Denver likes a good origin story. The city still keeps a marker for Louis Ballast and the Humpty Dumpty Barrel, the local spot tied to the cheeseburger's Colorado claim. That detail felt oddly right for SnowFROC 2026. A cheeseburger is a small upgrade that changes the whole meal. This year's conference kept returning to the same ideas in AppSec, such as how meaningful security progress often comes
The Problem AI agents are moving from answering questions to taking actions — calling APIs, querying databases, executing code, managing memory. The security surface has shifted from "what the model says" to "what the agent does." Most guardrail solutions address the first problem. They filter content. They detect prompt injection. They moderate output. These are necessary but insufficient. The
TL;DR Bots passed humans on the open web. IP reputation feeds stopped working for residential traffic. IPv4 prices collapsed. AI crawlers became a measurable tax on public sites. And Europe finally started writing big GDPR checks while only fining 1.3% of complaints. If you ship anything that touches the public web at scale, the IP infrastructure you set up in 2022 is doing more harm than good i
Metric Value Django Average Response Time 287ms Node.js Average Response Time 193ms Django Memory Usage (1000 users) 1.8GB We tested Django 4.2 and Node.js 18.16 under identical conditions to measure their performance for reporting dashboard workloads. The test environment consisted of AWS EC2 m5.2xlarge instances (8 vCPUs, 32GB RAM) running Ubuntu 22.04. Both frameworks connected to th
I was reading an Anthropic engineering post this winter that mentioned, almost in passing, that Claude Code's biggest token sink across their fleet is package-related queries. Every "how do I do X in Y", every npm install, every dependency audit. The model fetches the registry JSON, reads it, summarizes for itself, and only THEN answers you. I started measuring it on my own agent traffic. 74% of t
You have 47 API keys. You know where exactly zero of them are. Your secrets are scattered across a digital wasteland. One is in a .env file you’re terrified to delete. Another is buried in a 2022 Slack DM. Your AWS credentials live in a Notion page titled "stuff", and your 2FA codes are trapped on a phone you're about to trade in. When you need an API key, you experience one of two realities: y
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Generative AI is no longer just an emerging technology. It is becoming a core business capability across software development, customer support, analytics, content generation, automation, knowledge management, and enterprise productivity. For cloud professionals, developers, data teams, and solution architects, learning Generative AI on AWS is now a high-value career move. AWS provides a growing e