#SoftwareReliability #SoftwarePerformance #CodeAnalysis #StaticAnalysis #DynamicAnalysis #ProgramVerification #ModelDrivenEngineering #FormalMethods #ProgrammingLanguages #ObjectOrientedDesign #MicroservicesArchitecture #DistributedSystems #CloudComputing #EdgeComputing

In today's talk at #PyConIT26 (14:40 CEST), @stefaniemolin explains the process of creating a simple static code analyzer in #Python 🐍 using an abstract syntax tree to represent your code’s structure & its components to perform checks bloom.bg/4u8X6Km #CodeAnalysis

Claude Security enters public beta with Opus 4.7 vulnerability scanning and patching - helpnetsecurity.com/2026/05/… - @AnthropicAI @OpenAI @sama #AI #ChatGPT #CodeAnalysis #Patching #Cybersecurity #CybersecurityNews

What if your code could predict bugs early? 👀 Trained a model for code analysis on NASA defect dataset 🐞 ~81% accuracy with ML feature engineering Turning messy code into insights 🐾 #AI #MachineLearning #Python #CodeAnalysis

Claude Code Security offers human-style static analysis to detect vulnerabilities and suggest patches with severity and confidence ratings. Patches require human approval, enhancing code defense. #CodeAnalysis #SoftwareDefense #USA ift.tt/qInTtbi

I've just released version 1.4.3 of the PMD Extension for bld #bld #buildsystem #buildtool #codeanalysis #github #java #pmd github.com/rife2/bld-pmd/rel…

Let's deconstruct Bitcoin Core tests together. Day 1: When nodes must abort (feature_abortnode.py) The test: Delete undo data. Force a reorganization. Watch what happens. The result: Immediate abort. Fatal error. No compromises. The lesson: When you can't safely reverse an operation, fail loudly. This applies to databases, state management, distributed systems: anywhere data integrity matters. I walked through the complete code path from Python test to C abort logic, explaining: - What undo data is - Why it's critical - How Bitcoin chooses safety over availability - Real failure scenarios 📖 Full breakdown: medium.com/@wandiamugo/decon… 💻 Follow the journey: github.com/wandiamugo/bitcoi… #BitcoinDevelopment #CodeAnalysis #LearningInPublic

J’ai lancé Herald, ma première extension VS Code ! Analysez votre code directement depuis l’éditeur, gratuitement (5 usages/jour). ➡️ marketplace.visualstudio.com… #VSCode #DevTools #CodeAnalysis

Code Obfuscation Against LLM-based Vulnerability Detection - arxiv.org/pdf/2512.16538 This paper provides a systematic understanding of how code obfuscation influences LLM-based vulnerability detection. Through a unified framework covering 19 techniques across layout, data flow, and control flow, we reveal that obfuscation can both hinder and enhance detection, depending on the model family, parameter scale, and vulnerability type. Our findings highlight that robustness cannot be achieved simply by enlarging models or refining prompts. Authors: Xiao Li, Yue Li, Hao Wu, Yue Zhang, Yechao Zhang, Fengyuan Xu, Sheng Zhong - @NJU1902, @ShandongU, @NTUsg #LLMSecurity #CodeObfuscation #VulnerabilityDetection #SecureCoding #AdversarialML #AppSec #SoftwareSecurity #ProgramAnalysis #CodeAnalysis #AIforSecurity #CybersecurityResearch #PromptSecurity

Ktoś musiał to zbudować. 1.5 roku researchu, testów, AI trainingu i setki godzin analizy kontraktów. Przedstawiamy: 👉 CIS Aurora — ProjectAntyScam.com 🤖🔥 🎬 Premiera — już jest: youtu.be/0qBKyiOYIMI?si=hB6t… To nie jest bot. To nie jest „kolejna strona”. To silnik, który działa jak zimny analityk kodu — bez emocji, bez narracji, bez hype’u. 🔬 Real-time AI contract analysis 🛡️ Honeypot, kill-switch, proxy abuse, mint traps 📡 Tokenomics: concentration, LP risk, flush pattern, rug signatures 📊 GO / REVIEW / NO-GO ⚙️ Mechanika oparta wyłącznie na kodzie (no emotions, no hype — tylko fakty) Jest Web3… i Web3 z CIS Aurora. #crypto #krypto #web3 #ethereum #erc20 #ai #aianalysis #smartcontracts #blockchainsecurity #antyscam #security #onchainanalysis #riskdetection #tokenomics #codeanalysis #web3security #cryptoalert #realtimeanalysis #cybersecurity

