Culture and Methodologies Resources

AI in SRE: A Practical Autonomy Model for Self-Healing Infrastructure

A practical framework for graduated autonomy in self-healing infrastructure, covering three remediation tiers and policy-driven blast-radius controls for cloud SRE teams.

July 29, 2026

by Shraddhaben Gajjar

· 3,620 Views · 3 Likes

How I Built a Star Wars Grogu Product Research Agent With Codex, Lark, and SerpApi

Built with Codex, SerpApi, OpenAI, and Lark, this lightweight AI agent compares Amazon products across the U.S. and Japan using live search data.

July 29, 2026

by Magenta Qin

· 2,246 Views · 2 Likes

Why Developers Must Be Part of the Customer Validation Process

Build-measure-learn cycles bring customer feedback into agile development and help engineers validate features and guide product decisions.

July 27, 2026

by Susan Isaac

· 2,276 Views · 3 Likes

Lift-and-Shift vs. Modernize: A Decision Framework for Enterprise Workloads

This five-question framework helps you decide for each workload whether to rehost, re-platform, or rebuild before you migrate.

July 24, 2026

by Srinivasarao Thumala

· 4,211 Views · 2 Likes

One of Waterfall's Most Resilient Artifacts

Learn about why QA-as-a-phase persists, the costs it creates, and how teams can transition to continuous quality across the software development lifecycle.

July 24, 2026

by Stelios Manioudakis

CORE

· 4,092 Views · 4 Likes

The Rise of Agentic SRE: Humans, Agents, and Reliability

Agentic SRE speeds up incident response, but it also requires clear guardrails, strong observability, and human oversight.

July 23, 2026

by Neel Shah

· 5,105 Views · 2 Likes

Spec-Driven Development Renamed an Old Problem; It Didn't Solve It

Spec-driven development improves AI coding, but keeping specs in sync remains the same challenge teams have faced with docs and READMEs for years.

July 21, 2026

by Sam K

· 4,333 Views · 2 Likes

One Click From Requirements to Production: The Promise and the Reality

AI deployment demos always end before the hard part begins. Writing code is 20% of delivery. This article breaks down the hidden 80% that demos never show you.

July 21, 2026

by Sanketh Kumar Divveda

· 3,116 Views · 3 Likes

Agent Sprawl Is Your Next Production Incident: An SRE Response to Datadog's State of AI Engineering 2026

Datadog published the State of AI Engineering 2026 report. Read it. It's the most comprehensive look at AI in production available now.

July 20, 2026

by AJAY DEVINENI

· 4,231 Views · 2 Likes

7 Essential Guardrails for Building AI SRE Agents

AI agents can take over the first minutes of incident response, but only with the right boundaries. Seven guardrails that keep an SRE agent from becoming the outage.

July 20, 2026

by Akhilesh Rao Meesala

· 2,825 Views · 4 Likes

Agents, Tools, and MCP: A Mental Model That Actually Helps

Why more layers doesn't mean a better AI system, and how to think about agents, tools, memory, and MCP as building blocks you actually control.

July 15, 2026

by Jennifer Reif

CORE

· 4,536 Views · 5 Likes

Compliance Reporting Without Losing the Spreadsheet or the Control

Keep the spreadsheet UI for domain experts, but move validation, execution, logging, and export into a governed Java application.

July 14, 2026

by Hawk Chen

CORE

· 4,053 Views · 3 Likes

Scaling Teams, Scaling Systems: Unlocking Developer Productivity With Platform Engineering

Platform engineering scales teams and systems, streamlines workflows, and reduces friction—driving faster delivery, collaboration, and sustainable growth.

July 14, 2026

by Ammar Husain

CORE

· 3,409 Views · 2 Likes

From Gherkin to Source Code Without Losing the Business Language

Instead of hiding business rules inside technical layers, I'll show how to keep them visible and explicit in the code. The code reads like the original Gherkin scenario.

July 14, 2026

by Douglas Cardoso

· 3,592 Views · 2 Likes

Top 10 Best Places to Prepare for Your Next Data Engineer Interview

Candidates must demonstrate strong SQL, Python, data modeling, ETL, Spark, data warehousing, and system design expertise while solving real-world data challenges.

July 10, 2026

by Rahul Han

· 2,889 Views · 2 Likes

Building an Idempotent Job Queue in Node. js That Never Runs the Same Task Twice

Message queues will inevitably redeliver jobs, leading to critical duplicate side effects like double-charging customers.

July 8, 2026

by Bilal Azam

· 2,660 Views · 1 Like

An XGBoost Property Valuation Postmortem: Leakage, Overfitting, and SHAP Surprises

V1 had an R² of 0.84 despite a random split. That was a garbage statistic — random splits give future comps away by training on time-dependent data, and Optuna wins.

July 7, 2026

by Tejas Ashok

· 2,439 Views · 2 Likes

AI-Augmented React Development: How I Rebuilt My Workflow Without Losing Control of the Code

AI accelerates React 18 workflows but breaks down in large enterprise codebases. Here’s where it helps, where it fails, and the guardrails your team needs.

July 1, 2026

by Sathwik Nagulapati

· 3,960 Views · 2 Likes

The 20 Software Engineering Laws

20 software engineering laws that explain why rewrites fail, late projects slip, and teams game every metric. They're about people under pressure, so they still hold.

June 30, 2026

by Milan Milanovic

CORE

· 4,452 Views · 18 Likes

The New Senior Developer Job Description: Half Engineer, Half AI Systems Architect

Senior developers now own two roles: traditional engineering plus AI systems architecture. This split reshapes compensation, hiring, and what 'senior' actually means.

June 30, 2026

by Dinesh Elumalai

CORE

· 4,366 Views · 5 Likes

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