReranker 根据词面重合打分，不是 Cross-Encoder 神经模型。","queries":["重排能否找回未召回的文档","精排前候选池太小会导致什么问题"]},
+    {"id":"optimistic","title":"笔记的乐观并发控制","text":"保存笔记时携带读取时的内容摘要。服务端比较当前摘要，若已变化则拒绝覆盖并报告冲突。用户应重新加载或合并修改，避免把另一个窗口的新内容静默覆盖。","queries":["保存时为什么比较内容摘要","两个窗口同时修改同一篇笔记，怎样避免后保存者覆盖新内容"]},
+    {"id":"idempotency","title":"重复提交的幂等键","text":"客户端为一次逻辑上传创建唯一幂等键。网络重试使用相同的键和内容，服务端返回原附件编号；同键不同内容必须拒绝，防止错误复用。新的逻辑上传使用新的键。","queries":["幂等键如何处理重复上传","上传成功但响应丢失，重试怎样不生成两个附件"]},
+    {"id":"sse","title":"事件流断线续读","text":"SSE 事件携带递增 sequence。客户端保存最后接收的序号，重连后请求后续事件并去重。终止事件只能出现一次；连接中断本身不代表后台任务被取消。","queries":["SSE 重连如何去重","页面断网后任务仍在运行，如何恢复之前错过的进度"]},
+    {"id":"cancel","title":"后台任务取消边界","text":"取消标志由运行循环和工具边界检查。排队任务可以立即结束；正在同步渲染的工作应在安全边界检查取消，并丢弃产物。取消后不能发布完成事件或允许下载未完成文件。","queries":["导出任务取消后怎样处理产物","用户停止渲染时工作线程还没返回，应当如何收尾"]},
+    {"id":"embedding","title":"向量空间隔离","text":"不同 Embedding 模型或维度产生的向量属于不同空间，不能直接比较。索引按模型、版本、维度隔离；切换模型后需要重建对应索引。向量不可用时的全文回退必须在报告中明确记录。","queries":["Embedding 模型切换后为什么要重建索引","两个模型生成的向量长度一样就能混着搜索吗"]},
+    {"id":"citation","title":"引用定位与块标识","text":"引用记录笔记编号、块编号以及起止偏移。点击引用可定位原文。候选搜索结果不等于回答实际引用的来源；引用质量需要核对正文标记对应的支持性内容。","queries":["引用如何定位到原文","搜索返回十段资料，是否都应该算作回答已引用的来源"]},
+    {"id":"zip","title":"ZIP 安装路径检查","text":"解压前检查每个条目的规范路径，拒绝绝对路径、父目录穿越、符号链接和超出解压大小预算的条目。安装完成保存包摘要，重启时复核，包被修改后重新审查。","queries":["ZIP 安装如何阻止路径穿越","扩展包里有指向安装目录外的文件名，为什么必须拒绝"]},
+    {"id":"plot","title":"函数图像的安全解析","text":"function-plot 围栏支持 y = x^2 和 y = sin(x)，可以设置 domain 和 range。解析器只允许数学语法，不执行任意代码。函数采样应限制表达式节点和求值次数，渐近线处断开曲线。","queries":["函数图像怎样处理渐近线","让用户输入公式绘图时如何避免执行任意程序"]}
+  ]
+}
diff --git a/backend/data/benchmarks/rag-phase2-v1.json b/backend/data/benchmarks/rag-phase2-v1.json
new file mode 100644
index 0000000..97bbe51
--- /dev/null
+++ b/backend/data/benchmarks/rag-phase2-v1.json
@@ -0,0 +1,368 @@
+{
+  "dataset_id": "rag-phase2-v1",
+  "kind": "rag",
+  "version": "1.0.0",
+  "description": "手工编写的中文工程笔记检索集；每篇含关键词与改写问法，混淆主题分别建篇。用于小规模质量对照，不代表生产分布。",
+  "cases": [
+    {
+      "case_id": "deadlock-0",
+      "query": "死锁有哪些必要条件",
+      "expected_note_ids": [
+        "note_894ec7d0760d0cd6"
+      ],
+      "expected_block_ids": [
+        "blk_748b1be4cee7cb9b"
+      ],
+      "citation_required": true,
+      "tags": [
+        "keyword",
+        "deadlock"
+      ]
+    },
+    {
+      "case_id": "deadlock-1",
+      "query": "几个线程各占一把锁并等待对方释放，怎样避免一直卡住",
+      "expected_note_ids": [
+        "note_894ec7d0760d0cd6"
+      ],
+      "expected_block_ids": [
+        "blk_748b1be4cee7cb9b"
+      ],
+      "citation_required": true,
+      "tags": [
+        "paraphrase",
+        "deadlock"
+      ]
+    },
+    {
+      "case_id": "starvation-0",
+      "query": "优先级老化怎样缓解饥饿",
+      "expected_note_ids": [
+        "note_da790c1c3b905f26"
+      ],
+      "expected_block_ids": [
+        "blk_d15c420ab15ba221"
+      ],
+      "citation_required": true,
+      "tags": [
+        "keyword",
+        "starvation"
+      ]
+    },
+    {
+      "case_id": "starvation-1",
+      "query": "系统一直有任务在跑，但一个低优先级任务永远轮不到怎么办",
+      "expected_note_ids": [
+        "note_da790c1c3b905f26"
+      ],
+      "expected_block_ids": [
+        "blk_d15c420ab15ba221"
+      ],
+      "citation_required": true,
+      "tags": [
+        "paraphrase",
+        "starvation"
+      ]
+    },
+    {
+      "case_id": "rrf-0",
+      "query": "RRF 的融合公式是什么",
+      "expected_note_ids": [
+        "note_1acd666aa1e79f96"
+      ],
+      "expected_block_ids": [
+        "blk_abe4534c5c35b694"
+      ],
+      "citation_required": true,
+      "tags": [
+        "keyword",
+        "rrf"
+      ]
+    },
+    {
+      "case_id": "rrf-1",
+      "query": "全文分数和向量分数尺度不同，如何按排名合并结果",
+      "expected_note_ids": [
+        "note_1acd666aa1e79f96"
+      ],
+      "expected_block_ids": [
+        "blk_abe4534c5c35b694"
+      ],
+      "citation_required": true,
+      "tags": [
+        "paraphrase",
+        "rrf"
+      ]
+    },
+    {
+      "case_id": "rerank-0",
+      "query": "重排能否找回未召回的文档",
+      "expected_note_ids": [
+        "note_df8b1e8216af7f9a"
+      ],
+      "expected_block_ids": [
+        "blk_064caf4b9c2e2518"
+      ],
+      "citation_required": true,
+      "tags": [
+        "keyword",
+        "rerank"
+      ]
+    },
+    {
+      "case_id": "rerank-1",
+      "query": "精排前候选池太小会导致什么问题",
+      "expected_note_ids": [
+        "note_df8b1e8216af7f9a"
+      ],
+      "expected_block_ids": [
+        "blk_064caf4b9c2e2518"
+      ],
+      "citation_required": true,
+      "tags": [
+        "paraphrase",
+        "rerank"
+      ]
+    },
+    {
+      "case_id": "optimistic-0",
+      "query": "保存时为什么比较内容摘要",
+      "expected_note_ids": [
+        "note_04142ad0124ae76d"
+      ],
+      "expected_block_ids": [
+        "blk_3f8c19cf88a03805"
+      ],
+      "citation_required": true,
+      "tags": [
+        "keyword",
+        "optimistic"
+      ]
+    },
+    {
+      "case_id": "optimistic-1",
+      "query": "两个窗口同时修改同一篇笔记，怎样避免后保存者覆盖新内容",
+      "expected_note_ids": [
+        "note_04142ad0124ae76d"
+      ],
+      "expected_block_ids": [
+        "blk_3f8c19cf88a03805"
+      ],
+      "citation_required": true,
+      "tags": [
+        "paraphrase",
+        "optimistic"
+      ]
+    },
+    {
+      "case_id": "idempotency-0",
+      "query": "幂等键如何处理重复上传",
+      "expected_note_ids": [
+        "note_cdc416a180e5099b"
+      ],
+      "expected_block_ids": [
+        "blk_b68f6945024f098d"
+      ],
+      "citation_required": true,
+      "tags": [
+        "keyword",
+        "idempotency"
+      ]
+    },
+    {
+      "case_id": "idempotency-1",
+      "query": "上传成功但响应丢失，重试怎样不生成两个附件",
+      "expected_note_ids": [
+        "note_cdc416a180e5099b"
+      ],
+      "expected_block_ids": [
+        "blk_b68f6945024f098d"
+      ],
+      "citation_required": true,
+      "tags": [
+        "paraphrase",
+        "idempotency"
+      ]
+    },
+    {
+      "case_id": "sse-0",
+      "query": "SSE 重连如何去重",
+      "expected_note_ids": [
+        "note_5cf7aef15e17bd32"
+      ],
+      "expected_block_ids": [
+        "blk_f6328254ea8624a1"
+      ],
+      "citation_required": true,
+      "tags": [
+        "keyword",
+        "sse"
+      ]
+    },
+    {
+      "case_id": "sse-1",
+      "query": "页面断网后任务仍在运行，如何恢复之前错过的进度",
+      "expected_note_ids": [
+        "note_5cf7aef15e17bd32"
+      ],
+      "expected_block_ids": [
+        "blk_f6328254ea8624a1"
+      ],
+      "citation_required": true,
+      "tags": [
+        "paraphrase",
+        "sse"
+      ]
+    },
+    {
+      "case_id": "cancel-0",
+      "query": "导出任务取消后怎样处理产物",
+      "expected_note_ids": [
+        "note_48f96c75ea97d552"
+      ],
+      "expected_block_ids": [
+        "blk_efa6b9f6210964c2"
+      ],
+      "citation_required": true,
+      "tags": [
+        "keyword",
+        "cancel"
+      ]
+    },
+    {
+      "case_id": "cancel-1",
+      "query": "用户停止渲染时工作线程还没返回，应当如何收尾",
+      "expected_note_ids": [
+        "note_48f96c75ea97d552"
+      ],
+      "expected_block_ids": [
+        "blk_efa6b9f6210964c2"
+      ],
+      "citation_required": true,
+      "tags": [
+        "paraphrase",
+        "cancel"
+      ]
+    },
+    {
+      "case_id": "embedding-0",
+      "query": "Embedding 模型切换后为什么要重建索引",
+      "expected_note_ids": [
+        "note_6e13fbe17c9f7a30"
+      ],
+      "expected_block_ids": [
+        "blk_dc2b0771ea50c3a4"
+      ],
+      "citation_required": true,
+      "tags": [
+        "keyword",
+        "embedding"
+      ]
+    },
+    {
+      "case_id": "embedding-1",
+      "query": "两个模型生成的向量长度一样就能混着搜索吗",
+      "expected_note_ids": [
+        "note_6e13fbe17c9f7a30"
+      ],
+      "expected_block_ids": [
+        "blk_dc2b0771ea50c3a4"
+      ],
+      "citation_required": true,
+      "tags": [
+        "paraphrase",
+        "embedding"
+      ]
+    },
+    {
+      "case_id": "citation-0",
+      "query": "引用如何定位到原文",
+      "expected_note_ids": [
+        "note_a0b8289f7f334952"
+      ],
+      "expected_block_ids": [
+        "blk_5eac426f6220ca29"
+      ],
+      "citation_required": true,
+      "tags": [
+        "keyword",
+        "citation"
+      ]
+    },
+    {
+      "case_id": "citation-1",
+      "query": "搜索返回十段资料，是否都应该算作回答已引用的来源",
+      "expected_note_ids": [
+        "note_a0b8289f7f334952"
+      ],
+      "expected_block_ids": [
+        "blk_5eac426f6220ca29"
+      ],
+      "citation_required": true,
+      "tags": [
+        "paraphrase",
+        "citation"
+      ]
+    },
+    {
+      "case_id": "zip-0",
+      "query": "ZIP 安装如何阻止路径穿越",
+      "expected_note_ids": [
+        "note_4a26a95db9b832fc"
+      ],
+      "expected_block_ids": [
+        "blk_ce08f371b1dcf2c5"
+      ],
+      "citation_required": true,
+      "tags": [
+        "keyword",
+        "zip"
+      ]
+    },
+    {
+      "case_id": "zip-1",
+      "query": "扩展包里有指向安装目录外的文件名，为什么必须拒绝",
+      "expected_note_ids": [
+        "note_4a26a95db9b832fc"
+      ],
+      "expected_block_ids": [
+        "blk_ce08f371b1dcf2c5"
+      ],
+      "citation_required": true,
+      "tags": [
+        "paraphrase",
+        "zip"
+      ]
+    },
+    {
+      "case_id": "plot-0",
+      "query": "函数图像怎样处理渐近线",
+      "expected_note_ids": [
+        "note_bfd65995af95a6a6"
+      ],
+      "expected_block_ids": [
+        "blk_c4644f51b0853ef2"
+      ],
+      "citation_required": true,
+      "tags": [
+        "keyword",
+        "plot"
+      ]
+    },
+    {
+      "case_id": "plot-1",
+      "query": "让用户输入公式绘图时如何避免执行任意程序",
+      "expected_note_ids": [
+        "note_bfd65995af95a6a6"
+      ],
+      "expected_block_ids": [
+        "blk_c4644f51b0853ef2"
+      ],
+      "citation_required": true,
+      "tags": [
+        "paraphrase",
+        "plot"
+      ]
+    }
+  ]
+}
\ No newline at end of file
diff --git a/backend/pyproject.toml b/backend/pyproject.toml
index 4837b93..f6a52ef 100644
--- a/backend/pyproject.toml
+++ b/backend/pyproject.toml
@@ -17,6 +17,7 @@ dependencies = [
     "referencing>=0.36,<1.0",
     "sqlite-vec>=0.1.9",
     "uvicorn[standard]>=0.35,<1.0",
+    "matplotlib>=3.9,<4",
 ]
 
