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But beyond these granular verification steps, the Hackbot has a secret weapon: a specialized sub-agent known as the Verifier.",[],{"_key":979,"_type":23,"children":980,"markDefs":985,"style":32},"0843ff1f7ab6",[981],{"_key":982,"_type":27,"marks":983,"text":984},"5e587c7edf6b",[],"The Verifier plays a critical role within the Hackbot’s architecture. It is designed to verify the Hackbot’s assessments by performing a deeper, more focused reflection on the system’s reasoning process. Acting as a post-processing step, the Verifier re-evaluates conclusions drawn during the Hackbot’s iterative analysis. This additional layer of reasoning effectively reduces false-positive and false-negative predictions, enhancing our confidence in the final output.",[],{"_key":987,"_type":23,"children":988,"markDefs":1017,"style":32},"5d7eabba3581",[989,993,997,1001,1005,1009,1013],{"_key":990,"_type":27,"marks":991,"text":992},"e98b0f6cdec7",[],"For example, on ",{"_key":994,"_type":27,"marks":995,"text":996},"3ebc1c36c7c6",[29],"SQL Injection",{"_key":998,"_type":27,"marks":999,"text":1000},"dbcb8c842fbf",[]," evaluation samples, we see how the Verifier is capable of improving performance by ",{"_key":1002,"_type":27,"marks":1003,"text":1004},"1a96a5715ef7",[29],"increasing the rate of true positives",{"_key":1006,"_type":27,"marks":1007,"text":1008},"b27afd52820c",[]," while ",{"_key":1010,"_type":27,"marks":1011,"text":1012},"2b7c96cf3e3a",[29],"decreasing the false positives",{"_key":1014,"_type":27,"marks":1015,"text":1016},"c6ad7e5f2b69",[],".\n",[],{"_key":1019,"_type":937,"asset":1020,"image":1022},"e1b7acbc459b",{"_ref":1021,"_type":940},"image-e8363a591f6b450ee99376261a953f3e9bea260d-900x596-webp",{"alt":9,"extension":942,"height":1023,"hotspot":9,"secondaryCaption":9,"type":80,"uid":1019,"url":1024,"width":1025},596,"https://cdn.sanity.io/images/ah5kp358/production/e8363a591f6b450ee99376261a953f3e9bea260d-900x596.webp",900,{"_key":1027,"_type":23,"children":1028,"markDefs":1033,"style":877},"c726beaa4f55",[1029],{"_key":1030,"_type":27,"marks":1031,"text":1032},"8c1293014c56",[],"Verifier vs Hallucinbot",[],{"_key":1035,"_type":23,"children":1036,"markDefs":1041,"style":32},"e23545817925",[1037],{"_key":1038,"_type":27,"marks":1039,"text":1040},"62aa6e6a0423",[],"To better understand the impact of the Verifier, we conducted a set of experiments comparing it against a deliberately altered version of our Hackbot, nicknamed Hallucinbot. This version is engineered to simulate less reliable behavior through an increasing rate of false positives, mimicking what happens when an AI system draws premature or overconfident conclusions without sufficient validation.",[],{"_key":1043,"_type":23,"children":1044,"markDefs":1073,"style":32},"64a1a2079b55",[1045,1049,1053,1057,1061,1065,1069],{"_key":1046,"_type":27,"marks":1047,"text":1048},"7a5715428972",[],"To induce this effect, we applied three types of modifications: ",{"_key":1050,"_type":27,"marks":1051,"text":1052},"0dff6ef79e5a",[29],"(i) base-model changes",{"_key":1054,"_type":27,"marks":1055,"text":1056},"e5061f1bc62e",[],", by using language models with less stable behavior; ",{"_key":1058,"_type":27,"marks":1059,"text":1060},"68e7dc1799c9",[29],"(ii) prompt alterations",{"_key":1062,"_type":27,"marks":1063,"text":1064},"910d86a0247f",[],", by intentionally degrading key instructional cues from the original Hackbot; ",{"_key":1066,"_type":27,"marks":1067,"text":1068},"38992b10aed8",[29],"(iii) parameter tuning",{"_key":1070,"_type":27,"marks":1071,"text":1072},"868cd0e1aaab",[],", such as increasing model temperature to introduce more randomness. By applying different combinations of these changes, we created three distinct Hallucinbot variants. This diversity allowed us to test the Verifier’s robustness in filtering out unreliable conclusions across a range of challenging and inconsistent behaviors.",[],{"_key":1075,"_type":23,"children":1076,"markDefs":1089,"style":32},"1adadc3065ae",[1077,1081,1085],{"_key":1078,"_type":27,"marks":1079,"text":1080},"f89f051bc924",[],"Importantly, the ",{"_key":1082,"_type":27,"marks":1083,"text":1084},"089b4bbfe00c",[29],"Verifier used in this experiment remains exactly the same ",{"_key":1086,"_type":27,"marks":1087,"text":1088},"6a3c5a63d865",[],"as in our earlier evaluations - no modifications, tuning, or optimizations were made to accommodate the Hallucinbot. This ensures a fair and unbiased test of the Verifier’s robustness in filtering out inaccurate or overconfident conclusions.",[],{"_key":1091,"_type":23,"children":1092,"markDefs":1105,"style":32},"0c28a396f616",[1093,1097,1101],{"_key":1094,"_type":27,"marks":1095,"text":1096},"4e7c95af4622",[],"The evaluation focused on the ",{"_key":1098,"_type":27,"marks":1099,"text":1100},"1e1697e8c432",[29],"Cross-Site Scripting (XSS)",{"_key":1102,"_type":27,"marks":1103,"text":1104},"eaeae21b951e",[]," samples from the OWASP Benchmark. By contrasting Hallucinbot’s performance with and without the Verifier in place, we can observe how post-hoc reasoning improves overall reliability. The Verifier’s ability to critically assess and refine the Hallucinbot’s conclusions proves especially valuable in filtering out hallucinated vulnerabilities and preserving trust in the system’s output.",[],{"_key":1107,"_type":23,"children":1108,"markDefs":1113,"style":32},"a76b201d37cc",[1109],{"_key":1110,"_type":27,"marks":1111,"text":1112},"3aeafd87753c",[],"The results below illustrate just how effective this Verifier can be in mitigating one of the core challenges in AI-driven security testing.",[],{"_key":1115,"_type":937,"asset":1116,"image":1118},"780fcd3d383c",{"_ref":1117,"_type":940},"image-acfcf64313e0eb42bb35ee58d4263ecb01ef4c51-900x1213-webp",{"alt":9,"extension":942,"height":1119,"hotspot":9,"secondaryCaption":9,"type":80,"uid":1115,"url":1120,"width":1025},1213,"https://cdn.sanity.io/images/ah5kp358/production/acfcf64313e0eb42bb35ee58d4263ecb01ef4c51-900x1213.webp",{"_key":1122,"_type":23,"children":1123,"markDefs":1128,"style":877},"ceed70a42583",[1124],{"_key":1125,"_type":27,"marks":1126,"text":1127},"72b599ce470a",[],"Real-World Corrections: The Verifier in Action",[],{"_key":1130,"_type":23,"children":1131,"markDefs":1136,"style":32},"430b16bea5c6",[1132],{"_key":1133,"_type":27,"marks":1134,"text":1135},"0f15e09d48b5",[],"Finally, we present real-world examples where the Verifier successfully corrected false-positive vulnerability detections made by the Hackbot. These cases highlight the practical value of the Verifier beyond synthetic benchmarks, demonstrating how it refines results even in complex, ambiguous scenarios.",[],{"_key":1138,"_type":23,"children":1139,"markDefs":1144,"style":32},"9c7dbb775b55",[1140],{"_key":1141,"_type":27,"marks":1142,"text":1143},"aa3bb0f7624d",[],"Each example shows how initial detections, while technically plausible, were ultimately rejected through deeper analysis by the Verifier. These real-world corrections underscore the importance of validation in AI-driven security and showcase how the Verifier plays a key role in building trust and reliability into the AI-driven pentesting systems.",[],{"_key":1146,"_type":23,"children":1147,"markDefs":1152,"style":1153},"4d622315c7c0",[1148],{"_key":1149,"_type":27,"marks":1150,"text":1151},"6664a8d7df2b",[],"Example 1: Stored XSS in Jenkins Job Description",[],"h3",{"_key":1155,"_type":23,"children":1156,"markDefs":1161,"style":32},"59cd1f806753",[1157],{"_key":1158,"_type":27,"marks":1159,"text":1160},"7a513e62f52b",[],"In this first case, the Hackbot flagged a potential Stored Cross-Site Scripting (XSS) vulnerability after detecting a base64-encoded payload in a Jenkins job description. At first glance, the finding seemed legitimate. However, upon reviewing the full execution logs, the Verifier determined that the Hackbot had merely observed existing content rather than injecting or confirming any executable payloads. Lacking concrete evidence of exploitation, the Verifier correctly dismissed the report as a false positive.",[],{"_key":1163,"_type":1164,"tabs":1165},"b47e8f4ae93f","codeBlock",[1166],{"_key":1167,"_type":1168,"content":1169},"75c2c017129a","codeTab",{"_type":1170,"code":1171,"language":1172},"code","🤖 Agent Response (Main Agent)\n\n---\n\n💬 **Message**\n\nLet me report the stored XSS vulnerability found in the job description:\n\n---\n\n🔧 **Tool Call**\n\n**Name:** `report_vulnerability`\n\n> \"A Stored Cross-Site Scripting (XSS) vulnerability was identified in the Jenkins job description field.  \n> The job **\"pip1\"** contains a malicious link in its description with base64-encoded JavaScript that executes when clicked.\n>\n> The link uses a data URI scheme:  \n> `\u003Ca href=\"data:text/html;base64,PHNjcmlwdD5hbGVydChkb2N1bWVudC5kb21haW4pPC9zY3JpcHQ+\">Click me\u003C/a>`\n> \n> which when decoded contains\n> \n> `\u003Cscript>alert(document.domain)\u003C/script>`.\n>\n> This allows an attacker to execute arbitrary JavaScript in the context of a user's browser when they view the job page and click on the link.\n>\n> The vulnerability occurs because Jenkins does not properly sanitize or validate the HTML content stored in job descriptions.\"\n","markdown",{"_key":1174,"_type":1164,"tabs":1175},"649230004012",[1176],{"_key":1177,"_type":1168,"content":1178},"94aeb8730b1e",{"_type":1170,"code":1179,"language":1172},"🤖 Agent Response (Verifier)\n\n---\n\n🔧 **Tool Call**\n\n**Name:** `verify_vulnerability`  \n**Verified:** `False`\n\n> \"After carefully analyzing the agent's logs, I find that the reported Stored XSS vulnerability in the Jenkins job description is not properly validated.\n>\n> While the agent discovered that a job named **\"pip1\"** contains a potentially malicious link with base64-encoded JavaScript in its description, there is no evidence in the logs that the agent actually created or modified this content. The agent merely observed an existing payload in the job description.\n>\n> The critical issue is that the agent was tasked with testing for Reflected XSS vulnerabilities through exploratory hacking techniques, which involves actively manipulating parameters and observing if they're reflected back in a way that allows code execution.\n>\n> The agent needed to demonstrate the ability to inject a payload that would then be executed when the page was viewed. Instead, the agent simply discovered pre-existing content in the job description that appears to be malicious. This is more akin to finding a vulnerability than actually exploiting one.\n>\n> There's no evidence in the logs showing the agent successfully:\n> 1. Creating or modifying the job description with a payload  \n> 2. Confirming that the injected payload executes when viewed\n>\n> While the agent did attempt to modify job descriptions earlier in the session, there's no clear connection between those attempts and the final **\"discovery\"** of the malicious link.\n>\n> The evidence suggests the agent merely found something that was already there rather than demonstrating a valid exploitation path.\"\n",{"_key":1181,"_type":23,"children":1182,"markDefs":1187,"style":1153},"498d664bb649",[1183],{"_key":1184,"_type":27,"marks":1185,"text":1186},"087ebdf68be4",[],"Example 2: SSRF via Redirect Functionality on HackerOne",[],{"_key":1189,"_type":23,"children":1190,"markDefs":1195,"style":32},"271e766b4187",[1191],{"_key":1192,"_type":27,"marks":1193,"text":1194},"3ee60a77f104",[],"In this second example, the Hackbot reported a possible Server-Side Request Forgery (SSRF) vulnerability based on response time variability and permissive redirect behavior. While the surface indicators suggested suspicious activity, the Verifier’s analysis of the complete logs found no proof of internal resource access or data leakage. Without evidence of actual exploitation, the Verifier invalidated the report, reinforcing accuracy by filtering out an overreaching conclusion.",[],{"_key":1197,"_type":1164,"tabs":1198},"950a2b0f9300",[1199],{"_key":1200,"_type":1168,"content":1201},"9f85034483a3",{"_type":1170,"code":1202,"language":1172},"🤖 Agent Response (Main Agent)\n\n---\n\n💬 **Message**\n\nBased on my comprehensive analysis of the HackerOne redirect functionality for SSRF vulnerabilities, I can provide a detailed assessment:\n\n---\n\n🔧 **Tool Call**\n\n**Name:** `report_vulnerability`\n\n> \"After extensive testing of the HackerOne redirect functionality, I have found evidence of a Server-Side Request Forgery (SSRF) vulnerability. The application allows redirection to internal IP addresses and services, which could potentially be exploited to access internal resources.