Methodologies Resources

The AI Definition of Done: human-in-the-loop is not a quality standard; you need a different approach for agent harnesses or operational excellence.

June 25, 2026

by Stefan Wolpers

CORE

· 1,923 Views · 1 Like

From "Vibe Coding" to Production: Setting Up an Evals Loop for Claude Agents

Replacing unreliable “vibe coding” with a rigorous automated evaluation loop using curated datasets, Claude judge agents, and metric tracking for production AI agents.

June 11, 2026

by Nikita Kothari

· 2,843 Views · 2 Likes

How to Build an Agentic AI SRE Co-Pilot for Incident Response

Build an agentic SRE co-pilot using LLMs to autonomously reason, plan, and execute incident response across complex, multi-cloud infrastructure.

June 8, 2026

by Akshay Pratinav

· 2,487 Views

Identity in Action

A practical guide to SSO migration covering risks, MFA, phased rollout, and governance to ensure secure identity transitions without disruption.

June 3, 2026

by Kapil Chakravarthy Sanubala

· 3,309 Views · 5 Likes

When One MVP Is Really Four Systems: A Better Way to Plan Multi-Role Apps

Many MVPs get too big because teams treat several user-facing systems and vendor-dependent workflows as one app instead of planning one complete path first.

June 2, 2026

by Kajol Shah

· 2,104 Views · 1 Like

Building a DevOps-Ready Internal Developer Platform: A Hands-On Guide to Golden Paths, Self-Service, and Automated Delivery Pipelines

Learn how to build an internal developer platform with golden paths, GitOps, CI/CD, observability, and governance built into workflows.

May 28, 2026

by Mirco Hering

CORE

· 3,113 Views · 2 Likes

Feature Flag Debt: Performance Impact in Enterprise Applications

Feature flags help teams move fast, but when they’re not cleaned up, they quietly add extra code, slow down performance, and make applications harder to maintain.

May 27, 2026

by Poornakumar Rasiraju

· 4,625 Views · 2 Likes

DevOps and Platform Engineering Readiness Checklist: Everything Needed for a Scalable, Secure, High-Velocity Delivery Platform

A practical checklist for platform engineering teams to improve DevOps, golden paths, reliability, governance, and developer experience at scale.

May 27, 2026

by Josephine Eskaline Joyce

CORE

· 3,534 Views · 2 Likes

Beyond Partitioning and Z-Order: A Deep Dive into Liquid Clustering for Unity Catalog Managed Tables

Liquid Clustering replaces rigid partitioning and Z-Order with adaptive clustering in Unity Catalog, improving performance with less maintenance.

May 26, 2026

by Seshendranath Balla Venkata

· 3,109 Views · 1 Like

Architecting an Embedded Efficiency Layer: A Platform Deep Dive into Day-Two Operational Tuning

Learn how platform teams can embed continuous optimization into internal developer platforms using GitOps, HITL workflows, and full-stack tuning.

May 26, 2026

by Graziano Casto

CORE

· 2,524 Views · 2 Likes

Product-Led Software Delivery: Intelligent Platforms for DevOps at Scale

Platform engineering helps DevOps teams scale with golden paths, DevEx metrics, automation, and AI guardrails that reduce friction and improve delivery.

May 25, 2026

by Fawaz Ghali, PhD

CORE

· 2,816 Views · 1 Like

A Deep Dive into Tracing Agentic Workflows (Part 1)

Agentic systems fail silently — loops, hallucinations, corrupted state. You can't debug or improve what you don't trace.

May 22, 2026

by VIVEK KATARYA

· 3,239 Views · 1 Like

Securing Everything: Mapping the Right Identity and Access Protocol (OIDC, OAuth2, and SAML) to the Right Identity

AuthN verifies identity and AuthZ defines access. Modern systems use OIDC, OAuth2, SAML, and M2M flows for secure human and machine access.

May 18, 2026

by Ananth Iyer

· 2,478 Views

The 7 Pillars of Meeting Design: Transforming Expensive Conversations into Decision Assets

Most meetings waste engineering time, increase latency, and break focus. The 7 Pillars of Meeting Design help teams create efficient, outcome-driven decisions.

May 12, 2026

by Otavio Santana

CORE

· 2,748 Views · 1 Like

The Death of "Text-Only" ChatOps: Why Google's A2UI Matters for DevOps and SRE

Google’s A2UI lets AI agents send secure JSON blueprints that render native, interactive UIs, replacing ChatOps text walls with click-to-act ops workflows.

May 8, 2026

by Deneesh Narayanasamy

· 2,178 Views

Designing Self-Healing AI Infrastructure: The Role of Autonomous Recovery

Distributed AI systems fail faster than humans can respond, making traditional response insufficient. Self-healing systems use telemetry and automation to recover early.

May 7, 2026

by Sayali Patil

· 4,999 Views · 5 Likes

Beyond Conversation: Mastering Context with Claude Code Skills and Agents

Stop "talking" to LLMs and start engineering context flows. The shift from chatbot to system component requires moving from monolithic prompts to modular agentic skills.

May 5, 2026

by Ioan Tinca

· 5,520 Views · 6 Likes

The Bill You Didn't See Coming

Egress — not compute — drives surprise cloud costs. Fix it by designing for data locality, using compression/caching wisely, and actively monitoring data flows.

April 28, 2026

by David Iyanu Jonathan

· 3,314 Views · 1 Like

65% of Enterprises Will Deploy Agentic AI by 2027: A Deep Technical Analysis of Readiness

Agentic AI is the next frontier for enterprises. This guide covers technical architectures, multi-agent design, and deployment readiness.

April 28, 2026

by Jubin Soni, FBCS

CORE

· 3,140 Views

Algorithmic Circuit Breakers: Engineering Hard Stop Safety Into Autonomous Agent Workflows

Autonomous agents fail by persisting: they retry, replan, and chain tools, increasing risk, cost, and potential blast radius without strict safety controls.

April 22, 2026

by Williams Ugbomeh

· 2,741 Views · 1 Like

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