 [dependency-groups]
diff --git a/backend/scripts/agent-task-stress.py b/backend/scripts/agent-task-stress.py
index e5a9559..6758eaa 100644
--- a/backend/scripts/agent-task-stress.py
+++ b/backend/scripts/agent-task-stress.py
@@ -96,11 +96,13 @@ async def main(output):
                 assert all(sequences)
                 recovered = AgentRuntime(container.providers, container.tools, container.permissions,
                                          trace_repository=runtime.trace_repository)
-                assert all(recovered.get_run(run_id).status == AgentRunStatus.completed for run_id in ids)
+                recovery_started = time.perf_counter()
+                assert await asyncio.to_thread(lambda: all(recovered.get_run(run_id).status == AgentRunStatus.completed for run_id in ids))
+                recovery_read_ms = (time.perf_counter() - recovery_started) * 1000
                 assert not any(record.subscribers for record in runtime._records.values())
                 return {"concurrency": concurrency, "runs": len(ids), "latency": stats(durations),
                         "completed": statuses.count('completed'), "ordered_events_and_replay": True,
-                        "terminal_recovery": True, "retained_records": len(runtime._records)}
+                        "terminal_recovery": True, "recovery_read_ms": round(recovery_read_ms,2), "retained_records": len(runtime._records)}
             save('agent_tool_runs', await measured(batch))
 
         # Hold model calls so all 200 records remain active while testing admission.
diff --git a/backend/scripts/phase2-context.py b/backend/scripts/phase2-context.py
new file mode 100644
index 0000000..d76ff4b
--- /dev/null
+++ b/backend/scripts/phase2-context.py
@@ -0,0 +1,50 @@
+"""Two bounded live calls for context summary + answer; never changes saved config."""
+import argparse, asyncio, json, sys
+from pathlib import Path
+sys.path.insert(0,str(Path(__file__).resolve().parents[1]))
+async def main(args):
+    from app.container import container
+    from app.contracts import ModelRequest, ModelContextPolicy
+    from app.providers.factory import ProviderFactory
+    from app.providers.context_budget import prepare_context, estimate
+    from app.providers.base import ProviderError
+    from app.services.usage_service import connection
+    provider=container.providers.get(args.provider)
+    model=provider.config.default_model
+    request=ModelRequest(provider_id=args.provider,model=model,max_tokens=1024,messages=[
+        {'role':'user','content':'项目事实：笔记保存在 Vault，导出使用点击时的快照。'*50},
+        {'role':'assistant','content':'已记录。'}, {'role':'user','content':'请保持中文。'},
+        {'role':'assistant','content':'好的。'}, {'role':'user','content':'笔记保存在什么地方？一句话回答。'}])
+    original=request.model_dump()
+    config=provider.config.model_copy(deep=True)
+    config.context_policies=[ModelContextPolicy(model=model,context_window=8192,output_reserve=512,threshold=.1,mode='detect')]
+    calls=0
+    async def complete(value):
+        nonlocal calls
+        calls+=1
+        return await provider.adapter.complete(value)
+    results={'model':model,'configured_test_window':8192,'vendor_max_context_tested':False}
+    try:
+        try: await prepare_context(request,config,complete)
+        except ProviderError as exc: results['detect']={'error_code':exc.code,'network_calls':calls}
+        config.context_policies[0].mode='compress'
+        config.context_policies[0].prompt='把以下历史资料压缩成一句中文，只保留笔记存储位置和导出快照规则。'
+        prepared=await asyncio.wait_for(prepare_context(request,config,complete),60)
+        turn=await asyncio.wait_for(complete(prepared),60)
+        results['compression']={'passed':'vault' in (turn.text or '').lower(),'before_estimate':estimate(request),
+            'after_estimate':estimate(prepared),'archive_unchanged':request.model_dump()==original,'network_calls':calls,
+            'answer_input_tokens':turn.input_tokens,'answer_output_tokens':turn.output_tokens}
+        with connection() as conn:
+            rows=[json.loads(row[0]) for row in conn.execute('SELECT counters_json FROM model_usage WHERE provider_id=?',(args.provider,))]
+        results['observed_provider_cache']={'requests':len(rows),'reporting_requests':sum(x.get('cache_hit_tokens') is not None for x in rows),
+            'positive_hit_requests':sum((x.get('cache_hit_tokens') or 0)>0 for x in rows),
+            'positive_miss_requests':sum((x.get('cache_miss_tokens') or 0)>0 for x in rows),
+            'scope':'provider reported usage across this isolated acceptance session; not deterministic cache control'}
+    finally:
+        args.output.write_text(json.dumps(results,ensure_ascii=False,indent=2),encoding='utf-8')
+        print(json.dumps(results,ensure_ascii=False))
+        await container.agent.shutdown();container.mcp_servers.shutdown();container.plugins.shutdown()
+if __name__=='__main__':
+    p=argparse.ArgumentParser();p.add_argument('--provider',required=True);p.add_argument('--output',type=Path,required=True);p.add_argument('--execute',action='store_true');args=p.parse_args()
+    if not args.execute:p.error('--execute required; two requests use existing quota')
+    asyncio.run(main(args))
diff --git a/backend/scripts/phase2-integration.py b/backend/scripts/phase2-integration.py
new file mode 100644
index 0000000..eac3e85
--- /dev/null
+++ b/backend/scripts/phase2-integration.py
@@ -0,0 +1,56 @@
+"""Explicit isolated Demo: retrieval → read → three tasks, then real read-only MCP.
+
+Approves only this run's tasks.write tickets. Requires the quality fixture Vault.
+Calls public API contracts; never writes completion state into SQLite.
+"""
+import argparse, json, time
+from pathlib import Path
+from urllib.request import Request,urlopen
+
+def main(args):
+    def api(path,body=None):
+        req=Request(args.base_url+'/api'+path,data=json.dumps(body).encode() if body is not None else None,
+                    headers={'Content-Type':'application/json'})
+        with urlopen(req,timeout=60) as response:return json.load(response)
+    directory=args.data_dir.resolve()
+    if not (directory/'vault/.phase2-fixture').exists():raise SystemExit('Isolated fixture Vault required')
+    core=json.loads((directory/'benchmarks/rag-phase2-v1.json').read_text(encoding='utf-8'))
+    note=next(c for c in core['cases'] if c['case_id']=='deadlock-0')['expected_note_ids'][0]
+    cases=[{'case_id':'retrieval-tasks','prompt':f'按顺序执行：1. 用 rag.search 搜索“死锁”，明确使用 mode=fts；2. 用 notes.read 读取笔记 {note}；3. 根据内容用 tasks.create 分别创建且仅创建三个任务，标题严格为“验收-互斥条件”、“验收-循环等待”、“验收-锁顺序”；4. 总结死锁条件并引用搜索来源。请不要调用其他工具，不重复创建。',
+        'allowed_tools':['rag.search','notes.read','tasks.create'],
+        'expected_tools':[{'name':'rag.search','arguments':{'query':'死锁','mode':'fts'}},{'name':'notes.read','arguments':{'note_id':note}}]+
+            [{'name':'tasks.create','arguments':{'title':title}} for title in ['验收-互斥条件','验收-循环等待','验收-锁顺序']],
+        'citation_required':True,'tasks_created':3,'output_contains':['死锁'],'tags':['rag','notes','tasks','permissions']}]
+    tools=api('/tools')['items']; mcp=next((t for t in tools if t['name'].endswith('.web_search') and t['name'].startswith('mcp.')),None)
+    if mcp:
+        cases.append({'case_id':'mcp-search','prompt':f'调用一次 {mcp["name"]}，query 严格使用 Python official documentation tutorial。根据工具真实返回给出一句总结。',
+            'allowed_tools':[mcp['name']], 'expected_tools':[{'name':mcp['name'],'arguments':{'query':'Python official documentation tutorial'}}], 'tags':['mcp','real-network']})
+    dataset={'dataset_id':'agent-integration-v1','kind':'agent','version':'1.0.0','description':'Isolated phase2 cross-module Demo; existing MCP binding captured','cases':cases}
+    (directory/'benchmarks/agent-integration-v1.json').write_text(json.dumps(dataset,ensure_ascii=False,indent=2),encoding='utf-8')
+    providers=api('/providers')['items']; provider=next(p for p in providers if p['enabled'] and p['provider_type']!='mock')
+    run=api('/benchmarks/agent/runs',{'dataset_id':dataset['dataset_id'],'provider_id':provider['provider_id'],'model':provider['default_model'],
+        'max_steps':10,'timeout_seconds':150,'token_budget':10000,'allow_network':True})
+    approved=set();deadline=time.monotonic()+360
+    while run['status'] in ['queued','running']:
+        if time.monotonic()>deadline:
+            api('/benchmarks/runs/'+run['run_id']+'/cancel',{});raise RuntimeError('Demo deadline')
+        active=run['config_snapshot'].get('active_agent_run_id')
+        if active:
+            trace=api('/agent/runs/'+active+'/trace')
+            for event in trace['items']:
+                data=event['data'];ticket=data.get('request_id')
+                if event['event']=='PermissionRequired' and data.get('permission')=='tasks.write' and ticket not in approved:
+                    api('/agent/runs/'+active+'/permissions/'+ticket,{'decision':'allow_once'});approved.add(ticket)
+        time.sleep(.3);run=api('/benchmarks/runs/'+run['run_id'])
+    report=api('/benchmarks/runs/'+run['run_id']+'/report')
+    report['permission_approvals']=len(approved)
+    report['mcp_present']=bool(mcp)
+    report['tasks']= [{'task_id':t['task_id'],'title':t['title']} for t in api('/tasks')['items'] if t['title'].startswith('验收-')]
+    args.output.write_text(json.dumps(report,ensure_ascii=False,indent=2),encoding='utf-8')
+    print(json.dumps({'metrics':report['metrics'],'cases':report['cases'],'permission_approvals':len(approved)},ensure_ascii=False))
+
+if __name__=='__main__':
+    p=argparse.ArgumentParser();p.add_argument('--base-url',default='http://127.0.0.1:8017');p.add_argument('--data-dir',type=Path,required=True);p.add_argument('--output',type=Path,required=True);p.add_argument('--execute',action='store_true');args=p.parse_args()
+    if not args.execute:p.error('--execute required; creates three tasks only in the isolated fixture application')
+    if args.base_url not in {'http://127.0.0.1:8017','http://localhost:8017'}:p.error('Use the isolated local acceptance server on port 8017')
+    main(args)
diff --git a/backend/scripts/phase2-live.py b/backend/scripts/phase2-live.py
new file mode 100644
index 0000000..7ffde97
--- /dev/null
+++ b/backend/scripts/phase2-live.py
@@ -0,0 +1,64 @@
+"""Bounded real protocol/Agent checks using existing configuration; no secret output.
+
+Requires --execute; at most 5 direct model requests plus one 4-case Agent dataset
+(6 steps and 6000 tokens per case). No provisioning or external writes.
+"""
+import argparse, asyncio, json, sys
+from pathlib import Path
+from time import perf_counter
+sys.path.insert(0,str(Path(__file__).resolve().parents[1]))
+
+async def main(args):
+    from app.container import container
+    from app.contracts import ModelRequest, AgentBenchmarkRequest
+    from app.providers.base import ProviderError
+    from app.benchmarks import agent,service
+    provider=container.providers.get(args.provider)
+    adapter=provider.adapter; model=provider.config.default_model
+    results={'provider_id':args.provider,'protocol':provider.config.provider_type.value,'model':model,'checks':{},
+        'unconfigured_protocols':['openai_responses','anthropic_messages','ollama'],
+        'not_tested':['provider_context_limit','cache_hit_miss','context_compression'],'max_direct_requests':5}
+    def request(prompt='Reply OK only.', **changes):
+        return ModelRequest(provider_id=args.provider,model=model,messages=[{'role':'user','content':prompt}],max_tokens=128,**changes)
+    async def check(name, fn):
+        started=perf_counter()
+        try: results['checks'][name]=await asyncio.wait_for(fn(),60)
+        except ProviderError as exc: results['checks'][name]={'passed':False,'error_code':exc.code}
+        except Exception as exc: results['checks'][name]={'passed':False,'error_type':type(exc).__name__}
+        results['checks'][name]['elapsed_ms']=round((perf_counter()-started)*1000,2)
+        print(name,results['checks'][name],flush=True)
+    async def discover():
+        models=await adapter.list_models();return {'passed':bool(models),'count':len(models)}
+    async def complete():
+        turn=await adapter.complete(request());return {'passed':bool(turn.text),'input_tokens':turn.input_tokens,'output_tokens':turn.output_tokens}
+    async def stream():
+        events=[e async for e in adapter.stream(request())]
+        names=[e.event.value for e in events]
+        return {'passed':names.count('Done')==1 and 'TextDelta' in names,'events':sorted(set(names)),
+                'usage_reported':'Usage' in names,'reasoning_observed':'ThinkingDelta' in names}
+    async def cancel():
+        iterator=adapter.stream(request('List the integers 1 through 1000.'))
+        first=await anext(iterator);started=perf_counter();await iterator.aclose()
+        return {'passed':True,'first_event':first.event.value,'close_ms':(perf_counter()-started)*1000,
+                'scope':'client stream resource close; provider billing cessation not observable'}
+    async def invalid_model():
+        try: await adapter.complete(request().model_copy(update={'model':'notesagent-nonexistent-acceptance-model'}))
+        except ProviderError as exc:return {'passed':True,'error_code':exc.code}
+        return {'passed':False,'reason':'provider accepted unknown model'}
+    try:
+        for name,fn in [('discovery',discover),('normal_chat',complete),('stream_usage_reasoning',stream),('stream_cancel',cancel),('error_mapping',invalid_model)]:await check(name,fn)
+        created=await agent.create_run(AgentBenchmarkRequest(dataset_id='agent-core-v1',provider_id=args.provider,model=model))
+        await service.wait_for_run(created.run_id)
+        results['agent']=service.get_report(created.run_id).model_dump(mode='json')
+        print('agent',results['agent']['metrics'],flush=True)
+        servers=container.mcp_servers.list()
+        results['mcp']=[{'server_id':s.server_id,'name':s.name,'state':s.status.value if hasattr(s.status,'value') else s.status} for s in servers]
+    finally:
+        args.output.parent.mkdir(parents=True,exist_ok=True)
+        args.output.write_text(json.dumps(results,ensure_ascii=False,indent=2,default=str),encoding='utf-8')
+        await container.agent.shutdown();container.mcp_servers.shutdown();container.plugins.shutdown()
+
+if __name__=='__main__':
+    p=argparse.ArgumentParser();p.add_argument('--provider',required=True);p.add_argument('--output',type=Path,required=True);p.add_argument('--execute',action='store_true');args=p.parse_args()
+    if not args.execute:p.error('--execute required; uses existing provider quota')
+    asyncio.run(main(args))
diff --git a/backend/scripts/phase2-quality.py b/backend/scripts/phase2-quality.py
new file mode 100644
index 0000000..2464344
--- /dev/null
+++ b/backend/scripts/phase2-quality.py
@@ -0,0 +1,69 @@
+"""Reproducible real-model quality run in an explicitly isolated APP_DATA_DIR.
+
+Uses the application index/benchmark services. Never injects vectors or completion rows.
+Existing local weights/runtime must be configured; inference does not download models.
+"""
+import argparse
+import asyncio
+import hashlib
+import json
+import os
+import sys
+from pathlib import Path
+from datetime import datetime, timezone
+sys.path.insert(0, str(Path(__file__).resolve().parents[1]))
+
+async def main(args):
+    from app.config import get_settings
+    from app.knowledge.parser import parse_note
+    from app.services import index_service
+    from app.benchmarks import service
+    from app.contracts import IndexRebuildRequest, RAGRunRequest
+    settings=get_settings()
+    if not all(os.getenv(name) for name in ['APP_DATA_DIR','APP_DB_PATH','APP_VAULT_PATH']):
+        raise SystemExit('Explicit isolated APP_DATA_DIR/APP_DB_PATH/APP_VAULT_PATH required')
+    fixture=Path(__file__).resolve().parents[1]/'data/benchmarks/corpus/phase2-v1.json'
+    payload=json.loads(fixture.read_text(encoding='utf-8')); cases=[]
+    settings.vault_path.mkdir(parents=True,exist_ok=True)
+    if list(settings.vault_path.glob('*.md')) and not (settings.vault_path/'.phase2-fixture').exists():
+        raise SystemExit('Refusing to overwrite a non-fixture vault')
+    now=datetime(2026,9,7,tzinfo=timezone.utc)
+    for note in payload['notes']:
+        name=note['id']+'.md'; markdown='# '+note['title']+'\n\n'+note['text']+'\n'
+        (settings.vault_path/name).write_text(markdown,encoding='utf-8')
+        parsed=parse_note(markdown=markdown,file_path=name,folder='',created_at=now,updated_at=now)
+        for index,query in enumerate(note['queries']):
+            cases.append({'case_id':note['id']+'-'+str(index),'query':query,'expected_note_ids':[parsed.note_id],
+                'expected_block_ids':[parsed.blocks[-1].block_id],'citation_required':True,
+                'tags':['keyword' if index==0 else 'paraphrase',note['id']]})
+    (settings.vault_path/'.phase2-fixture').touch()
+    dataset={'dataset_id':'rag-phase2-v1','kind':'rag','version':payload['version'],'description':payload['description'],'cases':cases}
+    settings.benchmark_datasets_path.mkdir(parents=True,exist_ok=True)
+    (settings.benchmark_datasets_path/'rag-phase2-v1.json').write_text(json.dumps(dataset,ensure_ascii=False,indent=2),encoding='utf-8')
+    if not args.reuse_index:
+        job=await index_service.rebuild(IndexRebuildRequest())
+        if job.status != 'completed': raise RuntimeError('Index did not complete: '+str(job.status))
+    from app import repository
+    expected_blocks = {bid for case in cases for bid in case['expected_block_ids']}
+    if {hit.block_id for hit in repository.get_block_hits(list(expected_blocks))} != expected_blocks:
+        raise RuntimeError('Frozen corpus does not match the index; rerun without --reuse-index')
+    reports={}
+    for label, mode, fusion, rerank, k in [('fts','fts','rrf',False,60),('vector','vector','rrf',False,60),
+        ('hybrid-weighted','hybrid','weighted',False,60),('hybrid-rrf','hybrid','rrf',False,60),
+        ('hybrid-rerank','hybrid','rrf',True,60),('rrf-k20','hybrid','rrf',False,20)]:
+        run=await service.create_rag_run(RAGRunRequest(dataset_id='rag-phase2-v1',modes=[mode],repeat=2,
+            retrieval={'top_k':5,'fusion':fusion,'rerank':rerank,'rrf_k':k,'rerank_candidates':20},
+            metadata={'corpus_sha256':hashlib.sha256(fixture.read_bytes()).hexdigest(),'split':'development; no held-out production claim'}))
+        await service.wait_for_run(run.run_id)
+        reports[label]=service.get_report(run.run_id).model_dump(mode='json')
+        print(label, json.dumps(reports[label]['metrics']),flush=True)
+        args.output.parent.mkdir(parents=True,exist_ok=True)
+        args.output.write_text(json.dumps(reports,ensure_ascii=False,indent=2),encoding='utf-8')
+    args.output.parent.mkdir(parents=True,exist_ok=True)
+    args.output.write_text(json.dumps(reports,ensure_ascii=False,indent=2),encoding='utf-8')
+    from app.container import container
+    await container.agent.shutdown(); container.mcp_servers.shutdown(); container.plugins.shutdown()
+
+if __name__=='__main__':
+    parser=argparse.ArgumentParser(); parser.add_argument('--output',type=Path,required=True); parser.add_argument('--reuse-index',action='store_true')
+    asyncio.run(main(parser.parse_args()))
diff --git a/backend/tests/test_export.py b/backend/tests/test_export.py
index b5bdc09..affd158 100644
--- a/backend/tests/test_export.py
+++ b/backend/tests/test_export.py
@@ -321,7 +321,7 @@ def test_pdf_exporter_embeds_function_plot_and_marks_mermaid() -> None:
     # function_plot 已内嵌为矢量图，不再产生「函数图像占位」warning
     assert not any("函数图像" in w for w in result.warnings)
     # 绘图用 STSong-Light 渲染刻度/标签，字体应嵌入 PDF
-    assert b"STSong-Light" in result.content
+    assert b"STSong-Light" in result.content or b"/FontFile2" in result.content
 
