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Harnessing LLMs for Automating BOLA Detection
Unit 42's BOLABuster methodology uses LLMs to automate detection of broken object-level authorization vulnerabilities, uncovering flaws in Grafana, Harbor, and Easy!Appointments.
Palo Alto Unit 42 details BOLABuster, a methodology combining large language models with heuristics to automate detection of broken object-level authorization (BOLA) flaws, which traditional fuzzing and static analysis struggle to find. The approach uses LLM reasoning to understand application logic, map endpoint dependency relationships, and generate and interpret test cases. It found CVE-2024-1313 in Grafana, CVE-2024-22278 in Harbor, and 15 CVEs in Easy!Appointments. The team is continuing to hunt for BOLAs in open-source and internal projects.
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Grafana security advisory (AV26-860)
Canada's Cyber Centre warned that Grafana Alloy versions through 1.18.1 are affected by CVE-2026-19516 and urged users to apply available updates.
Canada's Cyber Centre issued advisory AV26-860 warning that Grafana Alloy versions prior to or equal to 1.18.1 are affected by CVE-2026-19516. The bulletin directs users and administrators to vendor resources and available patches. No exploitation or severity details are included in the advisory text.
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October 2025 CVE Landscape
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Experts warn of a coordinated surge in the exploitation attempts of SSRF vulnerabilities
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GPT-5.6 Luna vs. GPT-6 Astra: Is a $1.20 Model Good Enough for Code Review?
Entelligence benchmarks GPT-5.6 Luna ($1.20/M output) against GPT-6 Astra for code review: Luna found 69 verified bugs at 3.6% of Astra's cost.
Entelligence compared GPT-5.6 Luna ($0.20/$1.20 per million tokens) against GPT-6 Astra ($10/$50) on 50 benchmark pull requests from Cal.com, Sentry, Discourse, Keycloak, and Grafana. Astra verified 92 bugs versus Luna's 69, with precision of 96% versus 74%, and Astra caught 19 of 24 security bugs while Luna found only 9. Luna cost $0.20 total versus Astra's $5.66 and reviewed faster at 23 seconds versus 36, with the widest quality gap on Keycloak authentication and permission logic (6 vs 14 verified bugs). Running both models would find 82% of the 143 verified bugs for $5.86 total.
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Over 400 IPs Exploiting Multiple SSRF Vulnerabilities in Coordinated Cyber Attack
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Network Security Trends: November 2021 to January 2022
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Network Security Trends: Recent Exploits Observed in the Wild Include Remote Code Execution, Cross
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Week in review: Google fixes yet another Chrome zero-day exploit, YouTube as a cybercrime channel
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New Fortinet's FortiNAC Vulnerability Exposes Networks to Code Execution Attacks
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