# Talks

Live at BSides Las Vegas, Aug 3, 6PM: "Watching Agents Work: A Behavioral Audit of 189 Offensive-Security LLM Runs." Four talks on stage: recon, Nuclei internals, and how offensive-security agents actually behave.

- **[Watching Agents Work: A Behavioral Audit of 189 Offensive-Security LLM Runs](/talks.md#bsides-las-vegas-2026)** · BSides Las Vegas · Ground Truth `aug 2026 · will be recorded`

- **[From Mapping to Mitigation](/talks.md#from-mapping-to-mitigation)** · Black Hat Asia Arsenal `apr 2025`
  with Dogan Can Bakir

- **[Vulnerability Scanning and Enumeration with Nuclei: Deep Dive](/talks.md#vulnerability-scanning-and-enumeration-with-nuclei-deep-dive)** · BSides Ahmedabad `oct 2024`
  with Dhiyaneshwaran Balasubramaniam

- **[Unveiling Vulnerabilities: A Comprehensive Guide to Bug Bounty Recon](/talks.md#unveiling-vulnerabilities-a-comprehensive-guide-to-bug-bounty-recon)** · DEF CON 32 · Bug Bounty Village `aug 2024`
  with Prince Chaddha, Dhiyaneshwaran Balasubramaniam
  - [slides](https://docs.google.com/presentation/d/1gaBwSdjiA4Vj38GKxMS8Eoz2KgxwVfx6ae0iuCSN1rs/pub)
  - [repo](https://github.com/projectdiscovery/defcon32)

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tarun@no-ide.dev · [github](https://github.com/tarunKoyalwar) · [x](https://x.com/KoyalwarTarun) · [linkedin](https://www.linkedin.com/in/tarun-koyalwar) · [medium](https://medium.com/@zealousme)

agents start at [/agents.md](/agents.md)