 
 def test_pdf_exporter_function_plot_fallback_on_error() -> None:
@@ -355,14 +355,17 @@ def test_pdf_exporter_limits_total_plot_nodes(monkeypatch) -> None:
     assert any("累计复杂度" in w for w in result.warnings)
 
 
-def test_docx_exporter_marks_plot_and_mermaid_as_placeholders() -> None:
+def test_docx_exporter_embeds_plot_and_warns_missing_mermaid() -> None:
     from app.export.exporters.docx import DocxExporter
 
     md = "```mermaid\ngraph LR\n```\n\n```function_plot\ny = x\n```"
     result = asyncio.run(DocxExporter().export(parse_document(md), ExportOptions()))
     assert result.content[:2] == b"PK"
     assert any("mermaid" in w for w in result.warnings)
-    assert any("函数图像" in w for w in result.warnings)
+    from zipfile import ZipFile
+    from io import BytesIO
+    with ZipFile(BytesIO(result.content)) as archive:
+        assert any(name.startswith('word/media/') for name in archive.namelist())
 
 
 def test_pdf_exporter_embeds_cjk_font() -> None:
@@ -373,7 +376,7 @@ def test_pdf_exporter_embeds_cjk_font() -> None:
     result = asyncio.run(PdfExporter().export(doc, ExportOptions(include_title=True)))
     assert result.content[:4] == b"%PDF"
     # 中文字体通过 STSong-Light CID 字体嵌入，PDF 内应引用该 BaseFont
-    assert b"STSong-Light" in result.content
+    assert b"STSong-Light" in result.content or b"/FontFile2" in result.content
 
 
 def test_docx_exporter_contains_cjk_text() -> None:
diff --git a/backend/tests/test_phase2_completion.py b/backend/tests/test_phase2_completion.py
new file mode 100644
index 0000000..0a1b8ad
--- /dev/null
+++ b/backend/tests/test_phase2_completion.py
@@ -0,0 +1,166 @@
+import asyncio
+import base64
+import json
+from io import BytesIO
+from zipfile import ZipFile
+from pathlib import Path
+import pytest
+from PIL import Image
+from app.contracts import ExportAsset, ExportRequest, AgentBenchmarkRequest, BenchmarkStatus
+from app.export import service as exports
+from app.export.assets import validate_assets, source_hash
+from app.errors import ApiError
+
+def asset(source='flowchart LR\n A --> B'):
+    buf=BytesIO(); Image.new('RGB',(60,40),'blue').save(buf,'PNG')
+    return ExportAsset(kind='mermaid', source_hash=source_hash(source), png_base64=base64.b64encode(buf.getvalue()).decode())
+
+@pytest.mark.parametrize('format',['html','pdf','docx'])
+def test_static_mermaid_in_export(format):
+    async def run():
+        job=await exports.create_export(ExportRequest(source={'type':'markdown','markdown':'```mermaid\nflowchart LR\n A --> B\n```'},format=format,assets=[asset()],title='snapshot'))
+        finished=await exports.wait_for_export(job.job_id)
+        assert finished.status.value=='completed'
+        assert not any('mermaid' in w for w in finished.warnings)
+        data=exports.get_export_file(job.job_id).read_bytes()
+        if format=='html': assert b'data:image/png;base64,' in data
+        elif format=='pdf': assert b'/Subtype /Image' in data
+        else:
+            with ZipFile(BytesIO(data)) as archive: assert any(n.startswith('word/media/') for n in archive.namelist())
+    asyncio.run(run())
+
+def test_asset_invalid_and_duplicate():
+    with pytest.raises(ApiError): validate_assets([asset().model_copy(update={'png_base64':'not png'})])
+    with pytest.raises(ApiError): validate_assets([asset(),asset()])
+
+def test_stale_asset_does_not_replace_source():
+    from app.export.assets import attach_assets
+    from app.export.markdown import parse_document
+    document=parse_document('```mermaid\nflowchart LR\n X --> Y\n```')
+    attach_assets(document,validate_assets([asset()]))
+    assert 'static_png' not in document.children[0].attributes
+
+@pytest.mark.parametrize('format',['html','pdf','docx'])
+def test_math_and_local_image_export(format):
+    from app.config import get_settings
+    vault=get_settings().vault_path; vault.mkdir(parents=True)
+    Image.new('RGB',(100,50),'green').save(vault/'figure.png')
+    async def run():
+        job=await exports.create_export(ExportRequest(source={'type':'markdown','file_path':'demo.md',
+            'markdown':'Formula $\\frac{x^2}{2}$\n\n![figure](figure.png)'},format=format))
+        done=await exports.wait_for_export(job.job_id)
+        assert done.status.value=='completed'
+        assert not any('公式' in w or '图片' in w for w in done.warnings)
+        data=exports.get_export_file(job.job_id).read_bytes()
+        if format=='html': assert data.count(b'data:image/png;base64,')==2
+        if format=='docx':
+            with ZipFile(BytesIO(data)) as archive: assert len([n for n in archive.namelist() if n.startswith('word/media/')])==2
+    asyncio.run(run())
+
+def test_local_image_path_escape_and_tex_fallback():
+    from app.export.assets import enrich_document
+    from app.export.markdown import parse_document
+    document=parse_document('![no](../outside.png)\n\n$\\unknownmacro{x}$')
+    warnings=enrich_document(document,'demo.md')
+    assert len(warnings)==2
+
+@pytest.mark.parametrize('theme',['light','dark','sepia','paper-moments','ocean-blue','midnight-purple'])
+def test_function_preview_theme_and_parser(theme):
+    from app.plot_routes import PlotRequest, preview
+    result=preview(PlotRequest(source='y = x^2\ny = sin(x)',theme_id=theme))
+    assert '<polyline' in result.result.content
+    assert 'nan' not in result.result.content
+    assert preview(PlotRequest(source='y = __import__("os")')).result is None
+
+def test_agent_benchmark_real_runtime_offline_lifecycle():
+    from app.config import get_settings
+    from app.benchmarks import agent, service
+    from app.container import container
+    directory=get_settings().benchmark_datasets_path; directory.mkdir(parents=True,exist_ok=True)
+    (directory/'agent-test.json').write_text(json.dumps({'dataset_id':'agent-test','kind':'agent','version':'1', 'cases':[
+        {'case_id':'hello','prompt':'hello','output_contains':['definitely-absent'],'allowed_tools':[]}
+    ]}),encoding='utf-8')
+    async def run():
+        request=AgentBenchmarkRequest(dataset_id='agent-test',provider_id='mock',model='mock-model',offline=True)
+        with pytest.raises(ApiError): await agent.create_run(request.model_copy(update={'offline':False}))
+        created=await agent.create_run(request)
+        done=await service.wait_for_run(created.run_id)
+        assert done.status==BenchmarkStatus.completed
+        report=service.get_report(created.run_id)
+        assert report.metrics['task_success_rate']==0
+        case=report.cases[0]
+        assert case.agent_run_id and container.agent.get_run(case.agent_run_id)
+        assert report.config_snapshot['execution']=='offline'
+        events=service.get_events(created.run_id)
+        assert [e.sequence for e in events]==list(range(len(events)))
+        assert sum(e.event.value.startswith('Run') and e.event.value!='RunStarted' for e in events)==1
+        second=await agent.create_run(request); service.cancel_run(second.run_id)
+        assert (await service.wait_for_run(second.run_id)).status==BenchmarkStatus.cancelled
+    asyncio.run(run())
+
+def test_agent_score_counts_duplicate_and_invalid_calls():
+    from types import SimpleNamespace as NS
+    from app.contracts import AgentDatasetCase
+    from app.benchmarks.agent import score,aggregate
+    case=AgentDatasetCase(case_id='x',prompt='x',allowed_tools=['math.add'],expected_tools=[{'name':'math.add','arguments':{'left':2}}])
+    events=[NS(event=NS(value='ToolCall'),data={'name':'math.add','arguments':{'left':2}}) for _ in range(2)]
+    run=NS(status=NS(value='completed'),tool_results=[NS(success=False,name='math.add',error_code='TOOL_ARGUMENT_INVALID')],output='',citations=[],run_id='r',current_step=2,token_usage=10,error_code=None)
+    result=score(case,run,events,10,0)
+    assert not result.success
+    assert aggregate([result])['tool_argument_accuracy']==.5
+    assert aggregate([result])['invalid_tool_call_rate']==.5
+
+def test_local_embedding_cache_is_config_scoped_and_returns_copies(monkeypatch,tmp_path):
+    from app.local_models import runtime as local
+    from app.retrieval.provenance import capture_embedding
+    monkeypatch.setattr(local,'read_state',lambda key:{'status':'installed'})
+    monkeypatch.setattr(local,'interpreter',lambda config=None:Path(__file__))
+    monkeypatch.setattr(local,'model_path',lambda key:tmp_path/key)
+    calls=[]
+    async def infer(*args,**kwargs):
+        calls.append(args);return [[.5]*384]
+    monkeypatch.setattr(local.runtime,'infer',infer)
+    async def run():
+        embedding=local.LocalEmbedding(local.RuntimeConfig())
+        first=await embedding.embed_documents(['query'])
+        first[0][0]=999
+        with capture_embedding() as observation:
+            second=await embedding.embed_documents(['query'])
+        assert second[0][0]==.5 and observation['query_embedding_cache']=='hit'
+        assert len(calls)==1
+        await local.LocalEmbedding(local.RuntimeConfig(version=2)).embed_documents(['query'])
+        assert len(calls)==2
+    asyncio.run(run())
+
+
+def test_preview_http_and_agent_benchmark_validation():
+    from fastapi.testclient import TestClient
+    from app.main import app
+    with TestClient(app) as client:
+        response = client.post('/api/plots/function', json={'source':'y = sin(x)', 'theme_id':'dark'})
+        assert response.status_code == 200 and '<polyline' in response.json()['result']['content']
+        assert client.post('/api/plots/function', json={'source':'x'*20001}).status_code == 422
+        bad = client.post('/api/benchmarks/agent/runs', json={
+            'dataset_id':'missing', 'provider_id':'missing', 'model':'missing'})
+        assert bad.status_code == 404
+        assert client.get('/api/benchmarks/runs/missing/report').status_code == 404
+        schema = client.get('/openapi.json').json()
+        assert '/api/benchmarks/agent/runs' in schema['paths']
+
+
+def test_preview_rejects_aggregate_complexity_before_sampling():
+    from app.plot_routes import PlotRequest, preview
+    source = '\n'.join('y = '+ '+'.join(['(x+x)']*150) for _ in range(16))
+    result = preview(PlotRequest(source=source))
+    assert result.result is None
+    assert result.diagnostics[0].code == 'PLOT_BUDGET_EXCEEDED'
+
+
+def test_repeated_static_assets_share_document_resource_budget():
+    from app.export.assets import attach_assets, enrich_document
+    from app.export.markdown import parse_document
+    document = parse_document(('```mermaid\nflowchart LR\n A --> B\n```\n\n')*65)
+    attach_assets(document, validate_assets([asset()]))
+    warnings = enrich_document(document)
+    assert sum(bool(node.attributes.get('static_png')) for node in document.children) == 64
+    assert any('预算' in warning for warning in warnings)
diff --git a/backend/tests/test_plot.py b/backend/tests/test_plot.py
index 433e07c..9b6571f 100644
--- a/backend/tests/test_plot.py
+++ b/backend/tests/test_plot.py
@@ -107,7 +107,7 @@ def test_render_svg_contains_polyline_and_axes() -> None:
     assert "<line" in svg  # 坐标轴/网格
     assert "<script" not in svg
     assert rendered.width == 640
-    assert rendered.height == 480
+    assert rendered.height == 504  # Includes the legend row.
 
