Battle-tested at Alibaba’s scale. Hybrid architecture code review tool: deterministic pipelines LLM Agent, precise line-level comments, built-in fine-tuned ruleset (NPE, thread-safety, XSS, SQL injection), OpenAI

How I built a structured AI-assisted development workflow as a Tech Lead, where the real work happens before a single line of code is written.

Fully autonomous AI hacker to find actual exploits in your web apps. Shannon has achieved a 96.15% success rate on the hint-free, source-aware XBOW Benchmark. - KeygraphHQ/shannon

Multiple parallel Claude-Code sessions power a self-improving AI factory where agents write, review, and refine code.

Show this to Andrew sometime