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fuzzing
3 postsSabba: A Security Tool That Proves Bugs by Actually Running Them
Sabba is an MCP security tool that verifies every bug finding by actually compiling and running the exploit, not just guessing with an LLM.
Python Bytecode: The Security Blind Spot Beyond Source Review
Study of over 1M PyPI packages shows Python .pyc bytecode bypasses source-level security review, exposing CPython to crashes and memory-corruption bugs.
Triage Is the Product: AI Agents Audit Ethereum's Protocol Code
Ethereum Foundation's security team runs parallel AI agents against protocol code, surfacing a real CVE—yet the hard part is filtering out false positives.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.com