Engineering·Feb 2026· 12 minHoare Logic for Code and Cloud: What 1969 Computer Science Offers 2026 EngineeringConsider a function that doubles a positive number:
Engineering·Feb 2026· 9 minDesigning Multi-Model AI Systems on AWS: Routing, RAG, and Inference OptimizationA team I worked with ran their entire product on Claude 3.5 Sonnet. Every request – from simple classification to complex document analysis – hit the same…
Engineering·Feb 2026· 10 minAI Safety Engineering: From Constitutional Classifiers to Circuit TracingAnthropic ran a public red teaming exercise against their Constitutional Classifiers system via HackerOne, offering up to $15,000 to anyone who could find a…
Engineering·Jan 2026· 9 minAgentic Frameworks in 2026: What Actually Works in ProductionSix months ago, picking an agent framework felt like choosing a JavaScript framework in 2016 – new options every week, each claiming to be the…
Engineering·Jan 2026· 7 minAWS Optimization in 2026: Graviton4, Lambda Managed Instances, and the New Cost PlaybookA team I advise spent three months migrating their Java microservices to Graviton3. They finished in November 2025. Two weeks later, AWS announced Graviton4…
Engineering·Jan 2026· 8 minBuilding Phone Call Agents on AWS With Nova 2 SonicIf 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.
Engineering·Jan 2026· 14 minDefense-in-Depth for Healthcare AI: Evaluating Architectural Approaches for Safety and ComplianceYour healthcare AI chatbot passed security review. It has Amazon Bedrock guardrails configured to block PII and sensitive medical topics. The web client
Engineering·Dec 2025· 15 minWhat AWS Thinks You Should Know About Building GenAI SystemsAWS just released a new certification: Certified Generative AI Developer - Professional. If you work with GenAI on AWS or plan to, this exam outline doubles
Engineering·Dec 2025· 10 minWerner Vogels’ Last re:Invent Keynote and the Six Qualities That Define Developers in the AI EraHis answer: absolutely not, if you evolve.
Engineering·Nov 2025· 18 minAI, Quotes and Vibecoding: How To Compare Software Proposals In 2026Contracts with SLAs, uptime guarantees, or legal liability.
Engineering·Oct 2025· 14 minTrying ChatGPT Atlas? Here’s How to Run It Even If You Don’t Own a Mac with Apple SiliconSetup:
Engineering·Oct 2025· 9 minHow to Keep a Copy of Your CodeCrafters Project on GitHub (While Still Pushing to CodeCrafters)You’ll see something like: