Blogs

Input tokens are cheap. Output and reasoning tokens aren’t. Here’s how they quietly blow up LLM budgets.

PR diffs explain line changes, while sequence diagrams reveal runtime flow. Discover how combining both improves code review quality.

Sequence diagrams help teams understand what code actually does by visualizing execution flow across services and modules.

CVE-2025-55182 is a CVSS 10.0 RCE in React Server Components. See affected stacks, exact patch versions, detection checks, and remediation playbook.

Deep technical benchmark comparing GPT-5.1 and GPT-5.1-Codex on automated bug detection, and real-world code review tasks. See why GPT-5.1 outperformed Codex by up to 1.8x.

Tackle the 20% of legacy code causing 80% of problems. Learn risk scoring techniques to measure, manage, and reduce technical debt.

EPSS predicts which vulnerabilities are likely to be exploited. Discover how developers can use EPSS to fix what actually matters.

Learn 5 technical reasons ripgrep is faster, safer, and more accurate than grep, with practical code examples for modern teams.

Discover how ripgrep (rg) gives coding agents faster searches, less noise, and safer defaults for automated workflows.

This guide breaks down ripgrep’s performance advantages over grep with detailed examples & benchmarks.

Agentic RAG needs secure execution. Learn how sandboxing keeps LLM shell commands safe using Firecracker, Docker, and gVisor isolation models.

If your AI code review still relies on RAG, it's outdated. Here's what real LLM-powered code review looks like.