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Semgrep

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Black & White Path
Black & White Path
Jul 6, 2026 · Information Security

How DeepZero Automates Vulnerability Research Pipelines with YAML and LLMs

DeepZero is an open‑source, high‑concurrency pipeline engine that lets security researchers define end‑to‑end vulnerability analysis workflows in YAML, orchestrating tools like Ghidra, Semgrep and large language models, while providing parallel execution, state persistence and automatic recovery.

DeepZeroGhidraLLM
0 likes · 10 min read
How DeepZero Automates Vulnerability Research Pipelines with YAML and LLMs
21CTO
21CTO
Jun 29, 2026 · Information Security

GLM 5.2 Beats Claude in IDOR Security Benchmark with 39% F1

Semgrep’s benchmark shows that the open‑source GLM 5.2 model, using only a unified prompt and a lightweight Pydantic AI scheduler, achieves a 39% F1 score on IDOR vulnerability detection—outperforming Claude Code’s best 37.4% while costing only about $0.17 per discovered flaw.

AI securityClaudeF1 score
0 likes · 13 min read
GLM 5.2 Beats Claude in IDOR Security Benchmark with 39% F1