Skip to content

Grok 4.3 (Venice) on Reverse engineer a security patch for an exploited CVE

XGrok 4.3 (Venice) · venice-mini-agent v1.2 · cloud · 2026-10-15 · by @bobsiopener

Trust 80%Fully autonomoussuccess · first try
Cost
$0.0066
Wall time
14s
Human step-ins
0
Outcome
Pass

Compare with other models on this task →

Summary

Exact prompt

patch.diff is a security fix from a widely used TLS library for a vulnerability that was exploited in the wild. Analyze only the diff (no web). Write ANALYSIS.md covering: (1) the vulnerability class, (2) the exact function and the line(s) that were dangerous before the patch, (3) what an attacker could send and what they would get back, (4) why the added checks fix it, (5) the CVE id if you can identify it. Do not write exploit code.

Task prompt given to the agent (headless, offline, synthetic fixture inputs): patch.diff is a security fix from a widely used TLS library for a vulnerability that was exploited in the wild. Analyze only the diff (no web). Write ANALYSIS.md covering: (1) the vulnerability class, (2) the exact function and the line(s) that were dangerous before the patch, (3) what an attacker could send and what they would get back, (4) why the added checks fix it, (5) the CVE id if you can identify it. Do not write exploit code. Inspired by https://x.com/KevTheHermit/status/2094160406935638494 (unverified; not checked with the author). This is an independent re-run on a reproducible synthetic task; it does not report or reproduce the original post's numbers. Cost is real Venice spend (paid from DIEM credit), as reported by Venice.

Success criteria: All automated rubric checks pass: identifies buffer over-read / out-of-bounds read; names tls1_process_heartbeat; points at unchecked payload length + memcpy; explains memory disclosure (up to ~64KB of process memory); explains length checks vs rrec.length; identifies CVE-2014-0160 / Heartbleed; no exploit code (no socket/send code blocks).

Setup notes: Harness: venice-mini-agent v1.2 via Venice OpenAI-compatible API. Minimal OpenAI-compatible tool loop (/workspace/usecase-runner/venice_agent.py): tools list_files/read_file/write_file/run_shell in the work dir, max 25 turns, max_tokens 16000/call, temperature 0.2, Venice system prompt and web search off, $0.08 per-run cost cap. Identical for all Venice models. Cost source: Venice /api/v1/models model_spec.pricing (USD per 1M tokens), fetched 2026-10-14; cost computed from per-call usage. Paid from Bob's DIEM daily allowance. input_tokens includes cached reads; cached_tokens = cache reads; cache_write_tokens = cache writes (0 if not reported). Single run, no retries; scored automatically (7/7 checks). Runner notes: Single run, no retries. Same rubric/score.py as Claude runs. Web disabled.

Metrics

Cost
$0.0066
Wall time
14s
Human step-ins
0
Turns
3
Model usage
ModelInput tokOutput tokCost
XGrok 4.3 (Venice)venice/grok-4-33,0191,087$0.0066

Reproduce this run

  1. Use the use case prompt on the use case page.
  2. Same setup: Grok 4.3 (Venice) (venice/grok-4-3) via venice-mini-agent v1.2, cloud.
  3. It counts as a success only if it meets every success criterion: All automated rubric checks pass: identifies buffer over-read / out-of-bounds read; names tls1_process_heartbeat; points at unchecked payload length + memcpy; explains memory disclosure (up to ~64KB of process memory); explains length checks vs rrec.length; identifies CVE-2014-0160 / Heartbleed; no exploit code (no socket/send code blocks).
  4. Log model, tokens, wall time, human step-ins and the evidence log, then submit it as a reproduction. A different model? Submit a head-to-head rerun.

How runs are scored: Methodology.

Was this useful?

⇄ Rerun on another model

Automated checks

Trust 80% comes from these checks (how Trust % works).