 
 def test_render_svg_multiple_functions() -> None:
@@ -300,7 +300,7 @@ def test_function_plot_static_renderer_renders_svg() -> None:
     assert "<polyline" in result.content
     assert result.mime_type == "image/svg+xml"
     assert result.width == 640
-    assert result.height == 480
+    assert result.height == 504  # Includes the legend row.
 
 
 def test_function_plot_static_renderer_parse_exposes_node_count() -> None:
@@ -359,7 +359,8 @@ def test_render_reportlab_builds_drawing() -> None:
     kinds = {type(c).__name__ for c in drawing.contents}
     assert {"Line", "PolyLine", "String", "Group"} <= kinds
     strings = [c for c in drawing.contents if isinstance(c, String)]
-    assert any(s.fontName == "STSong-Light" for s in strings)
+    from app.export.fonts import FONT
+    assert any(s.fontName == FONT for s in strings)
     assert any(s.text == "时间" for s in strings)
     # ylabel 在旋转 Group 内
     groups = [c for c in drawing.contents if isinstance(c, Group)]
diff --git a/backend/uv.lock b/backend/uv.lock
index ea26b2b..63f14cf 100644
--- a/backend/uv.lock
+++ b/backend/uv.lock
@@ -1,6 +1,10 @@
 version = 1
 revision = 3
 requires-python = ">=3.11"
+resolution-markers = [
+    "python_full_version >= '3.12'",
+    "python_full_version < '3.12'",
+]
 
 [[package]]
 name = "annotated-doc"
@@ -314,6 +318,89 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" },
 ]
 
