Case op04 · evaluated model GLM51 · judges ClaudeAI, GeminiAI, OpenAI

Selection reason: stratified_random

Understanding point

Blowfish
Code snippet · op04/code1.txt
cipher *__userpurge mlw_decrypt_payload_with_block_cipher@<eax>(
        DWORD *a1@<eax>,
        cipher *cipher,
        BYTE *key,
        size_t keyLen)
{
  int m; // ebx MAPDST
  DWORD *s; // ecx
  _DWORD *srcForS; // eax
  char *keyPtr; // ecx
  int k; // eax
  int n; // esi MAPDST
  DWORD *p; // edi MAPDST
  unsigned int i; // ebx
  int j; // ebx
  unsigned int blockdata_1_; // ecx MAPDST
  char keyCopy[56]; // [esp+10h] [ebp-4Ch] BYREF
  unsigned int blockdata[2]; // [esp+48h] [ebp-14h] BYREF
  DWORD *(*S)[256]; // [esp+50h] [ebp-Ch]
  DWORD *P; // [esp+54h] [ebp-8h]
  int remaining; // [esp+68h] [ebp+Ch]
  int BoxesLeft; // [esp+68h] [ebp+Ch]
  DWORD *(*BoxPtr)[256]; // [esp+6Ch] [ebp+10h]

  cipher->unknown_field_0 = *a1;
  cipher->unknown_field_4 = a1[1];
  cipher->unknown_field_8 = *a1;
  cipher->unknown_field_C = a1[1];

  S = (DWORD *(*)[256])cipher->S;
  memset(cipher->S, 0, sizeof(cipher->S));

  if ( keyLen )
  {
    if ( keyLen > 56 )
      keyLen = 56;
  }
  else
  {
    keyLen = 1;
  }

  m = 0;
  memcpy(keyCopy, key, keyLen);
  P = cipher->P;
  qmemcpy(cipher->P, &HARDCODED_BUFFER_72, sizeof(cipher->P));

  s = (DWORD *)S;
  srcForS = &C2_RESPONSE_PAYLOAD;


  n = 4;
  do
  {
    m = 256;
    do
    {
      *s++ = *srcForS++ ^ 0xB103F154;
      --m;
    }
    while ( m );
    --n;
  }
  while ( n );

  p = P;
  keyPtr = keyCopy;
  remaining = 18;
  do
  {
    k = 0;
    n = 4;
    do
    {
      ++m;
      --n;
      k = (unsigned __int8)*keyPtr++ | (k << 8);
      if ( m == keyLen )
      {
        m = 0;
        keyPtr = keyCopy;
      }
    }
    while ( n );
    *p++ ^= k ^ 0xB103F154;
    --remaining;
  }
  while ( remaining );

  p = P;

  blockdata[0] = 0;
  blockdata[1] = 0;
  // initialize P array using the key
  for ( i = 0; i < 18; i += 2 )
  {
    blowfish::round(cipher, blockdata);
    blockdata_1_ = blockdata[1];
    *p = blockdata[0];
    p[1] = blockdata_1_;
    p += 2;
  }

  BoxPtr = S;
  BoxesLeft = 4;
  do
  {
    p = (DWORD *)BoxPtr;
    for ( j = 0; j < 256; j += 2 )
    {
      blowfish::round(cipher, blockdata);
      blockdata_1_ = blockdata[1];
      *p = blockdata[0];
      p[1] = blockdata_1_;
      p += 2;
    }
    ++BoxPtr;
    --BoxesLeft;
  }
  while ( BoxesLeft );

  return cipher;
}
Evaluated model output (what the LLM said about the code) · op04/result_GLM511.txt
# Static Analysis Report: `mlw_decrypt_payload_with_block_cipher`

## 1. Functionality Description

This function implements the **key schedule (initialization)** of a block cipher structure. Specifically, it:

