Testing, Deployment, and Maintenance Resources

Devs Don't Want More Dashboards; They Want Self-Healing Systems

Developers don't want more dashboards to stare at or more complex alerts to manage; they want systems that actively heal themselves.

June 22, 2026

by Thomas Johnson

CORE

· 864 Views

Automating Power Automate: How to Ensure Cloud Flows Are Active After Every Pipeline Deployment

Automate Power Platform deployments by resolving connection references and activating cloud flows after import, so every environment is ready when the pipeline finishes.

June 19, 2026

by karthik nallani chakravartula

· 1,654 Views · 1 Like

Testing Strategies for Web Development Code Generated by LLMs

LLMs can quickly generate web application code, but AI-written code may contain security vulnerabilities. This article reviews testing methods for LLM systems.

June 19, 2026

by Sandesh Basrur

· 1,645 Views · 1 Like

Your AI Coding Agent Can't Steal What It Never Had: The Docker Sandbox Isolation Story

Docker Sandbox runs AI agents in microVMs. The API key never enters the sandbox — the host proxy authenticates on the agent's behalf.

June 19, 2026

by Shamsher Khan

CORE

· 1,488 Views

Why Infrastructure Efficiency Is Becoming the New Cloud Profitability Metric

Learn about how cost per workload, operational efficiency, and infrastructure architecture are reshaping cloud profitability and TCO analysis.

June 18, 2026

by Tetiana Fydorenchyk

· 2,021 Views

Building an Agentic Incident Resolution System for Developers

This is how you can build an automated agentic incident resolution system using Port as a context layer and Datadog for incident tracing.

June 17, 2026

by Pavan Belagatti

CORE

· 2,029 Views

On-Device Debugging and JUnit 5

A walk-through of the new JDWP-based on-device debugging pipeline for ParparVM iOS apps and Android apps, with a step-by-step IntelliJ tutorial for each.

June 17, 2026

by Shai Almog

CORE

· 1,827 Views · 1 Like

Testing Is Not About Finding Bugs

Finding bugs is what testing produces; understanding quality is why it exists. QA's future belongs to those who understand products, customers, and risks, not just bugs.

June 17, 2026

by Abhinav Garg

· 1,379 Views · 2 Likes

Cutting Data Pipeline Costs and Data Freshness Issues With Netflix Maestro and Apache Iceberg: A Practical Tutorial

Iceberg replaces filesystem state with a metadata tree (cheap queries, ACID snapshots). Maestro replaces cron with event signals (fresh data).

June 16, 2026

by Intiaz Shaik

· 5,095 Views · 2 Likes

Getting Started With GitHub Copilot CLI for Coding Tasks

This blog explores GitHub Copilot CLI, a terminal-based AI coding assistant that integrates with GitHub Copilot for users with a subscription.

June 16, 2026

by Gunter Rotsaert

CORE

· 1,300 Views

Conversational Risk Accumulation: Stateful Guardrails Beyond Single-Turn LLM Checks

Learn how Conversational Risk Accumulation (CRA) helps detect session-level risks in long AI chats using telemetry, drift tracking, and soft guardrails.

June 15, 2026

by Sanjay Mishra

· 1,736 Views

From ETL to Lakeflow: Shifting to a Declarative Data Paradigm

The article focuses on moving away from traditional, "imperative" ETL processes to a modern, "declarative" approach using the Databricks Lakeflow platform.

June 15, 2026

by Seshendranath Balla Venkata

· 1,957 Views · 1 Like

How to Build a Local LLM Agent to Automate Work List Generation from Monthly Reports (With Jira Integration)

Learn how a local LLM agent automates work list generation from reports, enriches tasks from Jira, detects duplicates, and keeps enterprise data secure.

June 11, 2026

by Sergey Laptick

· 2,695 Views · 2 Likes

Can We Build Elite Search Agents Without Massive Industrial RL Pipelines?

OpenSeeker-v2 is intended to push the limits of search agents working with informative and also high-difficulty trajectories.

June 11, 2026

by mike labs

· 1,487 Views

The Repo Tracker: Automating My Daily GitHub Catch-Up

Automate GitHub repo tracking with a local agent using Python, SQLite, and cron. Learn how to build a lightweight monitoring system for open-source projects.

June 11, 2026

by Alain Airom (Ayrom)

· 1,723 Views

Deployment Lessons You Only Learn the Hard Way

Learn how to reduce deployment risk with effective monitoring, rollback strategies, incident response playbooks, and recovery practices.

June 10, 2026

by Sandesh Basrur

· 1,135 Views

Building a RAG-Powered Bug Triage Agent With AWS Bedrock and OpenSearch k-NN

Learn how a RAG-powered bug triage agent uses AWS Bedrock, OpenSearch, and dynamic scoring to automate crash analysis and routing.

June 9, 2026

by Rajasekhar sunkara

· 1,346 Views

Frame Buffer Hashing for Visual Regression on Embedded Devices

Learn how frame buffer hashing reduced visual regression storage from 18GB to 19KB while speeding up CI and eliminating flaky image diffs.

June 9, 2026

by Rajasekhar sunkara

· 785 Views

Amazon Quick: AWS's Agentic Workspace, Explained for Engineers

A technical deep dive into Amazon Quick — how it works, how it connects to your tools via MCP, and where it sits in the AWS agent stack.

June 9, 2026

by Jubin Abhishek Soni

CORE

· 2,671 Views

Agentic AI Has an Observability Blind Spot Nobody Is Talking About

Production AI agents can trigger cascading failures when observability tracks what broke, but not whether the system can safely absorb remediation actions.

June 8, 2026

by Sayali Patil

· 1,346 Views · 2 Likes

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