+[[package]]
+name = "contourpy"
+version = "1.3.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "numpy", version = "2.5.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/58/01/1253e6698a07380cd31a736d248a3f2a50a7c88779a1813da27503cadc2a/contourpy-1.3.3.tar.gz", hash = "sha256:083e12155b210502d0bca491432bb04d56dc3432f95a979b429f2848c3dbe880", size = 13466174, upload-time = "2025-07-26T12:03:12.549Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/91/2e/c4390a31919d8a78b90e8ecf87cd4b4c4f05a5b48d05ec17db8e5404c6f4/contourpy-1.3.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:709a48ef9a690e1343202916450bc48b9e51c049b089c7f79a267b46cffcdaa1", size = 288773, upload-time = "2025-07-26T12:01:02.277Z" },
+    { url = "https://files.pythonhosted.org/packages/0d/44/c4b0b6095fef4dc9c420e041799591e3b63e9619e3044f7f4f6c21c0ab24/contourpy-1.3.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:23416f38bfd74d5d28ab8429cc4d63fa67d5068bd711a85edb1c3fb0c3e2f381", size = 270149, upload-time = "2025-07-26T12:01:04.072Z" },
+    { url = "https://files.pythonhosted.org/packages/30/2e/dd4ced42fefac8470661d7cb7e264808425e6c5d56d175291e93890cce09/contourpy-1.3.3-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:929ddf8c4c7f348e4c0a5a3a714b5c8542ffaa8c22954862a46ca1813b667ee7", size = 329222, upload-time = "2025-07-26T12:01:05.688Z" },
+    { url = "https://files.pythonhosted.org/packages/f2/74/cc6ec2548e3d276c71389ea4802a774b7aa3558223b7bade3f25787fafc2/contourpy-1.3.3-cp311-cp311-manylinux_2_26_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:9e999574eddae35f1312c2b4b717b7885d4edd6cb46700e04f7f02db454e67c1", size = 377234, upload-time = "2025-07-26T12:01:07.054Z" },
+    { url = "https://files.pythonhosted.org/packages/03/b3/64ef723029f917410f75c09da54254c5f9ea90ef89b143ccadb09df14c15/contourpy-1.3.3-cp311-cp311-manylinux_2_26_s390x.manylinux_2_28_s390x.whl", hash = "sha256:0bf67e0e3f482cb69779dd3061b534eb35ac9b17f163d851e2a547d56dba0a3a", size = 380555, upload-time = "2025-07-26T12:01:08.801Z" },
+    { url = "https://files.pythonhosted.org/packages/5f/4b/6157f24ca425b89fe2eb7e7be642375711ab671135be21e6faa100f7448c/contourpy-1.3.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:51e79c1f7470158e838808d4a996fa9bac72c498e93d8ebe5119bc1e6becb0db", size = 355238, upload-time = "2025-07-26T12:01:10.319Z" },
+    { url = "https://files.pythonhosted.org/packages/98/56/f914f0dd678480708a04cfd2206e7c382533249bc5001eb9f58aa693e200/contourpy-1.3.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:598c3aaece21c503615fd59c92a3598b428b2f01bfb4b8ca9c4edeecc2438620", size = 1326218, upload-time = "2025-07-26T12:01:12.659Z" },
+    { url = "https://files.pythonhosted.org/packages/fb/d7/4a972334a0c971acd5172389671113ae82aa7527073980c38d5868ff1161/contourpy-1.3.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:322ab1c99b008dad206d406bb61d014cf0174df491ae9d9d0fac6a6fda4f977f", size = 1392867, upload-time = "2025-07-26T12:01:15.533Z" },
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     { name = "httpx" },
     { name = "jsonschema" },
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     { name = "mistune" },
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+    { url = "https://files.pythonhosted.org/packages/fb/0b/b12a2df5d1b774bd9007a6fdff9381145b6223d37f11afc9c37ab0efd9a1/numpy-2.5.3-cp315-cp315t-win_arm64.whl", hash = "sha256:befa1ae5bd6030b3f512b43ff3fa5290bbed6b84411a44244b14adf835f5b89d", size = 10850807, upload-time = "2026-09-06T16:27:43.868Z" },
+]
+
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 version = "0.47"
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+[[package]]
+name = "pyparsing"
+version = "3.3.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f3/91/9c6ee907786a473bf81c5f53cf703ba0957b23ab84c264080fb5a450416f/pyparsing-3.3.2.tar.gz", hash = "sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc", size = 6851574, upload-time = "2026-01-21T03:57:59.36Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/10/bd/c038d7cc38edc1aa5bf91ab8068b63d4308c66c4c8bb3cbba7dfbc049f9c/pyparsing-3.3.2-py3-none-any.whl", hash = "sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d", size = 122781, upload-time = "2026-01-21T03:57:55.912Z" },
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+[[package]]
+name = "python-dateutil"
+version = "2.9.0.post0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "six" },
+]
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+[[package]]
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+source = { registry = "https://pypi.org/simple" }
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+wheels = [
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+]
+
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 name = "sqlite-vec"
 version = "0.1.9"
diff --git a/frontend/scripts/phase2-benchmark-browser.cjs b/frontend/scripts/phase2-benchmark-browser.cjs
new file mode 100644
index 0000000..e2824cc
--- /dev/null
+++ b/frontend/scripts/phase2-benchmark-browser.cjs
@@ -0,0 +1,22 @@
+const {chromium}=require('playwright');const fs=require('node:fs/promises');const path=require('node:path');
+(async()=>{
+ if(!process.argv.includes('--execute')&&!process.argv.includes('--reuse'))throw Error('--execute required; four real Agent cases use existing quota');
+ const output=path.resolve('.local-plans/phase2-completion/browser');
+ const browser=await chromium.launch({channel:'msedge',headless:true});
+ const page=await browser.newPage({viewport:{width:1300,height:1000}});
+ await page.goto('http://127.0.0.1:5187/#/benchmarks');
+ await page.getByLabel(/^类型/).selectOption('agent');
+ await page.getByLabel(/^数据集/).selectOption('agent-core-v1');
+ if(!process.argv.includes('--reuse')) await page.getByRole('button',{name:'运行评测',exact:true}).click();
+ const row=page.locator('tbody tr').filter({hasText:'agent-core-v1'}).first();
+ await row.getByRole('button',{name:'查看报告'}).waitFor({timeout:180000});
+ await row.getByRole('button',{name:'查看报告'}).click();
+ await page.getByRole('heading',{name:'评测报告'}).waitFor();
+ await page.screenshot({path:path.join(output,'benchmark-report.png'),fullPage:true});
+ const pending=page.waitForEvent('download');await page.getByRole('button',{name:'下载完整 JSON'}).click();
+ await(await pending).saveAs(path.join(output,'agent-ui-report.json'));
+ await row.getByRole('link',{name:'Agent Trace'}).click();
+ await page.waitForSelector('.agent-page .trace-visualization',{timeout:20000});
+ await page.screenshot({path:path.join(output,'benchmark-trace.png'),fullPage:true});
+ await browser.close();console.log('Benchmark UI start/report/download/Trace completed');
+})().catch(e=>{console.error(e);process.exit(1)})
diff --git a/frontend/scripts/phase2-browser-check.cjs b/frontend/scripts/phase2-browser-check.cjs
new file mode 100644
index 0000000..20c4871
--- /dev/null
+++ b/frontend/scripts/phase2-browser-check.cjs
@@ -0,0 +1,94 @@
+// Run with NODE_PATH pointing to the bundled Playwright package, or a local install.
+const { chromium } = require('playwright')
+const fs = require('node:fs/promises')
+const path = require('node:path')
+;(async () => {
+  const output=path.resolve(process.argv[2] || '../.local-plans/phase2-completion/browser')
+  await fs.mkdir(output,{recursive:true})
+  const browser=await chromium.launch({channel:'msedge',headless:true})
+  const results=[]
+  for(const theme of ['light','dark','sepia','paper-moments','ocean-blue','midnight-purple']) {
+    const page=await browser.newPage({viewport:{width:1200,height:1000}})
+    const errors=[];page.on('pageerror',e=>errors.push(e.message))
+    await page.goto(`http://127.0.0.1:5187/tests/visual/phase2.html?theme=${theme}`)
+    await page.waitForSelector('.editor-mermaid-preview polyline',{timeout:60000})
+    await page.waitForSelector('.markdown-mermaid polyline',{timeout:60000})
+    const zoom=page.locator('.markdown-mermaid').first()
+    await zoom.hover()
+    await zoom.locator('[data-diagram-action="in"]').click()
+    if(Number(await zoom.getAttribute('data-diagram-scale'))<=1) throw Error('zoom failed')
+    await zoom.locator('[data-diagram-action="reset"]').click()
+    await zoom.locator('[data-code-action="source"]').click()
+    if(!(await zoom.locator('.markdown-code-source').isVisible())) throw Error('source toggle failed')
+    await zoom.locator('[data-code-action="source"]').click()
+    await zoom.hover()
+    await zoom.locator('[data-diagram-action="view"]').click()
+    await page.screenshot({path:path.join(output,`${theme}-viewer.png`)})
+    await page.keyboard.press('Escape')
+    await page.screenshot({path:path.join(output,`${theme}-wide.png`),fullPage:true})
+    await page.setViewportSize({width:390,height:844})
+    await page.screenshot({path:path.join(output,`${theme}-narrow.png`),fullPage:true})
+    if(theme==='light') {
+      await page.setViewportSize({width:1200,height:1000})
+      await page.getByRole('button',{name:'导出',exact:true}).click()
+      for(const format of ['html','pdf','docx']) {
+        await page.getByLabel('格式',{exact:true}).selectOption(format)
+        await page.getByRole('button',{name:'开始导出',exact:true}).click()
+        const row=page.locator('.export-modal > ul > li').filter({hasText:`phase2-demo.${format}`}).first()
+        await row.getByRole('button',{name:'下载',exact:true}).waitFor({timeout:60000})
+        const download=page.waitForEvent('download')
+        await row.getByRole('button',{name:'下载',exact:true}).click()
+        await (await download).saveAs(path.join(output,`demo.${format}`))
+      }
+      await page.screenshot({path:path.join(output,'export-jobs.png')})
+    }
+    if(theme==='light') {
+      await page.getByRole('button',{name:'关闭',exact:true}).click()
+      await page.getByRole('button',{name:'源码',exact:true}).click()
+      const input=page.getByRole('textbox',{name:'Markdown 源码编辑器'})
+      const original=await input.inputValue()
+      await input.fill(original.replace('y = x^2','y = cos(x)'))
+      await page.getByRole('button',{name:'写作',exact:true}).click()
+      await page.waitForFunction(()=>document.querySelector('.editor-mermaid-preview svg')?.textContent.includes('cos(x)'))
+      await page.getByRole('button',{name:'测试切换主题'}).click()
+      await page.waitForFunction(()=>document.documentElement.dataset.theme==='dark')
+      await page.waitForFunction(()=>document.querySelector('.editor-mermaid-preview svg rect')?.getAttribute('fill')!=='#ffffff')
+      await page.getByRole('button',{name:'源码',exact:true}).click()
+      await input.fill(original.replace('y = x^2','y = __import__("os")'))
+      await page.getByRole('button',{name:'写作',exact:true}).click()
+      await page.waitForFunction(()=>!document.querySelector('.editor-mermaid-preview polyline')&&!document.querySelector('.markdown-function-plot polyline'))
+      await page.screenshot({path:path.join(output,'invalid-expression.png'),fullPage:true})
+      await page.getByRole('button',{name:'源码',exact:true}).click()
+      await input.fill(original)
+      await page.getByRole('button',{name:'写作',exact:true}).click()
+      await page.waitForSelector('.editor-mermaid-preview polyline')
+      await page.getByRole('button',{name:'导出',exact:true}).click()
+      await page.getByLabel('格式',{exact:true}).selectOption('pdf')
+      await page.getByRole('button',{name:'开始导出',exact:true}).click()
+      await page.locator('.export-warnings').first().waitFor({timeout:60000})
+      await page.screenshot({path:path.join(output,'print-warning.png')})
+    }
+    results.push({theme,errors,plotCount:await page.locator('polyline').count()});await page.close()
+  }
+  const cancellation=await browser.newPage()
+  await cancellation.goto('http://127.0.0.1:5187/tests/visual/phase2.html')
+  await cancellation.getByRole('button',{name:'源码',exact:true}).click()
+  const heavy=Array(13).fill('```function-plot\ny = '+Array(150).fill('(x+x)').join('+')+'\n```').join('\n\n')
+  await cancellation.getByRole('textbox',{name:'Markdown 源码编辑器'}).fill(heavy)
+  await cancellation.getByRole('button',{name:'导出',exact:true}).click()
+  await cancellation.getByLabel('格式',{exact:true}).selectOption('pdf')
+  await cancellation.getByRole('button',{name:'开始导出',exact:true}).click()
+  const cancelRow=cancellation.locator('.export-modal > ul > li').first()
+  await cancelRow.getByRole('button',{name:'取消',exact:true}).click()
+  await cancellation.waitForFunction(()=>document.querySelector('.export-modal > ul > li')?.textContent.includes('已取消'),null,{timeout:60000})
+  await cancellation.screenshot({path:path.join(output,'export-cancelled.png')})
+  await cancellation.close()
+  const matrix=await browser.newPage()
+  await matrix.goto('http://127.0.0.1:5187/tests/visual/mermaid-matrix.html')
+  await matrix.waitForFunction(()=>document.documentElement.dataset.complete==='true',null,{timeout:120000})
+  const mermaid=JSON.parse(await matrix.locator('#status').textContent())
+  if(mermaid.passed!==36 || mermaid.total!==36) throw Error('Mermaid matrix failed')
+  await fs.writeFile(path.join(output,'mermaid-matrix.json'),JSON.stringify(mermaid,null,2))
+  await matrix.close()
+  await fs.writeFile(path.join(output,'results.json'),JSON.stringify(results,null,2));console.log(JSON.stringify(results));await browser.close()
+})().catch(e=>{console.error(e);process.exit(1)})
diff --git a/frontend/src/components/common/DiagramInteractions.vue b/frontend/src/components/common/DiagramInteractions.vue
index 7a04229..449630a 100644
--- a/frontend/src/components/common/DiagramInteractions.vue
+++ b/frontend/src/components/common/DiagramInteractions.vue
@@ -220,3 +220,8 @@ function close() { disarm(); viewer.value?.close(); svgHtml.value = ''; opener?.
 :is(.editor-mermaid-preview, .markdown-mermaid):is(:hover, :focus-within) > .diagram-controls { opacity: 1; pointer-events: auto; }
 @media (hover: none) { :is(.editor-mermaid-preview, .markdown-mermaid) > .diagram-controls { opacity: 1; pointer-events: auto; } }
 </style>
+
+<style>
+/* Keep 10px axis labels readable on narrow screens; the existing container scrolls. */
+.function-plot-preview > svg, .markdown-function-plot > svg { min-width: 640px; }
+</style>
diff --git a/frontend/src/components/common/MarkdownContent.vue b/frontend/src/components/common/MarkdownContent.vue
index e6e2746..489a217 100644
--- a/frontend/src/components/common/MarkdownContent.vue
+++ b/frontend/src/components/common/MarkdownContent.vue
@@ -24,7 +24,7 @@ const diagramTheme = computed<'light' | 'dark'>(() => (themeStore.isDark ? 'dark
 // 主题切换需要重渲染：Mermaid SVG 的配色在渲染时烘焙，无法靠 CSS 变量事后调整。
 watch([() => props.source, diagramTheme, () => themeStore.currentThemeId, () => JSON.stringify(markdownPreferences.normalized), () => JSON.stringify([props.citationNumbers, props.citationAliases])], async ([source, theme]) => {
   const version = ++renderVersion
-  const result = await renderMarkdown(source, { theme, preferences: markdownPreferences.normalized, citationNumbers: props.citationNumbers, citationAliases: props.citationAliases })
+  const result = await renderMarkdown(source, { theme, themeId: themeStore.currentThemeId, preferences: markdownPreferences.normalized, citationNumbers: props.citationNumbers, citationAliases: props.citationAliases })
   if (version === renderVersion) html.value = result
 }, { immediate: true, flush: 'post' })
 </script>
diff --git a/frontend/src/components/common/PrimarySidebar.vue b/frontend/src/components/common/PrimarySidebar.vue
index b0966ad..43b2c5b 100644
--- a/frontend/src/components/common/PrimarySidebar.vue
+++ b/frontend/src/components/common/PrimarySidebar.vue
@@ -20,6 +20,7 @@ const navItems = computed(() => [
   { name: 'plugins', icon: Connection, label: 'Plugin' },
   { name: 'mcp-servers', icon: Monitor, label: 'MCP' },
   { name: 'themes', icon: Brush, label: t('主题', 'Themes') },
+  { name: 'benchmarks', icon: Monitor, label: 'Benchmark' },
   { name: 'logs', icon: Document, label: t('日志', 'Logs') },
   { name: 'settings', icon: Setting, label: t('设置', 'Settings') },
 ])
diff --git a/frontend/src/features/benchmarks/BenchmarkView.vue b/frontend/src/features/benchmarks/BenchmarkView.vue
new file mode 100644
index 0000000..6eb63e8
--- /dev/null
+++ b/frontend/src/features/benchmarks/BenchmarkView.vue
@@ -0,0 +1,65 @@
+<script setup lang="ts">
+import { computed, ref, watch, onMounted, onBeforeUnmount } from 'vue'
+import { benchmarkService as service, type BenchmarkRun } from '@/services/benchmarkService'
+import { listProviders } from '@/services/providerService'
+const kind = ref<'rag' | 'agent'>('rag'), dataset = ref(''), error = ref(''), busy = ref(false)
+const datasets = ref<Awaited<ReturnType<typeof service.datasets>>>([]), runs = ref<BenchmarkRun[]>([])
+const providers = ref<Awaited<ReturnType<typeof listProviders>>>([]), provider = ref(''), model = ref('')
+const report = ref<Awaited<ReturnType<typeof service.report>> | null>(null)
+const topK = ref(5), rrfK = ref(60), rerank = ref(false)
+const fusion = ref<'rrf' | 'weighted'>('rrf')
+const metricLabels: Record<string, string> = {
+  total_cases: '计划样本', evaluated_cases: '已评样本', successful_cases: '运行成功', failed_cases: '运行失败',
+  task_success_rate: '任务成功率', tool_selection_accuracy: '工具选择准确率', tool_argument_accuracy: '参数准确率',
+  invalid_tool_call_rate: '无效调用率', average_steps: '平均步骤', average_latency_ms: '平均耗时 (ms)',
+  token_usage: 'Token 用量', tool_calls: '实际工具调用', expected_calls: '预期工具调用',
+  hit_at_1: 'Hit@1', hit_at_5: 'Hit@5', recall_at_k: 'Recall@K', mrr: 'MRR', citation_hit_rate: '引用命中率',
+  p50_latency_ms: 'P50 (ms)', p95_latency_ms: 'P95 (ms)', failure_rate: '运行失败率',
+}
+const metricGroups = computed(() => {
+  const metrics = report.value?.metrics ?? {}
+  const groups = 'task_success_rate' in metrics ? { Agent: metrics } : metrics
+  return Object.entries(groups).filter(([, value]) => value && typeof value === 'object').map(([name, value]) => ({
+    name, rows: Object.entries(value as Record<string, unknown>).map(([key, number]) => ({
+      label: metricLabels[key] ?? key,
+      value: number === null ? '不适用' : typeof number === 'number' ? Number(number.toFixed(4)).toLocaleString() : String(number),
+    })),
+  }))
+})
+let timer: ReturnType<typeof setTimeout> | undefined, disposed = false
+async function loadDatasets() { try { datasets.value = await service.datasets(kind.value); dataset.value = datasets.value[0]?.id ?? '' } catch(e) { error.value = String(e) } }
+async function refresh() { try { runs.value = await service.list() } catch(e) { error.value = String(e) } if (!disposed) timer = setTimeout(refresh, 1500) }
+watch(kind, loadDatasets)
+watch(provider, id => { model.value = providers.value.find(p => p.provider_id === id)?.default_model ?? '' })
+async function start() {
+  error.value = ''; busy.value = true
+  try { await service.start(kind.value, kind.value === 'agent' ? { dataset_id: dataset.value, provider_id: provider.value, model: model.value, max_steps: 6, timeout_seconds: 90, token_budget: 6000 } : { dataset_id: dataset.value, modes: ['fts','vector','hybrid'], retrieval: { top_k: topK.value, fusion: fusion.value, rrf_k: rrfK.value, rerank: rerank.value } }) }
+  catch(e) { error.value = String(e) } finally { busy.value = false }
+}
+async function action(run: BenchmarkRun, cancel = false) { try { if (cancel) await service.cancel(run.id); else report.value = await service.report(run.id) } catch(e) { error.value = String(e) } }
+function download() { const url = URL.createObjectURL(new Blob([JSON.stringify(report.value,null,2)], { type:'application/json' })); const a=document.createElement('a'); a.href=url; a.download='benchmark-report.json'; a.click(); setTimeout(()=>URL.revokeObjectURL(url),1000) }
+onMounted(async () => { void refresh(); void loadDatasets(); try { providers.value=(await listProviders()).filter(p=>p.enabled); provider.value=providers.value[0]?.provider_id ?? '' } catch(e) { error.value=String(e) } })
+onBeforeUnmount(() => { disposed=true; clearTimeout(timer) })
+</script>
+<template>
+  <main class="benchmark-page"><h1>Benchmark 评测</h1><p>标准数据集通过真实检索引擎或 Agent Runtime 执行。Agent 会使用所选提供商额度；需要权限时请打开 Trace 处理。</p>
+    <div class="controls"><label>类型 <select v-model="kind"><option value="rag">RAG</option><option value="agent">Agent</option></select></label>
+      <label>数据集 <select v-model="dataset"><option v-for="d in datasets" :key="d.id" :value="d.id">{{ d.id }} · {{ d.cases }} 案例</option></select></label>
+      <template v-if="kind === 'agent'"><label>提供商 <select v-model="provider"><option v-for="p in providers" :key="p.provider_id" :value="p.provider_id">{{ p.name }}</option></select></label><label>模型 <input v-model="model"></label></template>
+      <template v-else><label>融合 <select v-model="fusion"><option value="rrf">RRF</option><option value="weighted">加权 50/50</option></select></label><label>Top K <input v-model.number="topK" type="number" min="1" max="100"></label><label>RRF K <input v-model.number="rrfK" type="number" min="1"></label><label><input v-model="rerank" type="checkbox">Lexical Reranker</label></template>
+      <button :disabled="busy || !dataset || (kind === 'agent' && (!provider || !model))" @click="start">运行评测</button></div>
+    <p v-if="error" role="alert">{{ error }}</p>
+    <table><thead><tr><th>数据集</th><th>状态</th><th>操作</th></tr></thead><tbody><tr v-for="run in runs" :key="run.id"><td>{{ run.datasetId }}<small>{{ run.id }}</small></td><td>{{ run.status }} {{ run.progress === null ? '' : `${Math.round(run.progress*100)}%` }} {{ run.errorCode }}</td><td><button v-if="['queued','running'].includes(run.status)" @click="action(run,true)">取消</button><button v-else @click="action(run)">查看报告</button><RouterLink v-if="run.agentId" :to="`/agent/runs/${run.agentId}`">Agent Trace</RouterLink></td></tr></tbody></table>
+    <section v-if="report"><h2>评测报告</h2><button class="button-secondary" @click="download">下载完整 JSON</button>
+      <div v-for="group in metricGroups" :key="group.name"><h3>{{ group.name }}</h3><dl class="metric-grid"><div v-for="row in group.rows" :key="row.label"><dt>{{ row.label }}</dt><dd>{{ row.value }}</dd></div></dl></div>
+      <details><summary>冻结配置与逐例证据</summary><pre>{{ JSON.stringify(report,null,2) }}</pre></details></section>
+  </main>
+</template>
+<style scoped>
+.benchmark-page { padding:24px; overflow:auto; width:100%; } .controls { display:flex; gap:12px; flex-wrap:wrap; } label { display:flex; align-items:center; gap:6px; } input[type=number] { width:80px; } table { width:100%; margin-block:20px; border-collapse:collapse; } td,th { text-align:left; padding:12px; border-bottom:1px solid var(--color-border-default); } small { display:block; } pre { white-space:pre-wrap; overflow-wrap:anywhere; } [role=alert] { color:var(--color-error); }
+.metric-grid { display:grid; grid-template-columns:repeat(auto-fit,minmax(150px,1fr)); gap:12px; margin:16px 0; }
+.metric-grid > div { padding:16px; border:1px solid var(--color-border-default); border-radius:8px; background:var(--color-surface-primary); }
+dt { font-size:13px; color:var(--color-text-secondary); } dd { margin:8px 0 0; font-size:22px; font-weight:600; }
+button { padding:6px 12px; border:1px solid var(--color-border-default); border-radius:6px; background:var(--color-surface-primary); cursor:pointer; }
+button:disabled { opacity:.5; cursor:default; } td a { margin-left:12px; } input:not([type=checkbox]) { border:1px solid var(--color-border-default); border-radius:6px; padding:6px; }
+</style>
diff --git a/frontend/src/features/editor/EditorHeader.vue b/frontend/src/features/editor/EditorHeader.vue
index 8f86f4f..c385dd8 100644
--- a/frontend/src/features/editor/EditorHeader.vue
+++ b/frontend/src/features/editor/EditorHeader.vue
@@ -1,6 +1,7 @@
 <script setup lang="ts">
 import { useEditorStore } from '@/stores/editor'
 import { useWorkspaceStore } from '@/stores/workspace'
+import ExportDialog from './ExportDialog.vue'
 import { computed, ref } from 'vue'
 import ActionDialog from '@/components/common/ActionDialog.vue'
 import { useActionDialog } from '@/composables/useActionDialog'
@@ -10,6 +11,7 @@ const editorStore = useEditorStore()
 const workspaceStore = useWorkspaceStore()
 const { actionDialog, resolveAction, askConfirm } = useActionDialog()
 const reloadError = ref('')
+const exportOpen = ref(false)
 const needsRecovery = computed(() => ['conflict', 'external_changed'].includes(editorStore.saveStatus))
 const missingFile = computed(() => needsRecovery.value && editorStore.currentFilePath === workspaceStore.activeFilePath && !workspaceStore.activeFile && !workspaceStore.treeRefreshError)
 function downloadCopy() {
@@ -43,9 +45,11 @@ const statusText = computed<Record<string, string>>(() => ({
 
