Culture and Methodologies Resources

Explore 10 Product Backlog anti-patterns that AI can make worse by masking dysfunction, missing evidence, and flawed decision-making.

October 2, 2026

by Stefan Wolpers

CORE

· 1,667 Views · 3 Likes

From Wild West to Context-Driven Engineering: How Culture Shapes Software Decisions

Engineering culture shapes architecture. Explore Wild West, Bureaucratic, and Context-Driven models for balancing governance, autonomy, accountability, and AI.

October 2, 2026

by Otavio Santana

CORE

· 1,135 Views · 1 Like

Build Software Faster With Three Simple Principles

Reduce rework with three practical habits: concise feature documentation, technical refinement, and API contracts that let teams develop in parallel.

October 1, 2026

by Ilia Ivankin

· 1,524 Views · 2 Likes

Can Your Team Name the Work It Already Runs With AI?

The AI Workflow Inventory gives teams a shared list of recurring AI work, creating the foundation for A3 delegation decisions.

September 25, 2026

by Stefan Wolpers

CORE

· 2,253 Views · 3 Likes

One Agent, Two Runtimes: Defining State Ownership Between Temporal and LangGraph

Temporal owns coordination, LangGraph owns agent state, and external systems own outcomes. Stable IDs and idempotency keep retries and recovery consistent.

September 25, 2026

by Akhil Madineni

CORE

· 1,535 Views · 4 Likes

How to Build an Asynchronous AI-Content Review Workflow in C#

Learn how to accept image submissions properly and evaluate them for AI content in the background, keeping unapproved content out of normal publication workflows.

September 23, 2026

by Brian O'Neill

CORE

· 2,125 Views · 1 Like

Three Hidden Traps That Shape Software Engineering Decisions

Learn how cognitive biases like status quo, complexity, and broken windows affect software engineering decisions, code quality, and technical debt.

September 23, 2026

by Otavio Santana

CORE

· 2,370 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

· 2,653 Views · 3 Likes

When an iOS Retry Executes an Agent Twice: Building Effectively-Once Tool Workflows With LangGraph, MCP Tasks, Kafka, and App Attest

Stable operation IDs prevent iOS retries from duplicating agent tools across LangGraph, MCP Tasks, Kafka, and App Attest.

September 21, 2026

by Uthej Mopathi

CORE

· 2,299 Views · 3 Likes

Architecting Production AI Across Clouds: Patterns That Decide System Survival

In production, enterprise AI rarely fails at the model. It fails in the architecture around it. Here are the cross-cutting patterns that work.

September 16, 2026

by VenkataSrinivas Kantamneni

· 3,402 Views · 2 Likes

AI Transformations and Agile Transformations Rhyme

AI transformations repeat Agile’s mistakes, from top-down mandates to cost goals. The A3 Delegation System makes AI decisions visible at the workflow level.

September 16, 2026

by Stefan Wolpers

CORE

· 2,370 Views · 2 Likes

Everybody Wants to Be a Dev!

"With artificial intelligence, anyone can build an app without knowing how to code." Many times technology evolution has promised this. Is AI going to keep this promise?

September 15, 2026

by Andrea Chiarelli

· 2,483 Views · 2 Likes

Exploration vs Exploitation: Why It Matters and the Engineer’s Role

Learn how engineering teams can balance exploration and exploitation to drive innovation while building reliable, scalable, and maintainable systems.

September 7, 2026

by Yogeshwar Srikrishnan

· 2,269 Views · 2 Likes

How Performance Engineers Find and Fix Hidden System Bottlenecks

Performance engineers diagnose end-to-end bottlenecks using data over intuition, turning hours of system delays into smooth, efficient execution.

September 7, 2026

by Alex Vakulov

CORE

· 2,804 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

· 4,530 Views · 2 Likes

Evolve or Automate: What It Actually Means to Be an AI-Native Data Engineer

The role isn't disappearing. But if you're still doing the same job you were doing two years ago, you're already behind.

September 1, 2026

by Janani Annur Thiruvengadam

CORE

· 4,274 Views · 2 Likes

How to Diagnose and Recover Stuck Temporal Workflows

Diagnose stuck Temporal workflows via event history, use LangGraph for triage, and recover safely with retry, reset, signal, or cancel.

August 27, 2026

by Akhil Madineni

CORE

· 3,239 Views · 4 Likes

Orchestrating CNN Training and Inference Workflows With Temporal

Temporal makes CNN training and inference resilient with durable orchestration, automatic retries, checkpoint-based recovery, and reliable workflow execution.

August 27, 2026

by Akhil Madineni

CORE

· 3,327 Views · 4 Likes