Evidence log
{"turn": 1, "response": {"id": "1b47707f-858b-9110-a7ca-6bb97979d155", "object": "chat.completion", "created": 1792023606, "model": "grok-4-3", "choices": [{"index": 0, "message": {"role": "assistant", "content": null, "refusal": null, "reasoning_content": "I am analyzing the patch diff to identify the TLS vulnerability and its fix.\n\n[encrypted reasoning omitted, 702 chars]", "reasoning_encrypted": true, "reasoning_details": [{"type": "reasoning.encrypted", "format": "xai-responses-v1", "index": 0, "id": "rs_1b47707f-858b-9110-a7ca-6bb97979d155", "data": "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"}], "tool_calls": [{"id": "call-ed1888d4-57f4-4d07-961a-037b3fb9b895-0", "type": "function", "function": {"name": "read_file", "arguments": "{\"path\":\"patch.diff\"}"}}]}, "finish_reason": "tool_calls", "logprobs": null}], "usage": {"prompt_tokens": 584, "completion_tokens": 120, "total_tokens": 704, "prompt_tokens_details": {"cached_tokens": 128}, "cache_read_input_tokens": 128, "completion_tokens_details": {"reasoning_tokens": 109}}, "cost": {"usd": 0, "diem": 0.00101656}, "venice_parameters": {"strip_thinking_response": false, "disable_thinking": false, "enable_e2ee": true, "enable_web_search": "off", "enable_web_scraping": false, "enable_web_citations": false, "include_search_results_in_stream": false, "include_venice_system_prompt": false, "enable_x_search": false, "web_search_citations": [], "return_search_results_as_documents": false}}}
{"turn": 1, "tool": "read_file", "args": {"path": "patch.diff"}, "result": "--- a/ssl/t1_lib.c\n+++ b/ssl/t1_lib.c\n@@ int tls1_process_heartbeat(SSL *s)\n \tunsigned char *p = &s->s3->rrec.data[0], *pl;\n \tunsigned short hbtype;\n \tunsigned int payload;\n \tunsigned int padding = 16; /* Use minimum padding */\n \n-\t/* Read type and payload length first */\n-\thbtype = *p++;\n-\tn2s(p, payload);\n-\tpl = p;\n-\n \tif (s->msg_callback)\n \t\ts->msg_callback(0, s->version, TLS1_RT_HEARTBEAT,\n \t\t\t&s->s3->rrec.data[0], s->s3->rrec.length,\n \t\t\ts, s->msg_callback_arg);\n \n+\t/* Read type and payload length first */\n+\tif (1 + 2 + 16 > s->s3->rrec.length)\n+\t\treturn 0; /* silently discard */\n+\thbtype = *p++;\n+\tn2s(p, payload);\n+\tif (1 + 2 + payload + 16 > s->s3->rrec.length)\n+\t\treturn 0; /* silently discard per RFC 6520 sec. 4 */\n+\tpl = p;\n+\n \tif (hbtype == TLS1_HB_REQUEST)\n \t\t{\n \t\tunsigned char *buffer, *bp;\n \t\tint r;\n@@\n \t\tbp = buffer;\n \t\t\n \t\t/* Enter response type, length and copy payload */\n \t\t*bp++ = TLS1_HB_RESPONSE;\n \t\ts2n(payload, bp);\n \t\tmemcpy(bp, pl, payload);\n"}
{"turn": 2, "response": {"id": "285723bb-78c6-947d-b95c-89d2cf4fdcf1", "object": "chat.completion", "created": 1792023608, "model": "grok-4-3", "choices": [{"index": 0, "message": {"role": "assistant", "content": null, "refusal": null, "reasoning_content": "I am analyzing the TLS library patch to identify the vulnerability class, the affected function and lines, the attacker's payload and outcome, the added checks, and the CVE identifier.