 <template>
   <header class="editor-header">
+    <ExportDialog v-if="exportOpen" @close="exportOpen = false" />
     <ActionDialog v-if="actionDialog" v-bind="actionDialog" @resolve="resolveAction" />
     <div class="file-identity"><strong>{{ workspaceStore.activeFile?.name ?? t('未命名笔记', 'Untitled note') }}</strong><small>{{ workspaceStore.activeFilePath }}</small></div>
     <div class="editor-actions">
+      <button class="button-secondary" @click="exportOpen = true">{{ t('导出', 'Export') }}</button>
       <span class="save-status" :class="editorStore.saveStatus">{{ statusText[editorStore.saveStatus] }}</span>
       <button v-if="needsRecovery && !missingFile" class="button-secondary" @click="reload">{{ t('重新加载外部版本', 'Reload external version') }}</button>
       <span v-if="missingFile" class="save-status conflict">{{ t('原文件已删除或移动', 'Original file deleted or moved') }}</span>
diff --git a/frontend/src/features/editor/ExportDialog.vue b/frontend/src/features/editor/ExportDialog.vue
new file mode 100644
index 0000000..ba97302
--- /dev/null
+++ b/frontend/src/features/editor/ExportDialog.vue
@@ -0,0 +1,56 @@
+<script setup lang="ts">
+import { ref, onMounted, onBeforeUnmount } from 'vue'
+import AppDialog from '@/components/common/AppDialog.vue'
+import { useEditorStore } from '@/stores/editor'
+import { useThemeStore } from '@/stores/theme'
+import { exportService, type ExportFormat, type ExportJob } from '@/services/exportService'
+const emit = defineEmits<{ close: [] }>()
+const editor = useEditorStore(), theme = useThemeStore()
+const format = ref<ExportFormat>('html'), page = ref('A4'), title = ref(true)
+const jobs = ref<ExportJob[]>([]), error = ref(''), preparing = ref(false)
+let timer: ReturnType<typeof setTimeout> | undefined, disposed = false
+let controller: AbortController | undefined
+const labels = { queued: '排队中', running: '渲染中', completed: '已完成', failed: '失败', cancelled: '已取消' }
+async function refresh() {
+  try { const value = await exportService.list(); if (!disposed) jobs.value = value } catch (e) { error.value = String(e) }
+  if (!disposed) timer = setTimeout(refresh, 1500)
+}
+async function start() {
+  preparing.value = true; error.value = ''; controller = new AbortController()
+  const snapshot = editor.content, name = editor.currentFilePath?.split('/').pop()?.replace(/\.md$/i, '') ?? '笔记'
+  try {
+    const job = await exportService.create(snapshot, name, format.value, { theme_id: theme.currentThemeId, include_title: title.value, page_size: page.value }, controller.signal, editor.currentFilePath ?? undefined)
+    if (!disposed) jobs.value.unshift(job)
+  } catch (e) { error.value = controller.signal.aborted ? '已取消图表准备' : String(e) }
+  finally { preparing.value = false }
+}
+async function action(job: ExportJob, download = false) {
+  try { if (download) await exportService.download(job); else await exportService.cancel(job.id) } catch (e) { error.value = String(e) }
+}
+onMounted(refresh)
+onBeforeUnmount(() => { disposed = true; clearTimeout(timer); controller?.abort() })
+</script>
+<template>
+  <AppDialog label="导出笔记" @close="emit('close')"><section class="modal export-modal">
+    <h2>导出笔记</h2><p>导出点击时的编辑器快照，包含未保存修改。关闭窗口后后台任务继续运行。</p>
+    <label for="export-format">格式</label><select id="export-format" v-model="format"><option value="html">HTML</option><option value="pdf">PDF</option><option value="docx">DOCX</option></select>
+    <label>纸张 <select v-model="page"><option>A4</option><option>Letter</option></select></label>
+    <label><input v-model="title" type="checkbox">包含标题</label>
+    <p v-if="format !== 'html'">PDF / DOCX 使用浅色打印样式。</p>
+    <button class="button-primary" :disabled="preparing || !editor.content.trim()" @click="start">{{ preparing ? '准备图表…' : '开始导出' }}</button>
+    <button v-if="preparing" @click="controller?.abort()">取消准备</button>
+    <p v-if="error" role="alert">{{ error }}</p>
+    <ul><li v-for="job in jobs" :key="job.id">
+      <strong>{{ job.fileName ?? job.id }}</strong> · {{ labels[job.status] }}
+      <button v-if="job.status === 'completed'" @click="action(job, true)">下载</button>
+      <button v-if="['queued','running'].includes(job.status)" @click="action(job)">取消</button>
+      <p v-if="job.error" role="alert">{{ job.error }}</p>
+      <ul v-if="job.warnings.length" class="export-warnings" aria-label="导出警告"><li v-for="warning in job.warnings" :key="warning">{{ warning }}</li></ul>
+    </li></ul>
+    <button class="button-secondary" @click="emit('close')">关闭</button>
+  </section></AppDialog>
+</template>
+<style scoped>
+.export-modal { width: min(640px, 100%); padding: 24px; background: var(--color-surface-primary); border: 1px solid var(--color-border-default); border-radius: 12px; }
+label { display: inline-flex; align-items:center; gap: 8px; margin: 8px; } li { margin-block: 12px; overflow-wrap: anywhere; } button { margin: 6px; } .export-warnings { color: var(--color-warning); } [role=alert] { color:var(--color-error); }
+</style>
diff --git a/frontend/src/features/editor/VisualMarkdownEditor.vue b/frontend/src/features/editor/VisualMarkdownEditor.vue
index 90d4a28..7daa9a7 100644
--- a/frontend/src/features/editor/VisualMarkdownEditor.vue
+++ b/frontend/src/features/editor/VisualMarkdownEditor.vue
@@ -156,20 +156,20 @@ function foldHeadings(action: 'toggle' | 'all' | 'none') {
     }
   })
 }
-const diagramPreviews = new Map<string, { source: string; apply: (value: HTMLElement) => void }>()
-function renderDiagram(source: string, apply: (value: HTMLElement) => void) {
+const diagramPreviews = new Map<string, { source: string; kind: string; apply: (value: HTMLElement) => void }>()
+function renderDiagram(source: string, apply: (value: HTMLElement) => void, kind = 'mermaid') {
   for (const [id, entry] of diagramPreviews) {
     if (entry.apply === apply) diagramPreviews.delete(id)
   }
-  const element = createMermaidPreview(source, themeStore.isDark, apply)
-  diagramPreviews.set(element.dataset.previewId!, { source, apply })
+  const element = createMermaidPreview(source, themeStore.isDark, apply, kind, themeStore.currentThemeId)
+  diagramPreviews.set(element.dataset.previewId!, { source, apply, kind })
   return element
 }
 watch(() => themeStore.currentThemeId, () => {
   const current = [...diagramPreviews.entries()]
   diagramPreviews.clear()
   for (const [id, entry] of current) {
-    if (editorRoot.value?.querySelector(`[id="${id}"]`)) entry.apply(renderDiagram(entry.source, entry.apply))
+    if (editorRoot.value?.querySelector(`[id="${id}"]`)) entry.apply(renderDiagram(entry.source, entry.apply, entry.kind))
   }
 }, { flush: 'post' })
 
@@ -333,8 +333,8 @@ onMounted(async () => {
     ...config,
     languages: shikiLanguages(themeStore.resolvedCodeBlockTheme),
     renderLanguage: renderCodeLanguage,
-    renderPreview: (language, content, applyPreview) => language.trim().toLowerCase() === 'mermaid'
-      ? markdownPreferences.diagrams ? renderDiagram(content, applyPreview) : null
+    renderPreview: (language, content, applyPreview) => ['mermaid', 'function-plot'].includes(language.trim().toLowerCase())
+      ? markdownPreferences.diagrams ? renderDiagram(content, applyPreview, language.trim().toLowerCase()) : null
       : config.renderPreview(language, content, applyPreview),
     extensions: [basicSetup, keymap.of([indentWithTab]), shikiEditorTheme(themeStore.resolvedCodeBlockTheme),
       indentUnit.of(' '.repeat(markdownPreferences.indent)), CodeEditorState.tabSize.of(markdownPreferences.indent),
diff --git a/frontend/src/features/editor/mermaidPreview.ts b/frontend/src/features/editor/mermaidPreview.ts
index bd0c23b..51b4c96 100644
--- a/frontend/src/features/editor/mermaidPreview.ts
+++ b/frontend/src/features/editor/mermaidPreview.ts
@@ -1,17 +1,18 @@
+import { renderFunctionPlot } from '@/services/functionPlotService'
 import { nextTick } from 'vue'
 import { renderMermaid } from '@/services/mermaidService'
 import { t } from '@/i18n'
 import { appendDiagramControls } from '@/utils/diagramControls'
 
 let previewId = 0
-export function createMermaidPreview(source: string, dark: boolean, applyPreview: (value: HTMLElement) => void): HTMLElement {
+export function createMermaidPreview(source: string, dark: boolean, applyPreview: (value: HTMLElement) => void, kind = 'mermaid', themeId = 'light'): HTMLElement {
   // Each revision owns its element, so a slow render cannot replace newer content.
   // Milkdown sanitizes Element input to its inner HTML; retain the revision
   // marker and controls inside an otherwise disposable envelope.
   const envelope = document.createElement('div')
   const container = document.createElement('div')
   envelope.append(container)
-  container.className = 'editor-mermaid-preview'
+  container.className = 'editor-mermaid-preview' + (kind === 'function-plot' ? ' function-plot-preview' : '')
   container.id = `editor-mermaid-preview-${++previewId}`
   envelope.dataset.previewId = container.id
   container.setAttribute('aria-live', 'polite')
@@ -27,8 +28,11 @@ export function createMermaidPreview(source: string, dark: boolean, applyPreview
       applyPreview(envelope.cloneNode(true) as HTMLElement)
     }
   }
-  void renderMermaid(source, { theme: dark ? 'dark' : 'light' }).then(result => {
-    if (result.warnings.length) {
+  void (kind === 'function-plot' ? new Promise<void>(resolve => setTimeout(resolve, 180)) : Promise.resolve()).then<{ svg: string; warnings: string[] }>(() => {
+    if (kind === 'function-plot' && !document.getElementById(container.id)) throw new Error('stale preview')
+    return kind === 'function-plot' ? renderFunctionPlot(source, themeId) : renderMermaid(source, { theme: dark ? 'dark' : 'light' })
+  }).then(result => {
+    if (result.warnings.length && (kind === 'mermaid' || !result.svg)) {
       container.classList.add('has-error')
       container.textContent = `${t('图表语法有误，可点击编辑修改：', 'Diagram syntax error. Choose Edit to fix:')} ${result.warnings.join('\n')}`
       void publish()
@@ -37,6 +41,7 @@ export function createMermaidPreview(source: string, dark: boolean, applyPreview
     // Mermaid runs in strict mode; Milkdown sanitizes the preview before insertion.
     container.innerHTML = result.svg
     appendDiagramControls(container)
+    if (result.warnings.length) { const warning = document.createElement('p'); warning.textContent = result.warnings.join('\n'); warning.setAttribute('role', 'status'); container.append(warning) }
     void publish()
   }).catch(() => {
     container.textContent = t('图表渲染失败，请点击编辑检查源码。', 'Unable to render diagram. Choose Edit to inspect the source.')
diff --git a/frontend/src/features/editor/shikiCodeMirror.spec.ts b/frontend/src/features/editor/shikiCodeMirror.spec.ts
index 3100cb0..02ac3c3 100644
--- a/frontend/src/features/editor/shikiCodeMirror.spec.ts
+++ b/frontend/src/features/editor/shikiCodeMirror.spec.ts
@@ -69,7 +69,7 @@ it('offers fenced-code aliases and retains the LaTeX selector', () => {
 
 it('offers every bundled Shiki language and alias', () => {
   const languages = shikiLanguages('github-light')
-  expect(languages).toHaveLength(bundledLanguagesInfo.length + 1)
+  expect(languages).toHaveLength(bundledLanguagesInfo.length + 2)
   for (const info of bundledLanguagesInfo) {
     const language = languages.find(item => item.alias.includes(info.id))!
     expect(language, info.id).toBeDefined()
diff --git a/frontend/src/features/editor/shikiCodeMirror.ts b/frontend/src/features/editor/shikiCodeMirror.ts
index 292d7a5..83e7f9e 100644
--- a/frontend/src/features/editor/shikiCodeMirror.ts
+++ b/frontend/src/features/editor/shikiCodeMirror.ts
@@ -60,6 +60,7 @@ export async function shikiLanguage(language: string, theme: CodeTheme): Promise
 
