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| Timestamp,"Are you currently using AI tools (LLMs, AI IDEs, agents) in your Web3 / smart contract security work?",If yes: Roughly when did you start using them for security work?,"Today, what share of your smart contract / Web3 security workflow involves AI assistance?",What do you mainly use AI for in smart contract / Web3 security? (Select all that apply),"Since adopting AI tools, how has your security work speed changed?",What about number / quality of findings?,"Overall, how do you feel about AI tools for smart contract / Web3 security over the next 2–3 years?","What is the biggest reason for your answer? (e.g., hallucinations, speed, missing subtle bugs, new types of analysis…)" | |
| 19/11/2025 13:32:40,"Yes, I use them daily",2022,51–75% (AI is a core part of my workflow),"Understanding unfamiliar code / protocols, Initial vulnerability discovery (scanning, suggestions, checklists), Writing reports, summaries, client communications, Writing tests, scripts, fuzzing harnesses, or tooling, Research (reading pap |
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| """Google Drive File Upload Utility | |
| Required auth files: | |
| - credentials.json: OAuth 2.0 Client credentials from Google Cloud Console | |
| • Go to Google Cloud Console (https://console.cloud.google.com) | |
| • Create a new project or select existing | |
| • Enable Google Drive API | |
| • Configure OAuth consent screen | |
| • Go to Credentials → Create Credentials → OAuth Client ID | |
| • Select "Web Application" |
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| user_agents = [ | |
| "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/58.0.3029.110 Safari/537", | |
| "Mozilla/5.0 (Windows NT 6.1; WOW64; rv:54.0) Gecko/20100101 Firefox/54.0", | |
| "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/59.0.3071.115 Safari/537.36", | |
| "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_5) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/58.0.3029.110 Safari/537.36", | |
| "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_5) AppleWebKit/603.2.4 (KHTML, like Gecko) Version/10.1.1 Safari/603.2.4", | |
| "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/60.0.3112.90 Safari/537.36", | |
| "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_5) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/59.0.3071.115 Safari/537.36", | |
| "Mozilla/5.0 (Windows NT 10.0; WOW64; rv:54.0) Gecko/20100101 Firefox/54.0", | |
| "Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/59.0.30 |