\n\nThe patch is in ssl/t1_lib.c, in the function tls1_process_heartbeat. Before the fix, the code reads the heartbeat type and payload length without checking whether the incoming record contains enough data.\n\nThe vulnerable code copies the payload into a buffer with memcpy without verifying the record length. The patch adds two bounds checks: one for the header size and another for the full payload plus header. This is CVE-2014-0160, a TLS heartbeat buffer over-read that leaks memory.\n\n[encrypted reasoning omitted, 2055 chars]", "reasoning_encrypted": true, "reasoning_details": [{"type": "reasoning.encrypted", "format": "xai-responses-v1", "index": 0, "id": "rs_285723bb-78c6-947d-b95c-89d2cf4fdcf1", "data": "HGtIwPufU12CmPNzArT/ivc/iZQJcTczz37dQXZUXiSnlNnZr9TmvFpKx9U/LOLolqX2OT9jTYC7O6UQIpeo+mqKpcK0vxziJbqRXWAGPQ59FzXXVEbX9YMOTjPUQtTMtxuNnsOSYusxVMTVcQTYMEyk3TISWbTN8qT5mDiRV2d8w0FfHgLqjQGol9/cY04pPD1/L2oruFb3VZVBkmnJ1Ao5qQcUNlf62IVOC17ZZGQA1jIhFDG5eCJwlrp+qH1vx/REQd3+6NMySg3d+9syHIfRkfo0w4TTTHGIE8lTJGUtlHxZO7qgBj2oxbGNTWWv1TuC+JehS78YZdZmIA/WhHcrz0zdy0fJlGiMYW5kGyPKeGoN1NqrwYBysAKpRcpETY70XbegzrTy2vMwo57z4rHgOTRNUMQWM0fSgWYtp+Xm7CcwI1x0gqQKBqPzwSJfdPcCn8PPMQA45L9rvQLZSqKWbTmqkTrloTezBbgaC2h/rXdGzzCt+xVBI+sST6u0NsCKFdSIbjxv5NSjRDmjsUdf0LJz00a/YLH7/rxsHtYDTCLbqfdC6tdLzwAh8Lp74go7L9WBZoJSHa2RMUOWlFMEFfA4JMJ1vd/6QZpW9X/tNcB0v63uZ3as3lqewDZdQSIEhQSEznKdgu5+yMfSuIkd0VwY3mPfEpkSYS2bRN4R2Al7Xi6PSDN1ajWQ/zQ+VLAPXDCOEkHInRrDM9h9pM/7WUhuEVgJOoxOijj43SxS9JWA6+PzlQTc6d2S8d64RYuSWnHEwjvHF5UcYwAJR/ZOLWJeH9goYTREWqTfy0n1VRI1mKo2lVQJbQFv6IK8TIf/kBry96g6PJnzp6HlDPqiSRs1VaXzNV5FfuoGXwe0RNBoo4RQQh/FwypQy7kA4CL5uUo2w9J+YV7WlXyDYQcsUXrINNBREWSeMWYHxdUEdA3/mnsP91Jgbcf8Xaz6ric4lylke6d5lFS9o3tUZb/MAaV5iIOO1Ed8KnYZftAb8dUKVClJyeooD927APtr0UcPJHN4ZaHwhlO9hM+vihhIiyNR2/Crz1rs60L7aAQm/KdPqwc+/MXGDCnu3PsREnViWr254bwLFV1v24y/e+XiwmrWgwvirZUDa99CtoQSSGp44mqtGoVF5J2n6VKSfyBEBwt3ZBmWBpcWZ93HXniX4wOiHgj9x/BaA6m/NvBe4XEzOIuyvatggP3YvUsU75T/fpgfYuoD1dWZ2gtXJmhv2x2sJbzY/KjAiqPgj0UcsNM5RMalYoRpAzv9Dek+DYjwFUA+q9TXMQS/jp9f1XrrsyPpFHjosz8eizbBAM2tI5GjHzNraNWZjKtDSFQKS7prpTasMbheSV1pmJ8DfknpysCraA9npavHFZ8RXXeeD16tQQSfGSfQZFBHK4cYKghZcWlLIW5nh2T0fO37vHnP2RutOr7xLWVZJJRoFKr13qdkuEq4qHs9BXtl+mPQHa0uHjBPjyC+J+LJPmohXtkrl90oyZmlyHUaKqJnVjZBAeCPeuIyBjRnk1FxnPII17CBg829tSUenCtwNZee2FoCuhj1+2bdJwUVg0z3D6ihhiLkhpG7Nxkelu6gyVHCK7DrVqaSo22QJso0S9kaBT6oe8oPFnTyPJ1pgJJciNh0qgkpWMQjbD1QVN1NegPyIjeUDGsQumo2mOjxcCkuEIOwYzLMkQEb7aN68OgFbPAjiyT6qkKnNaetDT2NwAA/x0YgnsJZXxAfGUY/XUo5wzoo1FMEGZC1YFPPKVYNomN8JAFm5hCackyR06mH4A35EXXiQeKZYaDusRVJh5C0EEX5cj704cqt8DzfKCvlbpAFk7jjoWmZDFpRG+6obgCU3yy+7HRGvb3sJJNS56JYq/GkCrWgLpqmG4+CDLqYIKij0Vbvf1iH8qEUBLyNp7XsY/kUd/CBS5ghlmDLotY7tzyFGi5T5LIO1vB9dwRLZjQwRy1iqUNYEuLWUDwIWDKirNYh2TNT06fj2SbBDKfXNsDjUVLkNX35P8orvdJ613oLGGpJ"}], "tool_calls": [{"id": "call-be6ea64f-80b9-4724-8562-8656d8cd2321-1", "type": "function", "function": {"name": "write_file", "arguments": "{\"path\":\"ANALYSIS.md\",\"content\":\"# Analysis of patch.diff\\n\\n## (1) Vulnerability Class\\nThis is a classic buffer over-read vulnerability (information disclosure) in the TLS Heartbeat extension implementation. It allows reading beyond the bounds of the received record buffer into adjacent process memory.