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News
7 Vulnerability Patterns I Found in AI-Generated Code (and How to Catch Them)
2+ day, 12+ hour ago (509+ words) I wanted to find out whether that pattern was real or just a feeling, so I built ai-vuln-scan, a static analysis tool tuned specifically to these patterns, and used it to look closely at what actually goes wrong. Here's what…...
Introducing SWE-2: Pushing the Pareto Frontier
2+ day, 23+ hour ago (1413+ words) Today we’re introducing SWE-2, our most advanced coding model yet. It pushes the Pareto frontier of capability and cost, achieving 50.0% on FrontierCode 1.1 Main1, within one point of Fable 5.1 while being 64% cheaper. With SWE-2, we scaled RL to the multi-trillion-parameter regime for…...
Google Open-Sources Mantis: A Modular Skills Toolkit That Lets Coding Agents Find, Reproduce and Patch Vulnerabilities
3+ day, 16+ hour ago (298+ words) Google has open-sourced Mantis, a stack-agnostic toolkit of security review skills that lets an AI coding agent run the whole vulnerability lifecycle. It finds a suspected flaw, strips the false positives, reproduces the bug inside a sandbox, writes a minimal…...
Public Secrets Monitoring: AI Analysis of Leaked Credentials
5+ day, 20+ hour ago (1063+ words) Leaked credentials now reach public sources faster than any security team can review them by hand. GitGuardian Public Secrets Monitoring runs agents over every public incident and returns a comprehensive verdict. AI-driven development has multiplied the places compromised credentials can…...
Google Open-Sources Mantis AI for Vulnerability Scanning, Reducing False Positives
6+ day, 14+ hour ago (290+ words) TechGig Google has open-sourced Mantis, an AI-agent framework engineered to automate the entire software vulnerability lifecycle, from identification and validation to reproduction and fixing The initiative addresses the persistent challenge of high false positives and "hallucinated" vulnerabilities prevalent in conventional…...
Designing a 5-band parametric EQ from the biquad up, in MATLAB
6+ day, 9+ hour ago (1394+ words) A build log on a 5-band parametric equalizer written entirely in MATLAB: the filter design in detail,... Tagged with matlab, audio, dsp, showdev....
Figma Deploys AI Agents for 70% Faster Security Alert Resolution
6+ day, 14+ hour ago (494+ words) TechGig...
Improving Evaluation Realism with Inference-Time Compute and Deployment Scaffolds
6+ day, 16+ hour ago (238+ words) Axel Ahlqvist, Richard Guan, Juan-Pablo Rivera, Adeline Kassler, Dmitrii Troitskii, Alexandra Souly, et al. Axel Ahlqvist and colleagues at the UK AI Security Institute, Meridian and Anthropic attack evaluation awareness, the problem that capable models can tell when they are…...
GPT-5.4 mini vs GPT-OSS 120B: Benchmarks & Cost
1+ week, 2+ day ago (348+ words) Supported · Public rank #59 Updated September 4, 2026. Public scores include evidence status and uncertainty. They are not guarantees for a specific workload. Supported · Public rank #144 0 results are shared. Category rows resting on Estimated evidence or different benchmark sets are marked directional and…...
GPT-4o mini TTS vs Fugu Cyber: Benchmarks & Cost
1+ week, 2+ day ago (259+ words) Updated September 4, 2026. Public scores include evidence status and uncertainty. They are not guarantees for a specific workload. 0 results are shared. Category rows resting on Estimated evidence or different benchmark sets are marked directional and do not name a winner. GPT…...