bernardo.mendes@netapp.com

Hi, and welcome to the Lisbon Search & AI user group event #3, organized by NetApp and hosted by Cloudflare!

Below you will find the agenda + talk summaries

18:00 – 18:30: Arrivals, Networking, Food & Drinks
18:30 – 18:35: Welcome & Housekeeping
18:35 - 19:05: First Speaker - Gabriel Massadas, CloudFlare
19:05 – 19:25: Second Speaker - Jamilson Junior, SKY
1925: – 19:45: Third Speaker - João Santos, Innergate
19:45 – 20:00 Q&A, Wrap-up.

Talk 1: How we built Cloudflare AI Search
Speaker: Gabriel Massadas, Senior Systems Engineer, CloudFlare
Gabriel Massadas | LinkedIn
Talk Summary: Deep dive on the architecture on how Cloudflare AI Search works behind the scenes.
Talk 2: Lethal Trifecta
Speaker: Jamilson Junior, Developer at SKY
Jamilson Junior | LinkedIn
Talk Summary: To present a demonstration of how a setup that features the "lethal trifecta" can allow a user to use access to LLMs to exploit system vulnerabilities.
Talk 3: AI in anestesia
Speaker: João Santos, InnerGate Co-Founder
João Simões Santos | LinkedIn
Talk Summary: AI in anesthesia is an example of high-stakes machine learning deployment where outputs directly influence real-time decisions. Current applications focus on decision support, including predictive monitoring, drug dosing assistance, and emerging closed-loop control in controlled settings. These systems are constrained by risks such as dataset shift, rare but high-impact events, model miscalibration, and human–AI interaction failures. Mitigation relies on system-level design rather than model performance alone, including human-in-the-loop control, uncertainty calibration, redundancy, external validation, and continuous post-deployment monitoring. Medicine and anesthesia share the framework for safety-critical AI with