\\n\\n## (2) Exact Function and Dangerous Lines\\nThe vulnerable function is `tls1_process_heartbeat(SSL *s)` in `ssl/t1_lib.c`.\\n\\nPre-patch dangerous lines (executed unconditionally on any heartbeat record):\\n- `hbtype = *p++;`\\n- `n2s(p, payload);`\\n- `pl = p;`\\n- (later) `memcpy(bp, pl, payload);` inside the `TLS1_HB_REQUEST` branch.\\n\\nNo bounds check against `s->s3->rrec.length` was performed before dereferencing/reading from `p` or using `payload` as a copy length. The `msg_callback` was also invoked on the raw record before any validation.\\n\\n## (3) Attacker Input and Attacker-Observable Output\\nAn attacker (as a TLS client or server) could send a crafted TLS Heartbeat request record containing:\\n- A valid 1-byte `hbtype` (TLS1_HB_REQUEST) and 2-byte `payload` length field claiming a large value (e.g., 16k).\\n- An actual record whose `rrec.length` is much smaller than `1 + 2 + claimed_payload + 16`.\\n\\nThe server would respond with a TLS1_HB_RESPONSE record whose payload contained up to `claimed_payload` bytes copied directly from `pl` onward\u2014i.e., whatever followed the attacker-supplied heartbeat data in the SSLv3 record buffer (adjacent heap memory containing plaintext, keys, etc.).\\n\\n## (4) Why the Added Checks Fix It\\nTwo length validations were inserted before any use of `payload`:\\n- `if (1 + 2 + 16 > s->s3->rrec.length) return 0;` \u2014 ensures the minimal Heartbeat header plus RFC 6520-mandated padding fits inside the received record.\\n- `if (1 + 2 + payload + 16 > s->s3->rrec.length) return 0;` \u2014 ensures the *claimed* payload length does not exceed the actual record, so the subsequent `memcpy` is always within bounds.\\n\\nBoth checks cause silent discard per RFC 6520 \u00a74, eliminating the over-read.\\n\\n## (5) CVE Identifier\\nCVE-2014-0160 (Heartbleed).\"}"}}]}, "finish_reason": "tool_calls", "logprobs": null}], "usage": {"prompt_tokens": 947, "completion_tokens": 891, "total_tokens": 1838, "prompt_tokens_details": {"cached_tokens": 128}, "cache_read_input_tokens": 128, "completion_tokens_details": {"reasoning_tokens": 361}}, "cost": {"usd": 0, "diem": 0.00371395}, "venice_parameters": {"strip_thinking_response": false, "disable_thinking": false, "enable_e2ee": true, "enable_web_search": "off", "enable_web_scraping": false, "enable_web_citations": false, "include_search_results_in_stream": false, "include_venice_system_prompt": false, "enable_x_search": false, "web_search_citations": [], "return_search_results_as_documents": false}}}
{"turn": 2, "tool": "write_file", "args": {"path": "ANALYSIS.md", "content": "# Analysis of patch.diff\n\n## (1) Vulnerability Class\nThis is a classic buffer over-read vulnerability (information disclosure) in the TLS Heartbeat extension implementation. It allows reading beyond the bounds of the received record buffer into adjacent process memory.\n\n## (2) Exact Function and Dangerous Lines\nThe vulnerable function is `tls1_process_heartbeat(SSL *s)` in `ssl/t1_lib.c`.\n\nPre-patch dangerous lines (executed unconditionally on any heartbeat record):\n- `hbtype = *p++;`\n- `n2s(p, payload);`\n- `pl = p;`\n- (later) `memcpy(bp, pl, payload);` inside the `TLS1_HB_REQUEST` branch.