"I found your demo at AI Tinkerers Boston really thought-provoking. The work you're doing at the intersection of AI and security is such an important challenge."

"Your work on solving alert fatigue through AI-assisted knowledge graphs is exactly the kind of fundamental rethinking the industry needs. Too many "solutions" just add more dashboards to the pile."

"It seems like you REALLY nailed the problems with the *DR market nowadays. As someone who's worked for MDR, NDR, EDR, "XDR", you really hit some key points. Another one which comes up often IMHO is how we tailor our detections for pentesters and redteamers - often times prioritizing that over threat intelligence and detecting actual attacks."

"Great insight! AI has essentially placed a fire sale on hacking tools and methodology. Historical precedent is meaning less and less. Shifting to a tiered based approach like you have here is the way."

"Just saw Craig Chamberlain present in Brookline last night! This man sees RED! He threat hunter in the trustest sense. He spoke on a tiered approach to anomaly dectetion. He's made an amazing open source to coordinate LLMs to increase confidence levels. With a proprietary data set that the LLMs are trained he's avoiding the poisoned well attack."

"Craig Chamberlain gave an insightful talk on cloud red teaming and ML-based detection engineering, particularly how attackers can exfiltrate data from S3 in under 2 minutes and why catching threats at initial access/persistence (For e.g., using a IAM AttachPolicy to backdoor access for your user) beats triaging during exfiltration when it gets all chaotic."

"There is no such thing as 'real time' - we live in the past and data by definition is in the past. If you want to be proactive, you have to be predictive. Add this presentation to your RSA Conference agenda."

"Such a small world… great to see two awesome former colleagues from different parts of my career working together!"

"After Craig Chamberlain's talk on 'Intrusion Prediction', I can't wait to try out opendr-io (an open source EDR)"

"Craig Chamberlain study on our ability to predict exploitation shows that the industry has a ways to go in that realm which I think we all knew was the case but his research brought the numbers to prove it."