1. **Initializes cipher state** from input `a1` (copies 4 DWORDs into the cipher header fields)
2. **Validates/clamps key length** to 1–56 bytes (56 being the Blowfish maximum)
3. **Loads obfuscated constants** — copies a hardcoded P-array buffer and XORs both P-array and S-box data with the constant `0xB103F154`
4. **XORs P-array with key material** — cycles through key bytes in big-endian order, XORing each P entry with the key word XOR'd against `0xB103F154`
5. **Runs the Blowfish key expansion** — starting from an all-zero block `{0, 0}`, repeatedly encrypts through `blowfish::round` to replace:
   - All 18 P-array entries (in pairs)
   - All 4 × 256 S-box entries (in pairs)

---

## 2. Well-Known Algorithm Identification

**Algorithm: Blowfish (Bruce Schneier, 1993)**

| Feature | Code Evidence | Blowfish Spec |
|---|---|---|
| P-array size | 18 entries (`remaining = 18`) | 18 DWORDs |
| S-box count & size | 4 boxes × 256 entries (`BoxesLeft = 4`, `j < 256`) | 4 boxes × 256 DWORDs |
| Max key length | Capped at 56 bytes | 56 bytes (448 bits) |
| Key cycling | Big-endian byte packing: `(uint8)*keyPtr++ \| (k << 8)` | Standard Blowfish key cycling |
| Key expansion pattern | Encrypt all-zero block → replace P, then S entries in order | Exact Blowfish spec |

---

## 3. Indicators of Compromise (IOCs)

| Type | Value | Notes |
|---|---|---|
| **XOR/Obfuscation constant** | `0xB103F154` | Used to deobfuscate Blowfish π-derived constants |
| **Global symbol** | `C2_RESPONSE_PAYLOAD` | Symbol name reveals C2 communication purpose; contains obfuscated S-box initial data |
| **Global symbol** | `HARDCODED_BUFFER_72` | Contains obfuscated P-array initial values (72 bytes = 18 DWORDs) |
| **Function name** | `mlw_decrypt_payload_with_block_cipher` | Naming convention suggests malware framework function |

---

## 4. MITRE ATT&CK Mapping

| Technique ID | Technique Name | Evidence & Justification |
|---|---|---|
| **T1573.001** | Encrypted Channel: Symmetric Cryptography | The function initializes a Blowfish symmetric cipher, and the symbol `C2_RESPONSE_PAYLOAD` directly indicates this is used to decrypt C2 server responses. Blowfish is the symmetric algorithm. |
| **T1140** | Deobfuscate/Decode Files or Information | The function actively decrypts/deobfuscates a payload. The XOR with `0xB103F154` deobfuscates embedded constants, and the full Blowfish key schedule prepares decryption of C2 data. |
| **T1027** | Obfuscated Files or Information | Blowfish constants (hex digits of π) are stored XOR'd with `0xB103F154` to prevent signature-based detection of standard Blowfish lookup tables in the binary. |
| **T1027.009** | Embedded Payloads | The payload data is embedded within the binary (referenced via `C2_RESPONSE_PAYLOAD` and `HARDCODED_BUFFER_72`), encrypted/obfuscated and decoded at runtime. |

---

## 5. Obfuscation & Evasion Techniques

### XOR Constant Obfuscation of Blowfish Constants
- **Observed fact**: Both the P-array (`HARDCODED_BUFFER_72`) and S-box data (`C2_RESPONSE_PAYLOAD`) are XOR'd with `0xB103F154` at runtime.
- **Inferred purpose**: The standard Blowfish initialization constants are the hexadecimal digits of π, which are well-known and easily signatured by AV/EDR. By storing them XOR'd with `0xB103F154`, the raw binary contains no recognizable Blowfish constants, defeating static signature detection.