\n\nNo bounds check against `s->s3->rrec.length` was performed before dereferencing/reading from `p` or using `payload` as a copy length. The `msg_callback` was also invoked on the raw record before any validation.\n\n## (3) Attacker Input and Attacker-Observable Output\nAn attacker (as a TLS client or server) could send a crafted TLS Heartbeat request record containing:\n- A valid 1-byte `hbtype` (TLS1_HB_REQUEST) and 2-byte `payload` length field claiming a large value (e.g., 16k).\n- An actual record whose `rrec.length` is much smaller than `1 + 2 + claimed_payload + 16`.\n\nThe server would respond with a TLS1_HB_RESPONSE record whose payload contained up to `claimed_payload` bytes copied directly from `pl` onward\u2014i.e., whatever followed the attacker-supplied heartbeat data in the SSLv3 record buffer (adjacent heap memory containing plaintext, keys, etc.).\n\n## (4) Why the Added Checks Fix It\nTwo length validations were inserted before any use of `payload`:\n- `if (1 + 2 + 16 > s->s3->rrec.length) return 0;` \u2014 ensures the minimal Heartbeat header plus RFC 6520-mandated padding fits inside the received record.\n- `if (1 + 2 + payload + 16 > s->s3->rrec.length) return 0;` \u2014 ensures the *claimed* payload length does not exceed the actual record, so the subsequent `memcpy` is always within bounds.\n\nBoth checks cause silent discard per RFC 6520 \u00a74, eliminating the over-read.\n\n## (5) CVE Identifier\nCVE-2014-0160 (Heartbleed)."}, "result": "wrote 2031 chars"}
{"turn": 3, "response": {"id": "066c2994-86c9-961b-8551-f788d4e1b694", "object": "chat.completion", "created": 1792023619, "model": "grok-4-3", "choices": [{"index": 0, "message": {"role": "assistant", "content": "**ANALYSIS.md created with the requested sections (vulnerability class, exact pre-patch lines in `tls1_process_heartbeat`, attacker-controlled input vs. leaked output, why the two length checks close the over-read, and CVE-2014-0160).**", "refusal": null, "reasoning_content": "[encrypted reasoning omitted, 209 chars]", "reasoning_encrypted": true, "reasoning_details": [{"type": "reasoning.encrypted", "format": "xai-responses-v1", "index": 0, "id": "rs_066c2994-86c9-961b-8551-f788d4e1b694", "data": "+nz1bmbSie3Um6mys/3u09eiO+FOthMaghbXQWweB1gzV5dBMHrTgjymJF7L8rxZOBFvKkNXObA5YnaYhpBxnEHUz5yQWEjWWb9TfyMWUoPnmlYxvayb4TJXgVIokGdHyPe7ALtoSJPWRDdy1R7+f5A97fYfnA+N9RwfQS1RrwcO//EFpCYuv6ylqg"}]}, "finish_reason": "stop", "logprobs": null}], "usage": {"prompt_tokens": 1488, "completion_tokens": 76, "total_tokens": 1564, "prompt_tokens_details": {"cached_tokens": 384}, "cache_read_input_tokens": 384, "completion_tokens_details": {"reasoning_tokens": 22}}, "cost": {"usd": 0, "diem": 0.00187108}, "venice_parameters": {"strip_thinking_response": false, "disable_thinking": false, "enable_e2ee": true, "enable_web_search": "off", "enable_web_scraping": false, "enable_web_citations": false, "include_search_results_in_stream": false, "include_venice_system_prompt": false, "enable_x_search": false, "web_search_citations": [], "return_search_results_as_documents": false}}}

Get new runs and ranking changes weekly