



Agentic code review platform built with LangGraph, featuring parallelized Bug, Security, Performance, and Code Quality agents. Uses RAG for repository aware analysis, Pydantic for reliable structured outputs, and Prometheus based observability for monitoring agent execution, latency, errors. Integrates with GitHub.
Real time game
freakyUrl lets you transform ordinary URLs into suspicious looking shortened links with custom phrases. A unique nanoid identifier powers the actual redirect. The backend generates and stores the slug, while the frontend handles redirection from its own domain.
Aug 2026A reliable AI powered PR review system is more complex than simply having an LLM review code. This article explores the challenges of context retrieval, false positives, agent coordination, and scalability.

Roberto Infante

Ran Aroussi