Testing, Deployment, and Maintenance Resources

Genkit Flows on Kubernetes, Routed by a Decision Model: senro + jev in Go

Learn to run Genkit Go AI flows on Kubernetes with senro, using Gemini for text generation and jev for routing and reply validation.

November 4, 2026

by Xavier Portilla Edo

CORE

· 1,291 Views

Managing Technical Debt in AI-Generated Code

AI-generated pull requests accelerate development but introduce maintenance risks, requiring clear ownership, rigorous reviews, and automated quality gates.

November 4, 2026

by Uthej Mopathi

CORE

· 1,434 Views · 1 Like

Designing the Runtime Layer for Stateful AI Agents: Where Agent Substrate Fits

Learn how Agent Substrate runs stateful AI agents on Kubernetes using checkpointing, suspension, resumption, and resource management.

November 4, 2026

by Josephine Eskaline Joyce, Ph.D

CORE

· 1,071 Views · 1 Like

AI-Powered CI Test Failure Triage

Automate CI test failure triage with Python and AI by clustering failures, gathering evidence, validating root causes, and keeping engineers in control.

November 4, 2026

by Anil Reddy Putlacheru

· 940 Views

Decoupling a Data Pipeline From the Tables It Was Never Supposed to Depend On

Build resilient Spark analytics pipelines with SQL and view-based sources, date-range processing, and source contracts to prevent schema drift.

November 3, 2026

by Rahul Narakula

· 762 Views

Java 27 Makes G1 the Default Everywhere: How to Test Your Small Containers Before You Upgrade

If a container has 1 CPU or under 1,792 MB, Java 27 silently switches it from Serial GC to G1. Test those services before you upgrade.

November 3, 2026

by Garima Agarwal

· 1,585 Views

Delegated Transport, Forked Authorization: Where Chat and AI-Agent Integrations Actually Break

A Python simulation exposes authorization gaps in third-party chat integrations, from delayed access revocation to AI agent misuse, and tests controls to prevent them.

November 2, 2026

by Igboanugo David Ugochukwu

CORE

· 850 Views

A Non-Expiring AKS Deployment Token Could Read Secrets Across Three Namespaces

Learn how to secure Kubernetes Secrets by replacing long-lived service account tokens, tightening RBAC permissions, and improving Azure Key Vault integration.

November 2, 2026

by Ahmed Tariq

· 977 Views · 1 Like

Deploying Small Language Models on Sovereign Cloud

Learn how to satisfy enterprise data sovereignty by packaging a fine-tuned Gemma SLM with Docker Hardened Images and deploying it securely to an air-gapped GDC cluster.

November 2, 2026

by Anuj Ashok Potdar

· 1,084 Views

Build a GitHub Contribution City With Java and Quarkus

Turn your contribution calendar into an SVG skyline, add it to your profile, and build a DZone-inspired version with a custom palette and character shapes.

November 2, 2026

by Markus Eisele

· 1,168 Views

Closing the Drift Loop: An AI Agent That Drafts Terraform Fixes

Drift detection is solved. Remediation still means a human at the console at 2 a.m. Here's a workflow where an agent drafts the fix and a PR gates it.

October 29, 2026

by Sidharth Shah

· 1,505 Views · 1 Like

Solving Comprehension Debt in AI-Generated Codebases

Learn how the Trace, Tag, and Time-box (TTT) framework helps teams manage comprehension debt and review AI-generated code safely.

October 29, 2026

by Pushkar Gopalakrishna

· 2,296 Views

Treat Salesforce Configuration Like Code: Release Discipline in a Copado Pipeline

Learn how to manage Salesforce metadata changes with Git, Copado deployment pipelines, conflict resolution, and automated regression testing.

October 28, 2026

by Sri Charan Reddy Pennaka

· 1,397 Views · 1 Like

When a Coding Agent Fixes the Test Instead of the Bug

Green CI doesn't mean the bug is fixed. When a coding agent edits the test too, a swap check with Git worktrees shows what really made it pass.

October 28, 2026

by Serhii Romanov

· 1,470 Views · 4 Likes

Vision-Language Models in 2026: From Research Breakthroughs to Cloud-Native Production Systems

Vision-language models have moved from research breakthroughs like CLIP, Flamingo, and LLaVA to real-world enterprise use, made possible by cloud infrastructure.

October 26, 2026

by Srinivas Chippagiri

CORE

· 1,700 Views · 2 Likes

Genkit Flows as senro Steps: Extremely Powerful AI Pipelines in Go

Put a Genkit flow inside a senro step, and every model call becomes a cached, retryable graph node: change one document out of three, pay for one call.

October 26, 2026

by Xavier Portilla Edo

CORE

· 1,043 Views

How to Build Your Own AI SRE From Scratch

A hands-on walkthrough: 7 steps from a bare model behind an endpoint to an agent that reads your telemetry, reads your code, and files its findings as a GitHub issue.

October 23, 2026

by Severin Neumann

· 2,335 Views · 2 Likes