Detects ransomware encryption activity in real time using entropy
Detect RDP brute force attacks by parsing Windows Security Event Logs
Discover and inventory shadow API endpoints that operate outside
Detect unauthorized SaaS and cloud service usage (shadow IT) by parsing
Analyze WAF (ModSecurity/AWS WAF/Cloudflare) logs to detect SQL injection
Detects sophisticated cyber-physical attacks that follow the Stuxnet
Hunt for suspicious PowerShell execution (T1059.001) such as encoded commands,
Detect OS credential dumping (MITRE T1003) targeting LSASS memory, the SAM
Detect process injection techniques (T1055) - including DLL injection, process
Scan a source tree for weak cryptographic primitives: MD5 / SHA-1 used for security purposes, DES / 3DES / RC4 ciphers, ECB block mode…
Deep DFD understanding from images and text.
Diagnose a hard bug or performance regression with a reproducible feedback loop.
Use when tests, commands, builds, CI jobs, or workflows fail; behavior is wrong; output or performance regresses; flakes or crashes…
Diagnosis loop for hard bugs and regressions.
Generate Vitest + React Testing Library tests for Dify frontend components, hooks, and utilities.
Hunt vector-store / embedding-layer weaknesses in RAG pipelines (OWASP LLM08 Vector and Embedding Weaknesses) — persistent corpus…
Turn a large dataset (an existing oversized Coval test set, an export of past conversations, or a CSV/JSON of cases) into a small…
Django security best practices, authentication, authorization, CSRF protection, SQL injection prevention, XSS prevention, and secure…
Expert tool for generating and executing Django unit, integration, and security tests.
Django testing strategies with pytest-django, TDD methodology, factory_boy, mocking, coverage, and testing Django REST Framework APIs.
Verification loop for Django projects: migrations, linting, tests with coverage, security scans, and deployment readiness checks before…