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$5 billion-plus company GitLab cuts hundreds of jobs, exits 22 countries; CEO blames it on AI
GitLab is laying off around 350 employees, roughly 14% of its workforce, and pulling out of 22 countries—a restructuring CEO Bill Staples is pinning on what he calls the "agentic era" of software development. The DevSecOps company announced the cuts on Tuesday alongside a first quarter that beat Wall Street, with revenue up 23% to $264.2 million and adjusted earnings two cents above estimates. Shares climbed 7% after hours to $34.05, pushing market cap past $5 billion.
MOLOT System Card: Malicious Operational Logic Observation Transformer
arXiv:2606.07792v1 Announce Type: new Abstract: MOLOT (Malicious Operational Logic Observation Transformer) is a static malicious-code detection system designed for SAST setup where package metadata, maintainer history, and dynamic execution traces may be unavailable or unreliable. The system represents source code as behavior sequences derived from static call graphs, includes an explanation stage that ranks suspicious behavior activities and maps them back to source-code locations.
Security-First Approach to API Pipeline Development with Zero-Trust Architecture
arXiv:2606.09062v1 Announce Type: new Abstract: Modern enterprises face an accelerating onslaught of API-targeted threats amid a rapidly expanding attack surface. Record volumes of software vulnerabilities continue to accelerate dramatically, with 28,818 CVEs disclosed in 2023 (a 38% jump from 2022) and 40,009 CVEs in 2024 (another 38% increase), while the average time-to-exploit (TTE) of new flaws shrank to mere days (approximately 5 days in 2023, down from 32 days in 2021). At the same...