3 min read•Beginner
Quickstart: API Keys & Your First Scan
Collect your API key from the developer console, install Codefy in your project, and execute your first security scan in under 2 minutes.
Read paperSECURITY RESEARCH & GUIDES
Static AnalysisRead research paper
Why 85% of SAST Alerts are False Alarms (And How CPGs Fix It)
Traditional static analyzers read syntax lines. Code Property Graphs (CPG) fuse AST, CFG, and Program Dependence Graphs into a single queryable mathematical model.
AI InfrastructureRead architecture
Zero-Cost LLM Hosting: Running Llama-3.2-1B on Hugging Face & Render
How we built a <40MB RAM gateway proxy on Render that offloads quantized 4-bit LLaMA inference to a 16GB free Hugging Face Space with 3-strike GitHub VM failover.
Vulnerability ResearchRead tutorial
Interprocedural Taint Flow: Tracing Sinks Across Microservices
A comprehensive guide to modeling untrusted user inputs across TypeScript controllers, middleware sanitizers, and database query sinks.
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