An engineer spent 40 minutes last Thursday searching for the internal API rate-limiting policy. She checked Confluence, Notion, three Slack channels, and finally asked a
A customer support team deployed a Bedrock-powered chatbot last quarter. It answered questions from a knowledge base, handled basic FAQs, and saved about 15 hours
Every time someone opens TikTok, they think they’re browsing videos. They’re not. They’re submitting data points to a ranking system that has been learning their
There is a common failure pattern in enterprise AI agents that goes largely unnoticed until it causes real problems. Ask an agent about project deadlines,
Twenty years ago AWS launched a service so simple they named it after the premise: just put a file in and get it back out.
A team shipped a vibe-coded Lambda function last month. Claude generated it, the tests passed, and it went to production. Two days later, the function
A team I worked with ran their entire product on Claude 3.5 Sonnet. Every request – from simple classification to complex document analysis – hit
Anthropic ran a public red teaming exercise against their Constitutional Classifiers system via HackerOne, offering up to $15,000 to anyone who could find a universal
Six months ago, picking an agent framework felt like choosing a JavaScript framework in 2016 – new options every week, each claiming to be the
A team I advise spent three months migrating their Java microservices to Graviton3. They finished in November 2025. Two weeks later, AWS announced Graviton4 with
If you want to build a production-grade voice agent, there are some things you will need: A way to connect phone networks. Speech-to-text processing. Understanding
Your healthcare AI chatbot passed security review. It has Amazon Bedrock guardrails configured to block PII and sensitive medical topics. The web client connects directly
AWS just released a new certification: Certified Generative AI Developer – Professional. If you work with GenAI on AWS or plan to, this exam outline
Werner Vogels stepped on stage for what he announced would be his final re:Invent keynote after roughly 14 years. After more than a decade of
Two quotes land on your desk for the same feature set. Both list similar features and both mention AI in their process. One includes architecture
OpenAI just launched ChatGPT Atlas on October 21, 2025, a browser that brings AI-powered assistance directly into your web experience. There’s one catch: it’s macOS-only
You’re working through a CodeCrafters challenge, making real progress, and suddenly realize something frustrating: all your work lives in a private remote repository that CodeCrafters
Your stakeholder asked a reasonable question: “Will the AI system learn from our users and improve over time?” You said yes, because that sounds right.
