JSEF v1.10.0 is out 🎉 A model-agnostic LLM eval toolchain + 20+ new hard vulnerability samples. ✅ Swap any OpenAI/Anthropic-compatible model (GLM-5.3, Mythos, GPT…) ✅ One-click cross-model leaderboard (Recall/Precision/F1/accuracy) ✅ DeepSwe-style trials stability (Pass@1, N-run) ✅ Multi-state gate, JWT 4-step chain, async taint chain Star → #LLMSecurity# #AppSec# #WebSecurity# #JavaSecurity# #VulnerabilityDetection# #AISecurity#

📢 𝗝𝗨𝗦𝗧 𝗜𝗡: Anthropic Launches Cyber Mission to Strengthen AI-Powered Cybersecurity Defense - $CRWD $PANW 👉 𝗞𝗲𝘆 𝗛𝗶𝗴𝗵𝗹𝗶𝗴𝗵𝘁𝘀: ➤ 𝗔𝗻𝘁𝗵𝗿𝗼𝗽𝗶𝗰 launches 𝗖𝘆𝗯𝗲𝗿 𝗠𝗶𝘀𝘀𝗶𝗼𝗻 to strengthen AI-powered cybersecurity defenses. ➤ Initiative targets 𝗰𝗿𝗶𝘁𝗶𝗰𝗮𝗹 𝗶𝗻𝗳𝗿𝗮𝘀𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲 and 𝗼𝗽𝗲𝗻-𝘀𝗼𝘂𝗿𝗰𝗲 software security. ➤ New 𝗖𝗜𝗗𝗣 provides Claude AI, engineers, and threat research. ➤ Program protects 𝗽𝗼𝘄𝗲𝗿 𝗴𝗿𝗶𝗱𝘀, water systems, and transportation networks. ➤ Founding partners include 𝗖𝗿𝗼𝘄𝗱𝗦𝘁𝗿𝗶𝗸𝗲, 𝗣𝗮𝗹𝗼 𝗔𝗹𝘁𝗼 𝗡𝗲𝘁𝘄𝗼𝗿𝗸𝘀, 𝗔𝗰𝗰𝗲𝗻𝘁𝘂𝗿𝗲, and 𝗗𝗲𝗹𝗼𝗶𝘁𝘁𝗲. ➤ Additional partners include 𝗕𝗼𝗼𝘇 𝗔𝗹𝗹𝗲𝗻, 𝗗𝗿𝗮𝗴𝗼𝘀, 𝗛𝗶𝘁𝗮𝗰𝗵𝗶, 𝗜𝗻𝘀𝗮𝗻𝗲 𝗖𝘆𝗯𝗲𝗿, 𝗡𝗼𝘇𝗼𝗺𝗶 𝗡𝗲𝘁𝘄𝗼𝗿𝗸𝘀, 𝗣𝘄𝗖, and 𝗥𝗼𝗰𝗸𝘄𝗲𝗹𝗹 𝗔𝘂𝘁𝗼𝗺𝗮𝘁𝗶𝗼𝗻. ➤ Anthropic introduces 𝗢𝗦𝗦 𝗦𝗰𝗮𝗻𝗻𝗲𝗿, offering free AI-powered security scans. ➤ 𝗣𝗿𝗼𝗷𝗲𝗰𝘁 𝗚𝗹𝗮𝘀𝘀𝘄𝗶𝗻𝗴 merged into an expanded 𝗖𝘆𝗯𝗲𝗿 𝗩𝗲𝗿𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻 𝗣𝗿𝗼𝗴𝗿𝗮𝗺. ➤ CIDP partners are already using 𝗖𝗹𝗮𝘂𝗱𝗲 to identify and fix vulnerabilities. ➤ Anthropic plans additional 𝗰𝘆𝗯𝗲𝗿𝘀𝗲𝗰𝘂𝗿𝗶𝘁𝘆 𝘁𝗼𝗼𝗹𝘀 and research initiatives. 👉 𝗪𝗵𝘆 𝗧𝗵𝗶𝘀 𝗠𝗮𝘁𝘁𝗲𝗿𝘀: ➤ Accelerates adoption of 𝗔𝗜-𝗽𝗼𝘄𝗲𝗿𝗲𝗱 𝗰𝘆𝗯𝗲𝗿𝘀𝗲𝗰𝘂𝗿𝗶𝘁𝘆 across critical infrastructure. ➤ Creates collaboration opportunities for major 𝗰𝘆𝗯𝗲𝗿𝘀𝗲𝗰𝘂𝗿𝗶𝘁𝘆 𝗰𝗼𝗺𝗽𝗮𝗻𝗶𝗲𝘀. ➤ Free scanning could improve vulnerability detection across the 𝗼𝗽𝗲𝗻-𝘀𝗼𝘂𝗿𝗰𝗲 ecosystem. ➤ Strengthens Anthropic's position in the growing 𝗲𝗻𝘁𝗲𝗿𝗽𝗿𝗶𝘀𝗲 𝗔𝗜 𝘀𝗲𝗰𝘂𝗿𝗶𝘁𝘆 market. ➤ Could reduce 𝗰𝘆𝗯𝗲𝗿 𝗿𝗶𝘀𝗸𝘀 for essential services and infrastructure operators.

Our co-founder @xiangrenNLP is at @COLM_conf in SF this week 📷 As LLMs become agents that act on our behalf, the big question is: can we actually trust and verify them? He'll be sharing our work on securing and auditing LLMs, from vulnerability detection to provenance to agent safeguards. If you're around, say hi 📷

Check out this week’s shipping recap: — Gemini 3.8 Flash, our most intelligent workhorse model yet, delivers upgrades across coding, agentic workflows, and critical multi-step reasoning. — Gemini 3.8 Flash Cyber, our most capable cybersecurity model, features frontier-level performance in vulnerability detection and automated patching. — Lyria 3.5, our newest music generation model, is now available via the Gemini API, and across @GoogleAIStudio, @GeminiApp, @FlowbyGoogle, and Google Vids. — WeatherNext 3, our most advanced and accurate global weather AI model, is here from @GoogleDeepMind and @GoogleResearch. — Agentic Video Understanding, our new video analysis feature available via the Gemini API in @GoogleAIStudio and the Gemini Enterprise Agent Platform, improves accuracy while dramatically reducing token usage and costs.

🤖 AI writes code faster, but are we producing vulnerabilities faster? With AI generating over 40% of new code, traditional post-scanning just can't keep up. That’s why we built Qoder Security—shifting security left directly into the coding session. The Impact: • +60% vulnerability detection rate • -80% false-positive alerts • Hours to fix, not weeks From real-time regex interception to cross-file deep review, we’re embedding security natively into your workflow. 🚀Security starts with the first line of code. Try it out in Qoder Desktop & CLI today! Qoder Desktop (IDE) guide:  Qoder CLI guide:  #Qoder# #AICoding# #QoderSecurity# #CyberSecurity# #AgenticCoding#