
AWS Lambda Durable Functions vs Step Functions: a real-world comparison
Hey devs, I recently built the same order dispatch workflow twice, once with AWS Step Functions and once with AWS Lambda durable functions . The diffe...

Hey devs, I recently built the same order dispatch workflow twice, once with AWS Step Functions and once with AWS Lambda durable functions . The diffe...

Last week I wrote about the compliance reflex — the RLHF-trained pattern of "Should I...?" and "Would you like me to...?" that I have to actively figh...

*sudo su - cammand for root access, to become root user. ( Sudo -l ) Folders = directory in linux Administrator = root user Software = package File sy...

Letters Home from MCP Audit Camp We needed to audit 22 MCP tool handlers across the OpZero codebase — schemas, deploy logic, project management, and b...

What happens when an AI has actual bills to pay Most AI systems don't have skin in the game. They answer questions, run automations, generate stuff, a...

Cloud Run is a developer-focused, fully managed application platform for running code on Google's scalable infrastructure. Designed to make developers...
Stepping into the world of Kubernetes can feel like being handed the keys to a massive, automated city without a map. While container orchestration is...
with GitLab CI/CD and a Local LLM (Ollama + Qwen2.5-Coder) Continue reading on Medium »

I have a confession. → I’ve never passed a single certification exam. → No CKA. → No AWS Pro. → No Terraform Associate. → I’ve… Continue reading on AW...

From the high-frequency trading floors of Wall Street to orchestrating cloud data centers, the ability to synchronize events with nanosecond accuracy...

Last week, my team met many developers at Developer Week in San Jose. My colleague, Vinicius Senger delivered a great keynote about renascent software...

Everyone uses OpenAI's API. But have you done the math on self-hosting? The Cloud API Cost GPT-4o: ~$2.50 per million input tokens. Sounds cheap until...

Learn how the Java Future interface solves common concurrency problems. Explore analogies, Java 21 code examples, and best practices for asynchronous...
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Introduction In part 2 , we covered creating text and image embeddings, and in part 3 , creating audio and video with Amazon Nova 2 Multimodal Embeddi...

You wake up and open your laptop. Your browser has 27 tabs open, your inbox is overflowing with unread newsletters, and meeting notes are scattered ac...

Thousands of platform engineers and security experts are about to gather for KubeCon + CloudNativeCon Europe 2026, making it the year’s definitive clo...

Still stuck in a 4-year degree loop? If you are juggling rising tuition, family responsibilities, and a fast-changing tech market, the biggest risk is...

Sowbot is an open-hardware agricultural robot designed to close the "prototype gap" that kills most agri-robotics startups and research projects — the...

ODEI for DevOps: Constitutional AI in Your CI/CD Pipeline AI is entering DevOps workflows. Here is how constitutional validation prevents AI automatio...
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