DevOps and CI/CD Resources

Your Terraform Monolith Isn't Too Big. It's Tightly Coupled.

Terraform monoliths hurt when one state couples too many resources and owners. Split around ownership boundaries, not size.

September 22, 2026

by Naveen Kalapala

· 2,236 Views · 1 Like

Beyond Token Intelligence: Why AI Code Review Needs Cognitive Architectures

AI is generating code faster than humans can review it. The fix is cognitive architectures that understand not just "what changed" but "why" and whether it's safe.

September 22, 2026

by Sayan Chatterjee

· 2,330 Views · 3 Likes

Understand the Sidecar Pattern by Deploying n8n to AWS Fargate

Learn how to deploy n8n Task Runners as AWS Fargate sidecars for isolated code execution, independent resources, and scalable workflow automation.

September 17, 2026

by Iyanuoluwa Ajao

· 3,070 Views · 2 Likes

Why Real-Time Data Pipelines Are Becoming the Foundation of Industrial AI

Real-time data pipelines enable trustworthy industrial AI through continuous context. They ensure the right data reaches the model at the right time.

September 16, 2026

by Ajay Kumar Govindaram

· 3,076 Views · 2 Likes

Replacing JSON With Protobuf in Your Microservice Mesh: A Zero-Downtime Migration Blueprint

JSON hurts at scale. Protobuf cuts payload size by ~72%, reduces CPU overhead, and enforces typed contracts. However, it needs careful schema management.

September 11, 2026

by Bansidhar kadiya

· 3,510 Views · 3 Likes

Improving Repeated Analytics Workloads With Databricks Disk Cache

Databricks disk cache speeds up repeated reads from curated Parquet or Delta tables, but it works best with good table design and partitioning.

September 11, 2026

by Harsh Patel

· 2,399 Views · 1 Like

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

· 3,225 Views · 2 Likes

DORA Metrics Assume Your CI Pipeline Is Telling the Truth. What If It Is Not?

When mock files drift from current service behavior, DORA metrics underreport failures. Deployment rework rate is the metric that shows what change failure rate missed.

September 7, 2026

by Sancharini Panda

· 1,587 Views · 2 Likes

Building Agentic RAG, Step by Step: From Static Retrieval to Reasoning Pipelines

Build an agentic RAG system that plans retrieval, grades results, reformulates queries, and self-checks answers to improve grounding.

September 4, 2026

by Balaji Venkatasubramaniyar

CORE

· 3,093 Views · 2 Likes

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

· 3,586 Views · 4 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

· 3,128 Views · 3 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

· 2,834 Views · 1 Like

Ampere PMU Profiler: A Guide to Microarchitecture Profiling

APP uses PMU metrics to pinpoint CPU stalls, cache misses, and other microarchitectural bottlenecks on Ampere processors

September 1, 2026

by Bhakti Hinduja

· 2,914 Views · 3 Likes

Designing Replay-Safe CDC Pipelines With Kafka, Debezium, and Recovery Contracts

How to design CDC pipelines with Kafka, Debezium, idempotent writes, deterministic projections, replay workflows, reconciliation checks, and recovery evidence.

September 1, 2026

by Ishan Shah

· 3,235 Views · 2 Likes

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

· 4,290 Views · 2 Likes

When "Roughly Right" Looks Like a Liability: Engineering Financial-Grade Data Pipelines

Learn how to build financial-grade pipelines using idempotent merges, hard-blocking dbt tests, and automated freshness alerts.

August 31, 2026

by Kiran Kumar Javangula

· 1,707 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

· 1,933 Views · 2 Likes

Idempotent Output Keying for Long-Running Tasks During Rolling Deployments

During deployment, replacing a long-running task can process the same data twice, which corrupts the output and breaks consumers that need exactly-once processing.

August 28, 2026

by Kiran Kumar Manku

· 2,368 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

· 2,327 Views · 2 Likes

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 Pugh

· 3,117 Views · 3 Likes

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