Today I found a helper TUI for coding Rust 🦀 🛠️ ploke — Graph-native Rust code analysis in your terminal. 🧠 Understand your project with a fully queryable code graph & context-aware assistant. 🦀 Written in Rust & built with @ratatui_rs ⭐ GitHub: github.com/josephleblanc/plo… #rustlang #ratatui #tui #ai #rag #codeanalysis #devtools #terminal

Fuzzing Workflow Automation - youtube.com/watch?v=NbWDhk-9… at @defcon "Fuzzing" is an automated software testing technique essential for detecting security vulnerabilities, effectively identifying over 100,000 bugs across the industry. While fuzzing has proven effective in uncovering critical issues, software teams often face challenges when implementing the fuzzing process. Teams must spend significant time identifying targets for fuzzing and creating test harnesses with initial inputs. Finally, engineering teams must analyze and fix issues detected by fuzzing. We created an automated fuzzing solution that leverages LLMs for the codebase analysis to identify optimal fuzzing targets, generating precise fuzzing test harnesses and initial seed inputs. Our solution automates the reproduction of bugs discovered during fuzzing and generates patches for the affected code. We achieved significant improvements across all targeted areas, demonstrating the effectiveness of integrating LLMs and automatic code analysis into the fuzzing process. - @mbazaliy and @o1meke at @NVIDIADRIVE, @nvidia #DEFCON33 #Fuzzing #AIforSecurity #LLMSecurity #Automation #BugHunting #SoftwareSecurity #VulnResearch #CodeAnalysis #KernelFuzzing #nvidia #NVIDIADRIVE

False Positives: Why Your Security Scans Are Lying to You! #falsepositives #testing #cybersecurity #vulnerabilitymanagement #securitytesting #staticanalysis #Snyk #codeanalysis #security #softwaretesting

Today’s suggestion: “Generative AI in Cyber Security” ❗️👩🏻‍💻 Via: @hanim_eken 🌟🙌🏻 #cybersecurity #infosec #GenerativeAI #riskassesment #threatdetection #exposuremanagement #codeanalysis #threathunting #resourcesharing #GenAI #learningeveryday

New in Microsoft C Code Analysis: ✔️ Justified #pragma warning(suppress) ✔️ Improved [[gsl::suppress]] ✔️ SARIF logs w/ justifications Cleaner, more auditable code starts here. 🔗 msft.it/6018sB5Sr #Cpp #CodeAnalysis #DevTools

Unveiling Deepgraph! 🚀 Get ready to truly understand any public code repository. Dive deep into codebases, visualize structures, and gain instant insights. We've even tested it on @Meta 's facebookresearch/vggt repo! No more getting lost in complex projects! #Deepgraph #CodeAnalysis #OpenSource #DevTools #AI #CodeGPT #Tech

New #Blogpost scheduled for release tomorrow 8 a.m. (UTC 2). Analyzing a new #FakeCaptcha framework I call #HuluCaptcha. Besides codeanalysis, I also analyze 2 new #wordpress #backdoors and server logs. Hope you ll enjoy 😊

💥AEGISAI ✨ AI-DRIVEN CODE ANALYSIS 🔥 ✍️Introducing AegisAI – Your Next-Gen AI-Powered Protector We’re thrilled to unveil AegisAI, the future of intelligent protection. Designed to seamlessly integrate cutting-edge AI with real-world utility, AegisAI is more than just a token—it’s a movement. Token Name: AegisAI Twitter: @AegisAIai_ Website: aegisai.one Explore how AegisAI is shaping the next evolution of AI-driven security and innovation. #AEGISAI #AIDRIVEN #CODEANALYSIS

Busy times at #CONSOLE! We are deep in prep for the mid-term review, refining tools, aligning architecture & showcasing real use cases. A great moment to reflect & push forward. Big thanks to the team for the strong collab! #CyberSecurity #CodeAnalysis #EUProjects #AEGIS

Read this post on the role of code analysis in STEM! 🔬 It can help you ensure better quality, collaboration, and innovation in research and technology. #CodeAnalysis #STEM blog.jetbrains.com/qodana/20…