Deployment Resources

Kubernetes Says Ready. Your LLM Still Isn’t.

Kubernetes can say Ready before an LLM can infer. Measure the gap, then make the readiness check a real inference in production.

September 9, 2026

by Shamsher Khan

CORE

· 3,095 Views · 1 Like

The Startup Time Trick Hiding Inside Your Docker Build

Spring Boot pods reload the same classes on every start. A CDS training run inside your Dockerfile caches that work once and cuts startup time roughly in half.

September 3, 2026

by Garima Agarwal

· 3,469 Views · 3 Likes

How I Run Two AI Coding Agents on One Codebase

Isolated worktrees, explicit ownership boundaries, and automated validation enable multiple AI coding agents to develop safely in parallel.

September 3, 2026

by Uthej Mopathi

CORE

· 3,041 Views · 2 Likes

Making Running Optional: Scaling AI Agents on Kubernetes With Agent Substrate

Learn how an early-stage open-source project separates workload lifecycle from compute allocation for bursty, stateful, and massively concurrent AI workloads.

September 3, 2026

by Mayowa Fajobi

· 2,727 Views

Building a Zero-Cost Daily Job Alert Pipeline on GitHub Actions

Run a daily cron job on GitHub Actions for free by committing a JSON file back to the repo as your database, plus the gotchas from 139 production runs.

September 1, 2026

by Mandar Chaudhari

· 4,182 Views · 1 Like

Inside terraform-provider-archive: A Memory Pattern From 2016 That Scales With Your Lambdas

archive_file buffers whole files in memory. Enough lambdas and terraform apply OOM-kills your CI runner. The fix is ten lines of Go.

August 31, 2026

by Oleg Mamiev

· 1,862 Views · 1 Like

Deliberate Decoupling: 6 Architectural Patterns From a Regulated WAS-to-AWS Migration

Six risk-driven patterns from a Fortune 50 insurer's first WebSphere-to-AWS migration — and why decoupling decided the outcome.

August 28, 2026

by Alka Nimje

· 2,726 Views · 3 Likes

Feature Flag Patterns: From Release Control to Runtime Resilience

A practical taxonomy of feature flag patterns for safer releases, experiments, resilience, access, migration, and runtime control.

August 28, 2026

by Josephine Eskaline Joyce, Ph.D

CORE

· 2,277 Views · 1 Like

Member Spotlight: Shamsher Khan

We caught up with Shamser to talk about golden prompts, AI-assisted engineering, and how teams can build more consistent and governed AI workflows.

August 28, 2026

by Dominique Roller

· 3,054 Views · 2 Likes

Understanding RabbitMQ Exchange Types in Spring Boot

This blog delves into various RabbitMQ exchange types used within a Spring Boot application, highlighting examples and configurations.

August 26, 2026

by Gunter Rotsaert

CORE

· 2,856 Views · 2 Likes

Containerizing Spark and Lakehouse Development with Docker

Use Docker to create a local lakehouse environment that mirrors production, while improving data engineering workflows, Spark testing, and CI reliability.

August 25, 2026

by Aniket Abhishek Soni

· 2,496 Views · 3 Likes

The Code-Volume Delusion: Rethinking Engineering Velocity in the AI Era

AI is shifting the engineering bottleneck downstream, requiring leaders to prioritize PR cycle times, CI/CD stability, and architectural health.

August 25, 2026

by Rupesh Dabbir

· 3,297 Views · 1 Like

Multi-Account AWS Architecture: Isolating PHI Workloads Without Slowing Down Engineering Teams

Multi-account AWS architecture enforces PHI workload isolation at the boundary level — making access control provable rather than arguable during security reviews.

August 24, 2026

by Garik H

· 2,259 Views

Ground Truth for AI-Written Code: Why Context Matters More Than Prompts

AI coding assistants become significantly more powerful when they understand Git history, project architecture, and shared engineering context.

August 24, 2026

by Troian Serhii

· 2,196 Views · 2 Likes

AWS Bedrock vs Vertex AI vs Azure Foundry: Stop Comparing Benchmarks, Start Asking This Instead

Compare AWS Bedrock, Google Vertex AI, and Azure AI Foundry to choose the right cloud for your AI workloads based on data, models, and governance.

August 20, 2026

by Balaji Venkatasubramaniyar

CORE

· 2,624 Views · 2 Likes

How Docker Is Becoming an AI Development Platform

Local AI dev chaos fixed by moving LLM, vector DB, and app into one Compose file, reproducible, but it's not a Kubernetes replacement.

August 19, 2026

by Pruthvi Raj Seknametla

· 32,064 Views · 5 Likes

Containerizing LLMs: Best Practices for Docker-Based AI Workloads

Bloated LLM Docker images and silent OOM kills taught me: separate weights from images, use runtime, not devel bases, and budget GPU/host memory separately.

August 19, 2026

by Pruthvi Raj Seknametla

· 29,469 Views · 4 Likes

How Different Docker Engine Versions Led to Partial Traffic Unavailability in Docker Swarm

This article is based on a real-world production case. Different Docker Engine versions on Swarm nodes led to partial traffic degradation on one of the manager nodes.

August 19, 2026

by Denis Tiumentsev

· 2,034 Views · 3 Likes

Building Internal Developer Platforms on Kubernetes: The Abstraction Problem Nobody Warns You About

Most Kubernetes platforms stop at infrastructure. Wrapping complexity in a CRD abstraction and admission webhooks, developers should specify intent, not YAML.

August 18, 2026

by Pruthvi Raj Seknametla

· 34,214 Views

Building Data Pipelines: Here's What Palantir Foundry Did That Surprised Me.

A senior data engineer's honest first impressions after a Palantir Foundry bootcamp: Five things to know before evaluating the platform.

August 18, 2026

by Sashank siwakoti

· 1,835 Views · 1 Like

The Latest Deployment Topics