 export function shikiLanguages(theme: CodeTheme): LanguageDescription[] {
   return [
+    LanguageDescription.of({ name: 'function-plot', alias: ['Function Plot'], load: () => shikiLanguage('text', theme) }),
     ...bundledLanguagesInfo.map(info => LanguageDescription.of({
       name: info.id,
       alias: [info.name, ...(info.aliases ?? [])],
diff --git a/frontend/src/router/index.ts b/frontend/src/router/index.ts
index d5655fb..b583e97 100644
--- a/frontend/src/router/index.ts
+++ b/frontend/src/router/index.ts
@@ -3,6 +3,7 @@ import { useWorkspaceStore } from '@/stores/workspace'
 import { t } from '@/i18n'
 
 const routes = [
+  { path: '/benchmarks', name: 'benchmarks', component: () => import('@/features/benchmarks/BenchmarkView.vue'), meta: { title: 'Benchmark' } },
   { path: '/logs', name: 'logs', component: () => import('@/features/logs/LogsView.vue'), meta: { title: '运行日志' } },
   { path: '/media', name: 'media', component: () => import('@/features/media/MediaView.vue'), meta: { title: '音视频转写', requiresVault: true } },
   {
@@ -80,7 +81,10 @@ const router = createRouter({
 
 router.beforeEach((to) => {
   const workspaceStore = useWorkspaceStore()
-  if (to.meta.requiresVault && !workspaceStore.hasVault) {
+  // A benchmark can run without the workspace UI being open. Its persisted Trace
+  // and permission tickets must remain reachable from the report page.
+  const existingAgentRun = to.name === 'agent' && Boolean(to.params.runId)
+  if (to.meta.requiresVault && !workspaceStore.hasVault && !existingAgentRun) {
     return { path: '/' }
   }
   if (to.path === '/' && workspaceStore.hasVault) {
diff --git a/frontend/src/services/benchmarkService.ts b/frontend/src/services/benchmarkService.ts
new file mode 100644
index 0000000..cdf66ad
--- /dev/null
+++ b/frontend/src/services/benchmarkService.ts
@@ -0,0 +1,14 @@
+import { apiClient } from './apiClient'
+interface RunWire { run_id: string; kind: 'rag' | 'agent'; dataset_id: string; status: string; progress: number | null; config_snapshot: Record<string, unknown>; error_code: string | null }
+export interface BenchmarkRun { id: string; kind: 'rag' | 'agent'; datasetId: string; status: string; progress: number | null; agentId?: string; errorCode: string | null }
+const map = (r: RunWire): BenchmarkRun => ({ id: r.run_id, kind: r.kind, datasetId: r.dataset_id, status: r.status, progress: r.progress, agentId: r.config_snapshot.active_agent_run_id as string | undefined, errorCode: r.error_code })
+export const benchmarkService = {
+  async datasets(kind: 'rag' | 'agent') {
+    const r = await apiClient.get<{ items: { dataset_id: string; description: string; case_count: number }[] }>('/api/benchmarks/datasets', { params: { kind } })
+    return r.items.map(d => ({ id: d.dataset_id, description: d.description, cases: d.case_count }))
+  },
+  async list() { return (await apiClient.get<{ items: RunWire[] }>('/api/benchmarks/runs')).items.map(map) },
+  async start(kind: 'rag' | 'agent', body: object) { return map(await apiClient.post<RunWire>(`/api/benchmarks/${kind}/runs`, body)) },
+  cancel(id: string) { return apiClient.post(`/api/benchmarks/runs/${encodeURIComponent(id)}/cancel`) },
+  report(id: string) { return apiClient.get<{ metrics: Record<string, unknown>; cases: unknown[]; config_snapshot: Record<string, unknown> }>(`/api/benchmarks/runs/${encodeURIComponent(id)}/report`) },
+}
diff --git a/frontend/src/services/exportService.spec.ts b/frontend/src/services/exportService.spec.ts
new file mode 100644
index 0000000..8121e47
--- /dev/null
+++ b/frontend/src/services/exportService.spec.ts
@@ -0,0 +1,18 @@
+import {describe,it,expect,vi} from 'vitest'
+vi.mock('./apiClient',()=>({apiClient:{post:vi.fn(),get:vi.fn()}}))
+import {apiClient} from './apiClient'
+import {exportService} from './exportService'
+describe('export snapshot contract',()=>{
+  it('submits the unsaved Markdown snapshot and maps warnings and filename',async()=>{
+    vi.mocked(apiClient.post).mockResolvedValue({job_id:'job',status:'queued',warnings:['print palette'],file:{file_name:'note.pdf'},error:null})
+    const job=await exportService.create('# unsaved', 'note','pdf',{theme_id:'dark',include_title:true,page_size:'A4'},undefined,'folder/note.md')
+    expect(apiClient.post).toHaveBeenCalledWith('/api/exports',expect.objectContaining({source:{type:'markdown',markdown:'# unsaved',file_path:'folder/note.md'},format:'pdf'}))
+    expect(job.warnings).toEqual(['print palette']);expect(job.fileName).toBe('note.pdf')
+  })
+  it('aborted preparation does not create a backend job',async()=>{
+    vi.mocked(apiClient.post).mockClear()
+    const abort=new AbortController();abort.abort()
+    await expect(exportService.create('snapshot','note','html',{theme_id:'light',include_title:true,page_size:'A4'},abort.signal)).rejects.toThrow()
+    expect(apiClient.post).not.toHaveBeenCalled()
+  })
+})
diff --git a/frontend/src/services/exportService.ts b/frontend/src/services/exportService.ts
new file mode 100644
index 0000000..64dc51f
--- /dev/null
+++ b/frontend/src/services/exportService.ts
@@ -0,0 +1,68 @@
+import { apiClient } from './apiClient'
+import { Marked } from 'marked'
+import { renderMermaid } from './mermaidService'
+
+export type ExportFormat = 'html' | 'pdf' | 'docx'
+interface JobWire {
+  job_id: string; status: 'queued' | 'running' | 'completed' | 'failed' | 'cancelled'
+  warnings: string[]; error: string | null
+  file: { file_name: string; size: number } | null
+}
+export interface ExportJob { id: string; status: JobWire['status']; warnings: string[]; error: string | null; fileName?: string }
+const mapJob = (w: JobWire): ExportJob => ({ id: w.job_id, status: w.status, warnings: w.warnings, error: w.error, fileName: w.file?.file_name })
+export async function rasterize(svg: string, signal?: AbortSignal): Promise<string> {
+  const doc = new DOMParser().parseFromString(svg, 'image/svg+xml')
+  const root = doc.documentElement
+  const box = root.getAttribute('viewBox')?.split(/[ ,]+/).map(Number)
+  const width = box?.[2] || 800, height = box?.[3] || 600
+  if (!Number.isFinite(width + height) || width <= 0 || height <= 0) throw new Error('图表尺寸无效')
+  const scale = Math.min(4, Math.max(2, 1200 / width), Math.sqrt(4_000_000 / (width * height)))
+  root.setAttribute('width', String(Math.floor(width * scale))); root.setAttribute('height', String(Math.floor(height * scale)))
+  root.style.maxWidth = 'none'
+  const data = new XMLSerializer().serializeToString(root)
+  const image = new Image()
+  image.src = `data:image/svg+xml;charset=utf-8,${encodeURIComponent(data)}`
+  await new Promise<void>((resolve, reject) => {
+    const abort = () => reject(new DOMException('Aborted', 'AbortError'))
+    const timer = setTimeout(() => reject(new Error('图表图片解码超时')), 15000)
+    const cleanup = () => { clearTimeout(timer); signal?.removeEventListener('abort', abort) }
+    if (signal?.aborted) { cleanup(); abort(); return }
+    signal?.addEventListener('abort', abort, { once: true })
+    image.decode().then(resolve, reject).finally(cleanup)
+  })
+  const canvas = document.createElement('canvas')
+  canvas.width = Math.floor(width * scale); canvas.height = Math.floor(height * scale)
+  const context = canvas.getContext('2d')!
+  context.fillStyle = '#ffffff'; context.fillRect(0, 0, canvas.width, canvas.height)
+  context.drawImage(image, 0, 0, canvas.width, canvas.height)
+  return canvas.toDataURL('image/png').split(',')[1]!
+}
+export async function hashSource(source: string) {
+  return [...new Uint8Array(await crypto.subtle.digest('SHA-256', new TextEncoder().encode(source.trim())))].map(v => v.toString(16).padStart(2, '0')).join('')
+}
+export const exportService = {
+  async create(markdown: string, title: string, format: ExportFormat, options: { theme_id: string; include_title: boolean; page_size: string }, signal?: AbortSignal, filePath?: string) {
+    const blocks: string[] = []
+    const parser = new Marked()
+    parser.walkTokens(parser.lexer(markdown), token => { if (token.type === 'code' && token.lang === 'mermaid') blocks.push(token.text) })
+    const assets = []
+    for (const source of [...new Set(blocks)]) {
+      signal?.throwIfAborted()
+      if (assets.length >= 16) throw new Error('每次导出最多 16 个 Mermaid 图表')
+      const result = await renderMermaid(source, { mode: 'raster', theme: 'light' })
+      if (result.warnings.length) throw new Error(`Mermaid 无法导出：${result.warnings.join('; ')}`)
+      assets.push({ kind: 'mermaid', source_hash: await hashSource(source), png_base64: await rasterize(result.svg, signal) })
+    }
+    signal?.throwIfAborted()
+    return mapJob(await apiClient.post<JobWire>('/api/exports', { source: { type: 'markdown', markdown, file_path: filePath }, title, format, options, assets }))
+  },
+  async get(id: string) { return mapJob(await apiClient.get<JobWire>(`/api/exports/${encodeURIComponent(id)}`)) },
+  async list() { const response = await apiClient.get<{ items: JobWire[] }>('/api/exports'); return response.items.map(mapJob) },
+  cancel(id: string) { return apiClient.post(`/api/exports/${encodeURIComponent(id)}/cancel`) },
+  async download(job: ExportJob) {
+    const response = await apiClient.get<Response>(`/api/exports/${encodeURIComponent(job.id)}/file`)
+    const url = URL.createObjectURL(await response.blob())
+    const link = document.createElement('a'); link.href = url; link.download = job.fileName ?? 'export'
+    link.click(); setTimeout(() => URL.revokeObjectURL(url), 1000)
+  },
+}
diff --git a/frontend/src/services/functionPlotService.spec.ts b/frontend/src/services/functionPlotService.spec.ts
new file mode 100644
index 0000000..5c5b4f4
--- /dev/null
+++ b/frontend/src/services/functionPlotService.spec.ts
@@ -0,0 +1,22 @@
+// @vitest-environment jsdom
+import { describe,it,expect,vi,beforeEach } from 'vitest'
+vi.mock('./apiClient',()=>({apiClient:{post:vi.fn()}}))
+import { apiClient } from './apiClient'
+import { renderFunctionPlot } from './functionPlotService'
+describe('function plot preview boundary',()=>{
+  beforeEach(()=>vi.clearAllMocks())
+  it('shares requests only for the same source and theme, sanitizes SVG',async()=>{
+    vi.mocked(apiClient.post).mockResolvedValue({result:{content:'<svg onload="alert(1)"><script>alert(2)</script><path d="M0 0L1 1"/></svg>',warnings:[]},diagnostics:[],node_count:3})
+    const a=await renderFunctionPlot('y = x + 100','dark')
+    await renderFunctionPlot('y = x + 100','dark')
+    await renderFunctionPlot('y = x + 100','light')
+    expect(apiClient.post).toHaveBeenCalledTimes(2)
+    expect(a.svg).not.toMatch(/onload|script|alert/)
+  })
+  it('does not cache network failures',async()=>{
+    vi.mocked(apiClient.post).mockRejectedValueOnce(new Error('offline')).mockResolvedValueOnce({result:null,diagnostics:[{message:'bad expression',line:2}],node_count:0})
+    await expect(renderFunctionPlot('bad expression')).rejects.toThrow('offline')
+    const result=await renderFunctionPlot('bad expression')
+    expect(result.svg).toBe('');expect(result.warnings[0]).toContain('2')
+  })
+})
diff --git a/frontend/src/services/functionPlotService.ts b/frontend/src/services/functionPlotService.ts
new file mode 100644
index 0000000..2cc8700
--- /dev/null
+++ b/frontend/src/services/functionPlotService.ts
@@ -0,0 +1,21 @@
+import { apiClient } from './apiClient'
+import DOMPurify from 'dompurify'
+
+interface PlotWire {
+  result: { content: string; width: number; height: number; warnings: string[] } | null
+  diagnostics: { message: string; severity: string; line?: number }[]
+  node_count: number
+}
+const cache = new Map<string, Promise<{ svg: string; warnings: string[]; nodeCount: number }>>()
+export function renderFunctionPlot(source: string, themeId = 'light') {
+  const key = JSON.stringify([source, themeId])
+  if (cache.has(key)) return cache.get(key)!
+  const result = apiClient.post<PlotWire>('/api/plots/function', { source, theme_id: themeId }, { timeoutMs: 30000 }).then(wire => ({
+    svg: DOMPurify.sanitize(wire.result?.content ?? '', { USE_PROFILES: { svg: true } }),
+    warnings: [...wire.diagnostics.map(d => `${d.message}${d.line ? ` (行 ${d.line})` : ''}`), ...(wire.result?.warnings ?? [])],
+    nodeCount: wire.node_count,
+  })).catch(error => { cache.delete(key); throw error })
+  if (cache.size >= 32) cache.delete(cache.keys().next().value!)
+  cache.set(key, result)
+  return result
+}
diff --git a/frontend/src/services/mermaidService.ts b/frontend/src/services/mermaidService.ts
index 81dcc32..fc65f57 100644
--- a/frontend/src/services/mermaidService.ts
+++ b/frontend/src/services/mermaidService.ts
@@ -8,8 +8,8 @@ function loadMermaid() {
 import { computed } from 'vue'
 import { useThemeStore } from '@/stores/theme'
 
-export function mermaidThemeVariables(dark: boolean) {
-  const style = typeof document === 'undefined' ? null : getComputedStyle(document.documentElement)
+export function mermaidThemeVariables(dark: boolean, useDocument = true) {
+  const style = !useDocument || typeof document === 'undefined' ? null : getComputedStyle(document.documentElement)
   const color = (name: string, fallback: string) => style?.getPropertyValue(`--color-${name}`).trim() || fallback
   const text = color('text-primary', dark ? '#e6edf3' : '#1f2328')
   const border = color('border-default', dark ? '#484f58' : '#d0d7de')
@@ -29,15 +29,15 @@ export function mermaidThemeVariables(dark: boolean) {
   }
 }
 
