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We stopped learning about production failures from other teams by splitting observability into two planes: telemetry that's always on, and notificat…
When we horizontally scale an application, adding more instances is only part of the solution. We also need to consider where the application stores…
Introduction As cloud-native applications continue to gain traction, developers are increasingly looking for efficient ways to deploy their services…
AI Search Journey Lab — Part 3 of 7 Measuring how brands appear across AI search journeys using Gemini, Google Search grounding, deterministic visib…
This post was originally posted on X , by Annie Wang, Developer Relations Engineer, Google Cloud and Annie Cusack, Developer Marketing Manager, Goog…
AI Search Journey Lab — Part 1 of 7 Building an explainable search-to-decision workflow with Gemini, Google Places, Google Search grounding, determi…
We built a nine-agent pipeline that turns a natural language use case into working code, an interactive preview, and an implementation guide in unde…
This article provides a step by step migration guide for a Python MCP server from the MCP Python SDK 1.x ( FastMCP ) to 2.x ( MCPServer ), followed…
Originally published on my blog . On August 27, Google moved Gemini Omni 1.1 Flash, its video generation model, to general availability under the st…
The first version of an agent usually has one place for context: the prompt. The user request goes in. Conversation history goes in. Tool results, p…
Most teams running on Google Cloud don't pick one compute model and stay there. Some services live on GKE because they need fine-grained control, si…
Most "AI-powered" side projects follow the same arc: a slick demo, a hardcoded API key, one shared database, zero auth boundaries — and it falls apa…
Written for the Gemini All Agentic AI Hackathon. A game stream can last four hours. The moments worth turning into a video might last only a few min…
For the past month, our team has been building EIR: Healthcare Agent Fleet , a secure multi-agent platform for patient access, recovery, scheduling,…
I created this article for the purpose of entering the All Things Agentic Hackathon . An AI agent already has the API key. It can read the campaign,…
In Kubernetes, few status messages are as familiar as CrashLoopBackOff . When a container exits unexpectedly, the kubelet steps in to prevent the fa…
Executive Summary After years building mission-critical systems for Citibank and Bloomberg, I have learned one immutable law: the most expensive bug…
AI agents are getting good enough to do real work inside companies. They can read documents, understand images, call tools, make decisions, and trig…
I built this for the All Things Agentic Hackathon (August 2026). Code: github.com/jwlai-cloud/intake . Set published: true in the front matter when…
I wrote this piece for the purposes of entering Google's All Things Agentic Hackathon (Fortified Enterprise Fleet track). Somewhere in the HTML of a…
Web browsers enforce the Same-Origin Policy by default to protect users from malicious scripts trying to read data across distinct origins. However,…
This post showcases my journey of the All Things Agentic Hackathon . I'm a second semester software engineering student, and a few weeks ago I had a…
If you’ve ever spent hours participating in competitive programming challenges or working through cybersecurity learning tracks, you know the frustr…
I created this article for the purpose of entering the All Things Agentic Hackathon. TL;DR — An ADK output_key writes into the session of the agent…
Automating resource management in Kubernetes has always required a high degree of trust. When you hand over CPU and memory sizing to the Vertical Po…
Running Java and other JVM-based workloads in Kubernetes has long presented an infrastructure sizing challenge. During initialization, JVM applicati…
Introduction As a Computer Science student at Vardhaman College of Engineering, I spend a lot of time working on backend systems. Having previously…
Table Of Contents System Architecture Overview 1. Grounded Context: Serverless Local & Vector RAG with ADK 2. Dynamic Execution: Sandboxed Pytho…
Every public company's story is hiding in plain sight — in 10-Ks and 10-Qs that almost nobody reads end-to-end. The good stuff is specific: a gross…
I spent August building PHAGE, an immune system for fleets of AI agents. It vaccinates them: it writes prompt-injection payloads, fires them at its…