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EPISODE · May 28, 2026 · 26 MIN
Ep 30 | Aaron Brown & Madhur Prashant - Trajectory-Aware Post-Training Security Agents | [un]prompted 2026
from [un]prompted Security Practitioner Con 2026 · host [un]prompted
Day 1 | Stage 2Agentic AI Builder from AWS presents complete open-source pipeline for trajectory-aware post-training of open-weight SLMs for cybersecurity tasks. Everyone talks about AI agents for security but almost no one discusses post-training underlying open-weight models. Frontier APIs work for prototypes but scaling autonomous security operations requires fine-tuned small language models optimized for specific tooling and reasoning patterns.Aaron Brown is Agentic AI Builder, AWS.Madhur Prashant is Applied AI/ML Engineer, AWS.Watch on YouTube: https://www.youtube.com/watch?v=4zoYCfHwhEk
What this episode covers
Day 1 | Stage 2Agentic AI Builder from AWS presents complete open-source pipeline for trajectory-aware post-training of open-weight SLMs for cybersecurity tasks. Everyone talks about AI agents for security but almost no one discusses post-training underlying open-weight models. Frontier APIs work for prototypes but scaling autonomous security operations requires fine-tuned small language models optimized for specific tooling and reasoning patterns.Aaron Brown is Agentic AI Builder, AWS.Madhur Prashant is Applied AI/ML Engineer, AWS.Watch on YouTube: https://www.youtube.com/watch?v=4zoYCfHwhEk
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Ep 30 | Aaron Brown & Madhur Prashant - Trajectory-Aware Post-Training Security Agents | [un]prompted 2026
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