### Symbol Naming Convention
- **Observed fact**: The `C2_RESPONSE_PAYLOAD` symbol name directly references C2 infrastructure.
- **Inferred purpose**: This may be a debug symbol left in a development build, or it could indicate the malware framework uses descriptive internal naming. The name itself is an operational security failure if left in production binaries.

---

## 6. Facts vs. Inferences

| Category | Statement |
|---|---|
| **Observed Fact** | The code implements a Blowfish key schedule with 18 P entries and 4×256 S-box entries |
| **Observed Fact** | Key length is clamped to max 56 bytes |
| **Observed Fact** | All constant tables are XOR'd with `0xB103F154` |
| **Observed Fact** | The global symbol `C2_RESPONSE_PAYLOAD` supplies S-box data |
| **Observed Fact** | The function name contains "decrypt_payload" |
| **Inferred** | The XOR obfuscation is intentionally applied to evade static detection of Blowfish π-constants |
| **Inferred** | This cipher is used for C2 communication decryption (based on symbol name) |
| **Inferred** | The malware receives encrypted payloads from a C2 server and decrypts them using this Blowfish instance |
| **Inferred** | The `a1` parameter likely contains an IV or cipher state from a received C2 message |

LLM judge panel

ClaudeAI judge verdict: satisfiedop04/judge_ClaudeAI_GLM51_up0_1.txt
{
  "understanding_point": "Blowfish",
  "full_evaluation": "The understanding point is simply 'Blowfish', referring to the identification of the Blowfish cipher algorithm. The candidate summary explicitly and repeatedly identifies the algorithm as Blowfish, including a dedicated section 'Algorithm: Blowfish (Bruce Schneier, 1993)' with detailed evidence such as 18 P-array entries, 4x256 S-boxes, 56-byte max key, key cycling, and key expansion pattern. This clearly states the point.",
  "explanation": "The summary explicitly and thoroughly identifies the cipher as Blowfish, with supporting evidence matching the Blowfish specification.",
  "evidence": "**Algorithm: Blowfish (Bruce Schneier, 1993)**",
  "support_strength": 3,
  "satisfied": "true"
}
GeminiAI judge verdict: satisfiedop04/judge_GeminiAI_GLM51_up0_1.txt
{
  "understanding_point": "Blowfish",
  "full_evaluation": "The candidate summary explicitly mentions \"Blowfish\" multiple times throughout the document. It identifies the algorithm as Blowfish in Section 1, Section 2, Section 4, Section 5, and Section 6. For example, it states \"56 being the Blowfish maximum\" for key length, explicitly names the algorithm as \"Blowfish (Bruce Schneier, 1993)\", and discusses \"Blowfish key expansion\" and \"Blowfish symmetric cipher\". There is no ambiguity; the summary clearly and directly states the understanding point.",
  "explanation": "The summary explicitly and repeatedly identifies the cryptographic algorithm as Blowfish, leaving no room for doubt or inference.",
  "evidence": "Algorithm: Blowfish (Bruce Schneier, 1993)",
  "support_strength": 3,
  "satisfied": "true"
}
OpenAI judge verdict: satisfiedop04/judge_OpenAI_GLM51_up0_1.txt
{
  "understanding_point": "Blowfish",
  "full_evaluation": "The candidate summary clearly and repeatedly identifies the algorithm as Blowfish. It states \"Algorithm: Blowfish (Bruce Schneier, 1993)\", describes Blowfish-specific structures such as the 18-entry P-array, 4 × 256 S-boxes, 56-byte maximum key length, and the Blowfish key expansion process, and says the function initializes a Blowfish symmetric cipher. There are no contradictions regarding this point. Because the understanding point is simply \"Blowfish\", the summary directly satisfies it.",
  "explanation": "The summary explicitly identifies the algorithm as Blowfish and provides multiple Blowfish-specific supporting details. This directly satisfies the understanding point.",
  "evidence": "Algorithm: Blowfish (Bruce Schneier, 1993)",
  "support_strength": 3,
  "satisfied": "true"
}

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