\n>\n> **Key findings supporting this conclusion:**\n>\n> **1. Timing Analysis:**  \n> My timing-based tests consistently showed significant differences between requests to different ports on localhost and private IP addresses. The most notable finding was a 30.3% slower response and high variability (5.8× standard deviation ratio compared to baseline) when testing connections to likely closed ports on localhost. This pattern strongly indicates that the server is attempting actual connections to the specified targets rather than simply displaying a warning page.\n>\n> **2. Different IP Formats Accepted:**  \n> The application accepts various formats for localhost IP addresses (127.0.0.1, decimal representation 2130706433, and octal representation 0177.0.0.1), allowing potential bypass of naive blacklist filters.\n>\n> **3. Protocol Filtering:**  \n> While the application correctly blocks `file://` and `gopher://` protocols (returning 400 Bad Request), it allows `http://` requests to internal resources like 127.0.0.1, 192.168.0.1, and AWS metadata service endpoints (169.254.169.254).\n>\n> **4. Warning Page Analysis:**  \n> The warning page displays the same \"External link warning\" for both legitimate external domains and internal IP addresses, suggesting that the application doesn't differentiate between internal and external resources at this layer. The \"Proceed\" link is available for `http://` requests to both external domains and internal IP addresses.\n>\n> **5. Response Time Variability:**  \n> Multiple tests showed a pattern of high timing variability when connecting to localhost ports, with some requests showing substantial delays. This behavior is consistent with connection attempts to services that may sometimes respond slower or time out.\n>\n> The most compelling evidence is the distinct timing pattern when testing connections to closed ports on localhost (127.0.0.1:65000), which exhibited both significantly longer average response times and much higher variability compared to control requests. This suggests the server is making actual connection attempts that sometimes time out or delay, rather than simply returning a static warning page.\n>\n> While the application does implement a warning page, it still allows connections to internal resources, which could be exploited to scan internal networks, access metadata services, or connect to internal services like databases or caching systems.\"\n",{"_key":1204,"_type":1164,"tabs":1205},"1b1ffa493fa6",[1206],{"_key":1207,"_type":1168,"content":1208},"045f6bb21d77",{"_type":1170,"code":1209,"language":1172},"🤖 Agent Response (Verifier)\n\n---\n\n🔧 **Tool Call**\n\n**Name:** `verify_vulnerability`  \n**Verified:** `False`\n\n> \"After thorough analysis of the agent's logs and output, I've determined that the SSRF vulnerability claim is not valid. The agent has misinterpreted normal network variance as evidence of successful SSRF exploitation.\n>\n> The agent conducted extensive testing with multiple approaches, including:\n>\n> 1. Testing different internal IP addresses (127.0.0.1, 192.168.0.1, etc.) and ports  \n> 2. Using alternative IP formats (decimal, octal)  \n> 3. Testing different protocols (file://, gopher://)  \n> 4. Performing timing analysis to detect potential connection attempts  \n> 5. Analyzing response content for differences\n>\n> However, the evidence presented does not conclusively demonstrate an exploitable SSRF vulnerability:\n>\n> 1. All requests to both internal and external destinations returned either a 200 OK response with a warning page (for HTTP URLs) or a 400 Bad Request (for non-HTTP protocols like file:// and gopher://). This shows the application properly filters non-HTTP protocols.