审查完毕。3 个模型参与(claude-3-5-sonnet, gpt-4o, gpt-4o-mini),2 个区域存在争议。以下是我们确认的内容以及我们不确定的内容。最终结论:REJECT,置信度 32/100。
2
Confident Areas
2
Disputed Areas
0
Uncertain Areas
3
Models Used
0 Confidence: 32 / 100 100

Findings (4)

CRITICAL ✓ Confident
src/login.py:42 · Source: arbiter_1
SQL injection vulnerability: user input directly concatenated into query string without parameterization
query = "SELECT * FROM users WHERE name = '" + username + "'"
HIGH ✓ Confident
src/login.py:87 · Source: arbiter_2
Password logged in plaintext to application log
logger.info(f"User {username} authenticated with password {password}")
MEDIUM ⚠ Disputed
src/session.py:23 · Source: opponent
Session token lacks HttpOnly flag, vulnerable to XSS-based theft
Set-Cookie: session_id=abc123; Path=/

Model Votes on This Finding

gpt-4o
claude-3-5-sonnet
gpt-4o-mini
分歧点:

gpt-4o (Primary Auditor): Missing input validation on username field; claude-3-5-sonnet (Secondary Auditor): XSS risk in session cookie; gpt-4o-mini (Opposition): considers HttpOnly flag not strictly required for internal APIs

LOW ⚠ Disputed
src/login.py:15 · Source: arbiter_1
Hardcoded timeout value (300s) without configuration option
TIMEOUT = 300 # seconds

Model Votes on This Finding

gpt-4o
claude-3-5-sonnet
gpt-4o-mini
分歧点:

gpt-4o: Hardcoded values reduce flexibility; claude-3-5-sonnet: 300s timeout is reasonable default; gpt-4o-mini: not a security issue, just code style

Risks (4)

CRITICAL
[security] SQL injection in login handler
Mitigation: Use parameterized queries
HIGH
[security] Plaintext password logging
Mitigation: Remove sensitive data from log statements
MEDIUM
[security] Missing HttpOnly on session cookie
Mitigation: Set HttpOnly=True
LOW
[performance] Hardcoded timeout limits scalability
Mitigation: Make timeout configurable via env var

Arbiter Votes (3)

Role Model Verdict Score Issues
Primary Auditor gpt-4o [FAIL] 42
  • SQL injection at line 42
  • Plaintext password in logs
  • Missing HttpOnly flag on session cookie
  • Hardcoded timeout value
Secondary Auditor claude-3-5-sonnet [FAIL] 38
  • Missing input validation on username field
  • XSS risk in session cookie
  • SQL injection vulnerability
Opposition (成本优化) gpt-4o-mini [PASS] 75

Uncertainty — What We Cannot Confirm (2)

MEDIUM ✗ Uncertain
Race condition in session renewal
Reason: Arbiters disagree: one flags it, one considers it mitigated by DB transaction
Suggestion: Manual review of src/session.py:55-72 recommended
HIGH ✗ Uncertain
CSRF protection completeness
Reason: Adversarial test coverage incomplete — only 2 of 5 attack vectors covered
Suggestion: Expand adversarial test suite for CSRF scenarios

Evidence Chain

SHA-256: a1b2c3d4e5f6a7b8c9d0e1f2... Full Audit Trail
Full Hash
a1b2c3d4e5f6a7b8c9d0e1f2a3b4c5d6a7b8c9d0e1f2a3b4c5d6e7f8a9b0c1d2
Algorithm
sha256
Timestamp
2026-05-23T14:30:00.000000+00:00
Isolation Level
full
requirement_length
156
output_length
2048
arbiter_count
3
Audit Cost Details
Model Provider Prompt Tokens Completion Tokens Cost (USD)
gpt-4o openai 1240 380 $0.0069
claude-3-5-sonnet anthropic 1180 420 $0.0098
gpt-4o-mini openai 960 150 $0.0002

Total: $0.0170  Full audit estimate (all top-tier): $0.0420  Cache hit rate: 23%, saved ~$0.0030

Audit Log (9 steps)

> → 加载模型配置 (brain1=gpt-4o, brain2=claude-3-5-sonnet)
> → 交叉审查中 (3 位审查员)...
> → 反例攻防测试...
> 生成 5 个反例
> → 不确定性计算...
> 不确定性: 2 项
> 结论: reject | 置信度: 32.5
> → 证据链打包
> 证据链: a1b2c3d4e5f6a7b8...