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# Turning the Tables on Phishers With 'ScamBuster'

**[Dark Reading](https://daily.dev/sources/dr)** · 6 min read · 0 upvotes · 0 comments

## Summary

ScamBuster is an open source, AI-driven system that fights phishing by responding to scam emails using AI-generated victim personas, tricking attackers into revealing financial details and infrastructure data. Built by Laurent Giovannoni of Filigran as a thesis project, it has been in production since November 2025 and will be formally unveiled at Black Hat USA 2026. The system uses LLM agents (defaulting to GPT-4o-mini) to maintain believable conversations, extract indicators like IBANs and payment domains, and export structured threat intelligence in STIX 2.1 and MISP formats. It self-learns which personas are most effective per scam type — the best persona outperforms the worst by 5.5x. The full codebase will be released under the MIT license on August 5, 2026, with planned support for vishing and smishing attacks.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://www.darkreading.com/cyberattacks-data-breaches/turning-tables-email-scammers-scambuster>

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---

Tags: [#security](https://daily.dev/tags/security), [#llm](https://daily.dev/tags/llm), [#phishing](https://daily.dev/tags/phishing)

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