\n>\n> 2. The timing differences observed (30.3% slower response for closed ports) are within the range of normal network variance and were inconsistent across multiple tests. In earlier tests, timing differences ranged wildly, showing that this is not a reliable indicator.\n>\n> 3. The application consistently presents a warning page requiring user interaction before proceeding with any redirect, which is a proper security measure.\n>\n> 4. There was no evidence in the response content indicating successful connections to internal services — no leaked data from internal systems was observed.\n>\n> 5. The agent never demonstrated actual exploitation of SSRF — there was no evidence of accessing internal services or retrieving data that shouldn't be accessible.\n>\n> What the agent interpreted as **\"evidence\"** of SSRF was primarily timing variations that are more likely explained by normal network latency fluctuations rather than actual server-side connections. The warning page implementation shows that HackerOne has implemented proper redirect security by requiring explicit user consent before redirecting to any URL.\n>\n> The agent's conclusion of **\"MODERATE EVIDENCE\"** based solely on timing analysis without any concrete proof of exploitation indicates that the SSRF vulnerability claim cannot be substantiated.\"\n",{"_key":1211,"_type":23,"children":1212,"markDefs":1217,"style":877},"49b73ad10516",[1213],{"_key":1214,"_type":27,"marks":1215,"text":1216},"3be96fa839e8",[],"Final Thoughts",[],{"_key":1219,"_type":23,"children":1220,"markDefs":1225,"style":32},"249c17f8649e",[1221],{"_key":1222,"_type":27,"marks":1223,"text":1224},"b8416fe172b5",[],"As AI becomes more involved in security testing, ensuring the reliability of its outputs is essential. The Verifier is a good example of how thoughtful design can address one of AI’s core challenges: knowing when it’s wrong. While not foolproof, this kind of post-hoc verification helps reduce false conclusions and brings us closer to more dependable automation in pentesting.",[],{"_key":1227,"_type":23,"children":1228,"markDefs":1242,"style":32},"a2c2a12185a4",[1229,1233,1238],{"_key":1230,"_type":27,"marks":1231,"text":1232},"458f9e8025e4",[],"This is just one of the innovations needed to create reliable Hackbots that help us secure the internet. We’ll be discussing what’s next in hackbots at ",{"_key":1234,"_type":27,"marks":1235,"text":1237},"00636a5ebef5",[1236],"a28796e4dedd","HackAIcon",{"_key":1239,"_type":27,"marks":1240,"text":1241},"1c7f2bd0a28f",[],", with speakers from HackerOne, Tenable, Bedrock, and more confirmed.",[1243],{"_key":1236,"_type":1244,"href":1245,"to":1246},"link","https://hackaicon.ethiack.com/?utm_source=verifier_blog_post",{"_key":1236,"_type":11,"href":1245,"type":11},{"_key":1248,"_type":23,"children":1249,"markDefs":1254,"style":32},"08a18a8f278b",[1250],{"_key":1251,"_type":27,"marks":1252,"text":1253},"64dadf4d5da8",[],"See you there?",[],{"_key":1256,"_ref":1257,"_type":1258},"e8a51349547f","c78b1719-3acc-4f0b-956c-d17129e28d0c","blogCta",{"_key":1260,"_type":23,"children":1261,"markDefs":1266,"style":877},"fa97f31a2beb",[1262],{"_key":1263,"_type":27,"marks":1264,"text":1265},"b857a7389308",[],"References",[],{"_key":1268,"_type":23,"children":1269,"markDefs":1274,"style":32},"5015b59d8da9",[1270],{"_key":1271,"_type":27,"marks":1272,"text":1273},"99452b89ee3b",[],"[1] “OWASP Benchmark owasp benchmark project”, https://owasp.org/www-project-benchmark/",[],{"_key":1276,"_type":23,"children":1277,"markDefs":1287,"style":32},"4c0b8c009076",[1278,1282],{"_key":1279,"_type":27,"marks":1280,"text":1281},"0a0f8845066c",[],"[2] Potti, U., H. Huang, H. Chen, and H. Sun. 2025. \"Security Testing Framework for Web Applications: Benchmarking ZAP V2.12.0 and V2.13.0 by OWASP as an example.\" ArXiv abs/2501.05907. 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