Accelerating JVM startup on GKE: How VPA CPU startup boost eliminates ongoing resource waste
Running Java and other JVM-based workloads in Kubernetes has long presented an infrastructure sizing challenge. During initialization, JVM applicati…
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Scaling AI from Scripts to Production: My Journey in Gen AI Academy Cohort 3
Introduction As a Computer Science student at Vardhaman College of Engineering, I spend a lot of time working on backend systems. Having previously…
Attest: an ADK agent that audits what other models say about SEC-registered advisers
A machine is describing your business to prospects several times a day, and there is no record of any of it. That was the whole starting point. I bu…
Building Next-Gen Agentic Architectures: From Local RAG to Sandboxed Execution and BigQuery MCP
Table Of Contents System Architecture Overview 1. Grounded Context: Serverless Local & Vector RAG with ADK 2. Dynamic Execution: Sandboxed Pytho…
I built an agent that reads SEC filings so I don't have to
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 Built an AI Fleet That Won't Cry Wolf — Here's How Keystone Watches the Grid for Wildfires
I wrote this post to document how I built Keystone, my submission to the All Things Agentic Hackathon (Google Gemini + Google Cloud), for the Fortif…
The most interesting number in my hackathon project is one I found by accident
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…
438 of 536 quarantined — and not one was a bad verdict
A 12-person humanitarian NGO carries exactly the same strict-liability sanctions exposure as JPMorgan, and cannot hire anyone to manage it. I built…
Fermion Fleet: When the Door Is Code, Not a Prompt
This post was created for the Google All Things Agentic Hackathon. Autonomous agents can sound certain while still being wrong. That is not a prompt…
Progressive cluster upgrades at scale: A technical guide to GKE rollout sequencing with custom stages
Upgrading Kubernetes clusters across a large enterprise fleet is often a balancing act between staying current with security patches and avoiding ou…
The Agent Failed. The Promise Did Not: Building Verifiable Agent Succession
This article was created for the purpose of entering the All Things Agentic Hackathon . Autonomous agents are increasingly trusted with work that ou…
Evidence-Gated Agency: building an agent that can't be optimistic
I built this project and wrote this post for the All Things Agentic Hackathon (Google Cloud + Devpost). #AllThingsAgenticHackathon In Colombia, publ…
How I Built a Serverless AI Accounting App with AI assistant and Saved My Family from Spreadsheet Chaos
Link to the Source Code As a data engineer, I spend my days designing clean, optimized data structures. But at home, I face a much tougher crowd: my…
Building an AI Agent That Shops, Gets Audited, and Pays — On Its Own
Written for the All Things Agentic Hackathon (Google). Most "autonomous agent" demos stop at reasoning. This one doesn't: it decides it needs a piec…
Two weeks into building Cube Engines — the small things that actually mattered
I've written a bit here before about the games themselves. This time I want to talk about the process — specifically, the small decisions that turne…
Mix and Match: Serving an ADK Agent to AWS and Azure
This article provides a step by step look at running a Google ADK agent on Cloud Run, and serving it over the A2A protocol to callers that are not A…
Marketera: Building an AI-Powered Smart Campus Marketplace on Google Cloud Run
Campaign: Built as part of the Google Cloud Gen AI Academy APAC — "Meet the Builders" campaign. Introduction Hello community! My name is Ananya Raj…
Building an Escalation Root-Cause Agent with Gemini and ADK
Gen AI Academy APAC — Track 1 (AI Agents with Gemini, ADK, and Cloud Run) Why I built this I lead a customer service team of 25 agents at Amazon, ha…
The Serverless Equation: Conquering the Cold Start in Real-Time AI Inference
In our inaugural issue , we established that the future of enterprise AI lies not merely in raw model parameters, but in the architectural paradigms…
Beyond the Vector: Why Graph Neural Networks are the Strategic Choice for Enterprise Generative AI on GCP
In the current epoch of Artificial Intelligence, the industry remains singularly preoccupied with the "Model" — obsessing over the raw parameter sca…
Building a viral Imax ticketing app that never crashes
When 150,000 tickets went on sale for The Odyssey in 70mm IMAX, they sold out almost instantly. But plans change, cancellations happen, and good sea…
Taking the network away from a Cloud Run job
If you execute other people's code, at some point you have to decide what it is allowed to reach. Mine should reach nothing: no package registry, no…
7 กฎสำหรับ Self-Improving Agent Loops ที่ AI Engineer ทุกคนควรรู้, Google Cloud เปิดตัว agents-cli
7 กฎสำหรับ Self-Improving Agent Loops ที่ AI Engineer ทุกคนควรรู้, Google Cloud เปิดตัว agents-cli โดย Nokka (นก-กา) | 11 สิงหาคม 2569 บทความนี้เขีย…
Build a Dart ADK Agent and MCP Server
Build a Dart ADK Agent and MCP Server Dart developers do not need a Python or Node.js service just to experiment with agents and Model Context Proto…
Golden Paths Aren't About Standardization. They're About Reducing Developer Decisions.
TL;DR Golden Paths aren't about forcing every team to work the same way. They're about removing repetitive infrastructure decisions so developers ca…
Behind the scenes: How we build, test, and scale Google Agent Skills
AI agents are only as good as the instructions and context you give them. When we launched Google Agent Skills , our goal was simple: encode Google…
Build and Deploy Java AI Agents with Google ADK
Debian 13 “Trixie” provides a clean, stable base for Java agent development. On a workstation, virtual machine, or cloud instance, you can compile J…
Cloud Run moves regional failover out of the runbook and into the load balancer
Google Cloud posted on July 20 that Cloud Run now shifts traffic away from an unhealthy region automatically, within seconds, through two new signal…
Google ADK: Introduction to AI Agent Development
Nota: ✋ This post was originally published on my blog wiki-cloud.co Introduction Artificial intelligence is evolving at an unprecedented pace and is…
Beyond the Snapshot: Integrating 30-Day Environmental Intelligence into AI Agents
I've been watching people build AI agents that are incredibly good at refactoring TypeScript, but completely blind to the physical world they inhabi…