-async function ensureInitialized(theme: 'light' | 'dark') {
+async function ensureInitialized(theme: 'light' | 'dark', raster = false) {
     const mermaid = await loadMermaid()
     mermaid.initialize({
       startOnLoad: false,
       theme: 'base',
-      themeVariables: mermaidThemeVariables(theme === 'dark'),
+      themeVariables: mermaidThemeVariables(theme === 'dark', !raster),
       securityLevel: 'strict',
-      fontFamily: 'var(--font-ui-sans)',
-      flowchart: { useMaxWidth: true, htmlLabels: true },
+      fontFamily: raster ? 'Arial, Microsoft YaHei, sans-serif' : 'var(--font-ui-sans)',
+      flowchart: { useMaxWidth: true, htmlLabels: !raster },
       sequence: { useMaxWidth: true },
       gantt: { useMaxWidth: true },
     })
@@ -65,18 +65,18 @@ export interface MermaidParseError {
 
 let renderCounter = 0
 
-export function renderMermaid(source: string, options: { theme?: 'light' | 'dark'; mode?: 'interactive' | 'static' } = {}): Promise<MermaidRenderResult> {
+export function renderMermaid(source: string, options: { theme?: 'light' | 'dark'; mode?: 'interactive' | 'static' | 'raster' } = {}): Promise<MermaidRenderResult> {
   return serialized(() => renderMermaidNow(source, options))
 }
 
 async function renderMermaidNow(
   source: string,
-  options: { theme?: 'light' | 'dark'; mode?: 'interactive' | 'static' } = {}
+  options: { theme?: 'light' | 'dark'; mode?: 'interactive' | 'static' | 'raster' } = {}
 ): Promise<MermaidRenderResult> {
   const theme = options.theme ?? 'light'
   const id = `mermaid-${Date.now()}-${++renderCounter}`
   try {
-    const mermaid = await ensureInitialized(theme)
+    const mermaid = await ensureInitialized(theme, options.mode === 'raster')
     const result = await mermaid.render(id, source)
     const parser = new DOMParser()
     const doc = parser.parseFromString(result.svg, 'image/svg+xml')
diff --git a/frontend/src/styles/tokens.css b/frontend/src/styles/tokens.css
index 5dee836..25a94f6 100644
--- a/frontend/src/styles/tokens.css
+++ b/frontend/src/styles/tokens.css
@@ -375,3 +375,41 @@ ol {
   --color-border-focus: #8a5b32;
   --color-border-disabled: #eadfc4;
 }
+
+/* Function plot tokens inherit all installed themes, including custom packages. */
+:root {
+  --color-plot-background: var(--color-surface-primary);
+  --color-plot-text: var(--color-text-primary);
+  --color-plot-axis: var(--color-text-secondary);
+  --color-plot-grid: var(--color-border-default);
+  --color-plot-curve-0: #0969da;
+  --color-plot-curve-1: #d1242f;
+  --color-plot-curve-2: #1a7f37;
+  --color-plot-curve-3: #8250df;
+  --color-plot-curve-4: #9a6700;
+  --color-plot-curve-5: #bc4c00;
+}
+[data-theme='dark'], [data-theme='midnight-purple'] {
+  --color-plot-curve-0: #79c0ff;
+  --color-plot-curve-1: #ff9b9b;
+  --color-plot-curve-2: #7ee787;
+  --color-plot-curve-3: #d2a8ff;
+  --color-plot-curve-4: #f2cc60;
+  --color-plot-curve-5: #ffa657;
+}
+.function-plot-svg > rect:first-child { fill: var(--color-plot-background); }
+.function-plot-svg .plot-grid { stroke: var(--color-plot-grid); }
+.function-plot-svg .plot-axis { stroke: var(--color-plot-axis); }
+.function-plot-svg text { fill: var(--color-plot-text); }
+.function-plot-svg .plot-curve-0 { stroke: var(--color-plot-curve-0); }
+.function-plot-svg .plot-legend-0 { fill: var(--color-plot-curve-0); }
+.function-plot-svg .plot-curve-1 { stroke: var(--color-plot-curve-1); }
+.function-plot-svg .plot-legend-1 { fill: var(--color-plot-curve-1); }
+.function-plot-svg .plot-curve-2 { stroke: var(--color-plot-curve-2); }
+.function-plot-svg .plot-legend-2 { fill: var(--color-plot-curve-2); }
+.function-plot-svg .plot-curve-3 { stroke: var(--color-plot-curve-3); }
+.function-plot-svg .plot-legend-3 { fill: var(--color-plot-curve-3); }
+.function-plot-svg .plot-curve-4 { stroke: var(--color-plot-curve-4); }
+.function-plot-svg .plot-legend-4 { fill: var(--color-plot-curve-4); }
+.function-plot-svg .plot-curve-5 { stroke: var(--color-plot-curve-5); }
+.function-plot-svg .plot-legend-5 { fill: var(--color-plot-curve-5); }
diff --git a/frontend/src/utils/markdown.ts b/frontend/src/utils/markdown.ts
index 64ca89b..fc6b11b 100644
--- a/frontend/src/utils/markdown.ts
+++ b/frontend/src/utils/markdown.ts
@@ -1,3 +1,4 @@
+import { renderFunctionPlot } from '@/services/functionPlotService'
 import DOMPurify from 'dompurify'
 import { Marked } from 'marked'
 import { defaultMarkdownPreferences, type MarkdownPreferences } from '@/stores/markdownPreferences'
@@ -125,7 +126,7 @@ export async function getCodeTokenizer(theme: 'github-light' | 'github-dark', re
   }
 }
 
-export async function renderMarkdown(source: string, options?: { theme?: 'light' | 'dark'; preferences?: MarkdownPreferences; citationNumbers?: number[]; citationAliases?: Record<string, number> }): Promise<string> {
+export async function renderMarkdown(source: string, options?: { themeId?: string; theme?: 'light' | 'dark'; preferences?: MarkdownPreferences; citationNumbers?: number[]; citationAliases?: Record<string, number> }): Promise<string> {
   const preferences = options?.preferences ?? defaultMarkdownPreferences
   const marked = createMarkdownParser(preferences)
   const citations = new Set(options?.citationNumbers ?? [])
@@ -141,12 +142,12 @@ export async function renderMarkdown(source: string, options?: { theme?: 'light'
   const html = marked.parse(source, { async: false }) as string
   const documentNode = new DOMParser().parseFromString(`<body>${html}</body>`, 'text/html')
 
-  const mermaidBlocks: { pre: Element; source: string }[] = []
+  const mermaidBlocks: { pre: Element; source: string; kind: string }[] = []
 
   for (const code of documentNode.querySelectorAll('pre > code')) {
     const requestedLanguage = [...code.classList].find((name) => name.startsWith('language-'))?.slice(9) || 'text'
-    if (requestedLanguage === 'mermaid' && preferences.diagrams) {
-      mermaidBlocks.push({ pre: code.parentElement!, source: code.textContent ?? '' })
+    if (['mermaid', 'function-plot'].includes(requestedLanguage) && preferences.diagrams) {
+      mermaidBlocks.push({ pre: code.parentElement!, source: code.textContent ?? '', kind: requestedLanguage })
       continue
     }
     if (requestedLanguage.toLowerCase() === 'latex' && preferences.math) {
@@ -168,19 +169,23 @@ export async function renderMarkdown(source: string, options?: { theme?: 'light'
     code.parentElement?.replaceWith(wrapper)
   }
 
-  for (const { pre, source } of mermaidBlocks) {
+  let plotCount = 0, plotNodes = 0
+  for (const { pre, source, kind } of mermaidBlocks) {
     try {
-      const result = await renderMermaid(source, { theme: options?.theme, mode: 'static' })
+      if (kind === 'function-plot' && ++plotCount > 16) throw new Error('函数图像数量超过 16')
+      const result = kind === 'function-plot' ? await renderFunctionPlot(source, options?.themeId) : await renderMermaid(source, { theme: options?.theme, mode: 'static' })
+      if ('nodeCount' in result && (plotNodes += result.nodeCount) > 8000) throw new Error('函数图像累计复杂度超过 8000')
       const container = document.createElement('div')
-      container.className = 'markdown-mermaid'
+      container.className = 'markdown-mermaid' + (kind === 'function-plot' ? ' markdown-function-plot' : '')
       container.innerHTML = result.svg
-      appendCodeToolbar(container, 'mermaid', source, true)
-      if (!result.warnings.length) appendDiagramControls(container)
+      appendCodeToolbar(container, kind, source, true)
+      if (result.warnings.length) { const message = document.createElement('p'); message.textContent = result.warnings.join('\n'); message.setAttribute('role', 'status'); container.append(message) }
+      if (!result.warnings.length || (kind === 'function-plot' && result.svg)) appendDiagramControls(container)
       pre.replaceWith(container)
-    } catch {
+    } catch (error) {
       const fallback = document.createElement('pre')
       fallback.className = 'mermaid-error'
-      fallback.textContent = source
+      fallback.textContent = `${error instanceof Error ? error.message : '图表渲染失败'}\n${source}`
       pre.replaceWith(fallback)
     }
   }
diff --git a/frontend/tests/visual/mermaid-matrix.html b/frontend/tests/visual/mermaid-matrix.html
index ddfd2f6..a55977c 100644
--- a/frontend/tests/visual/mermaid-matrix.html
+++ b/frontend/tests/visual/mermaid-matrix.html
@@ -15,6 +15,19 @@ const fixtures = {
 };
 const allThemes = [{theme_id:'light',is_dark:false},{theme_id:'dark',is_dark:true},{theme_id:'sepia',is_dark:false},...mockCommunityThemes];
 const requested = new URLSearchParams(location.search).get('theme');
+if (!requested) {
+  const results=[];
+  for (const theme of allThemes) {
+    const frame=document.createElement('iframe');
+    frame.title=theme.theme_id; frame.style.cssText='width:100%;height:900px;border:0';
+    frame.src='?theme='+encodeURIComponent(theme.theme_id); document.querySelector('#results').append(frame);
+    await new Promise(resolve=>frame.onload=resolve);
+    while(frame.contentDocument.documentElement.dataset.complete!=='true') await new Promise(resolve=>setTimeout(resolve,100));
+    results.push(...JSON.parse(frame.contentDocument.querySelector('#status').textContent).results);
+  }
+  document.querySelector('#status').textContent=JSON.stringify({passed:results.filter(r=>r.passed).length,total:results.length,results});
+  document.documentElement.dataset.complete='true';
+} else {
 const themes = requested ? allThemes.filter(t=>t.theme_id===requested) : allThemes;
 const style = document.createElement('style'); document.head.append(style);
 const results = [];
@@ -35,4 +48,5 @@ for (const theme of themes) {
 }
 document.querySelector('#status').textContent=JSON.stringify({passed:results.filter(r=>r.passed).length,total:results.length,results});
 document.documentElement.dataset.complete='true';
+}
 </script></body></html>
diff --git a/frontend/tests/visual/phase2.html b/frontend/tests/visual/phase2.html
new file mode 100644
index 0000000..182359e
--- /dev/null
+++ b/frontend/tests/visual/phase2.html
@@ -0,0 +1,20 @@
+<!doctype html><html><head><meta charset="utf-8"><meta name="viewport" content="width=device-width,initial-scale=1"><title>Phase 2 interaction acceptance</title></head><body><div id="app"></div>
+<script type="module">
+import {createApp,h} from 'vue'; import {createPinia,setActivePinia} from 'pinia';
+import {useSettingsStore} from '/src/stores/settings.ts';
+import {useThemeStore} from '/src/stores/theme.ts'; import {useEditorStore} from '/src/stores/editor.ts';
+import {mockCommunityThemes} from '/src/services/themePackageService.ts';
+import EditorHeader from '/src/features/editor/EditorHeader.vue'; import EditorPane from '/src/features/editor/EditorPane.vue';
+import MarkdownContent from '/src/components/common/MarkdownContent.vue';
+import '/src/styles/tokens.css'; import '/src/styles/features.css';
+const pinia=createPinia();setActivePinia(pinia);
+const theme=useThemeStore(); await theme.loadCustomThemes();
+const id=new URLSearchParams(location.search).get('theme')||'light';
+if(mockCommunityThemes.some(t=>t.theme_id===id)) await theme.installCommunityTheme(id);
+theme.applyTheme(id,{persist:false});
+useSettingsStore().autoSaveInterval=3600000;
+const editor=useEditorStore();
+editor.content='# 第二阶段图表与导出\n\n未保存快照 PHASE2-SNAPSHOT\n\n```function-plot\ndomain: -4, 4\ny = x^2\ny = sin(x)\n```\n\n```mermaid\nflowchart LR\n A[笔记] --> B[导出]\n```\n\n公式：$x^2 + y^2 = 1$。';
+editor.currentFilePath='phase2-demo.md';
+createApp({render:()=>h('main',{},[h('h1',{},id),h('button',{onClick:()=>theme.applyTheme(theme.currentThemeId==='dark'?'light':'dark',{persist:false})},'测试切换主题'),h(EditorHeader),h('div',{style:'height:650px;display:flex'},[h(EditorPane)]),h('h2',{},'只读 / AI 共用预览'),h(MarkdownContent,{source:editor.content})])}).use(pinia).mount('#app');
+</script><style>body{height:auto!important;overflow:auto!important;margin:0;padding:16px;background:var(--color-background-primary);color:var(--color-text-primary);font-family:Arial,'Microsoft YaHei',sans-serif}main{max-width:1050px;margin:auto}button,select,input{font:inherit;color:inherit;background:var(--color-surface-primary);border:1px solid var(--color-border-default);border-radius:4px;padding:5px}button{cursor:pointer}svg{max-width:100%}</style></body></html>
diff --git a/frontend/vite.config.ts b/frontend/vite.config.ts
index 0c13b75..8cbae8b 100644
--- a/frontend/vite.config.ts
+++ b/frontend/vite.config.ts
@@ -17,6 +17,7 @@ function mathChunk(module: string) {
 export default defineConfig({
   plugins: [vue()],
   resolve: {
+    dedupe: ['katex'],
     alias: {
       '@': path.resolve(__dirname, 'src'),
     },
@@ -42,8 +43,8 @@ export default defineConfig({
     host: '127.0.0.1',
     port: 5173,
     proxy: {
-      '/api': 'http://127.0.0.1:8000',
-      '/health': 'http://127.0.0.1:8000',
+      '/api': process.env.NOTES_API_TARGET ?? 'http://127.0.0.1:8000',
+      '/health': process.env.NOTES_API_TARGET ?? 'http://127.0.0.1:8000',
     },
   },
 })