Vendor releases 500 driver updates/year
├── 490 are feature/performance/cosmetic changes
├── 8 are minor bug fixes
└── 2 are silent security fixes (no CVE assigned)

Without automation: Manually review 500 to find 2
With AutoPiff:      Review 10 high-scorers to find 2

┌─────────────────────────────────────────────────────────────────┐
│  AutoPiff 自动化的部分                                                   │
│  ├── 找到针："此函数在 ExFreePool 附近发生变更"       │
│  ├── 分类："看起来像释放后使用修复"                    │
│  └── 排序："得分 5.5 - 值得调查"                       │
├─────────────────────────────────────────────────────────────────┤
│ 仍需手动（您的专业判断）                                  │
│  ├── 确认可利用性："我能否实际触发它？"                │
│  ├── 根因分析："为什么存在漏洞？"                       │
│  ├── 漏洞利用开发："如何到达这个汇点？"                │
│  └── 影响评估："现实风险如何？"                         │
└─────────────────────────────────────────────────────────────────┘

graph LR
    sources["WinBIndex<br/>VirusTotal"]:::src --> s0["Stage 0<br/>Monitor"]
    s0 --> s14["Stages 1-4<br/>Patch Differ"]
    s0 --> triage["DriverAtlas<br/>Triage"]:::triage
    s14 --> s5["Stage 5<br/>Reachability"]
    s5 --> s6["Stage 6<br/>Ranking"]
    s6 --> s7["Stage 7<br/>Report"]
    s6 --> s8["Stage 8<br/>Alerter"]
    triage --> alerts["MWDB Tags<br/>+ Alerts"]:::triage

    classDef src fill:#1a1a2e,stroke:#e94560,color:#eee
    classDef triage fill:#1a1a2e,stroke:#e9a345,color:#eee
    classDef default fill:#16213e,stroke:#0f3460,color:#eee

final_score = semantic_score + reachability_bonus + sink_bonus - penalties

git clone https://github.com/splintersfury/AutoPiff.git
cd AutoPiff
docker compose up -d

pip install pyyaml

from services.karton_patch_differ.rule_engine import SemanticRuleEngine

engine = SemanticRuleEngine('rules/semantic_rules.yaml', 'rules/sinks.yaml')
hits = engine.evaluate(func_name, old_code, new_code, diff_lines)

rules:
  - rule_id: my_custom_rule
    category: bounds_check
    confidence: 0.85
    required_signals:
      - sink_group: memory_copy
      - change_type: guard_added
      - guard_kind: length_check
    plain_english_summary: Added length validation before memory copy.

{
  "pairing": {
    "driver_new": {"sha256": "...", "version": "2.0.9.0"},
    "driver_old": {"sha256": "...", "version": "2.0.8.0"},
    "decision": "accept",
    "confidence": 0.95
  },
  "semantic_deltas": {
    "deltas": [
      {
        "function": "HandleIoctl",
        "rule_id": "null_after_free_added",
        "category": "lifetime_fix",
        "confidence": 0.88,
        "sinks": ["pool_free"],
        "final_score": 5.5,
        "why_matters": "Pointer is now set to NULL after freeing memory."
      }
    ],
    "summary": {
      "total_deltas": 1,
      "top_score": 5.5,
      "match_rate": 100.0
    }
  }
}

AutoPiff/
├── Docs/                          # Design docs and specifications
├── ghidra/scripts/                # Ghidra headless scripts
│   └── autopiff_reachability.py   # Reachability BFS + decompilation export
├── rules/
│   ├── semantic_rules.yaml        # 58 detection rules
│   ├── sinks.yaml                 # 50+ dangerous API symbols
│   └── scoring.yaml               # Scoring model configuration
├── schemas/                       # JSON schemas for each stage
├── services/
│   ├── karton-patch-differ/       # Stages 1-4: diffing + semantic analysis
│   ├── karton-reachability/       # Stage 5: call-graph + decompilation
│   ├── karton-ranking/            # Stage 6: scoring
│   ├── karton-report/             # Stage 7: report generation
│   ├── karton-driver-triage/      # DriverAtlas attack surface triage
│   ├── autopiff-alerter/          # Stage 8: Telegram alerts
│   ├── driver-monitor/            # Stage 0: version polling
│   └── dashboard/                 # Web UI
├── tests/unit/                    # 137 unit tests
├── docker-compose.yml
└── README.md

# In driver_analyzer/docker-compose.yml
karton-driver-patch-differ:
  build:
    context: ../AutoPiff
    dockerfile: services/karton-patch-differ/Dockerfile
  volumes:
    - ../AutoPiff/rules:/app/rules:ro