AI/ML Resources

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

· 4,068 Views · 1 Like

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

· 2,682 Views · 3 Likes

Observability for AI Agents and Multi-Agent Systems: When Your System Can't Tell You Why It Did That

Agent systems discard the reasoning behind decisions. Capture workflow IDs, semantic logs, and prompt context before production deployment.

July 17, 2026

by Pruthvi Raj Seknametla

· 36,447 Views · 2 Likes

Mitigating Cache Stampedes in Dynamic API Translation Using Java 21 Virtual Threads

Building a dynamic API translation proxy that leverages Java 21 Virtual Threads and Redisson distributed locking to safely execute AI-driven schema mapping.

July 17, 2026

by Aniruddha Chatterjee

· 4,005 Views · 3 Likes

AGENTS.md Makes Your Java Codebase AI-Agent Ready

A standardized instruction layer for enabling AI agents to accurately navigate, build, and test applications by enforcing clear architectural and operational constraints.

July 17, 2026

by Daniel Oh

CORE

· 4,802 Views · 3 Likes

Every SOC Today Is Answering the Wrong Question

Rethink SOC architecture with Continuous Evidence Graphs that connect identities, sessions, and resources instead of relying on alert timelines.

July 17, 2026

by Igboanugo David Ugochukwu

CORE

· 3,183 Views

When AI Agents Call Your Microservices: 5 Assumptions That No Longer Hold

Five assumptions break predictable volume, rare duplicates, human-owned auth, fault-only retries, and log-based debugging, and five targeted fixes address each one.

July 16, 2026

by Maryna Klochkova

· 3,095 Views · 2 Likes

Platform Engineering 2.0: Evolve the Substrate for AI and Agents

As the workload demands for platform teams change to meet the needs of agents, so too must the platform paradigm itself.

July 16, 2026

by Chris Ward

CORE

· 24,938 Views · 2 Likes

Your Agent Trusts That Wiki. Should It?

AI agents need more than execution correctness. Instruction provenance must be a first-class security property before privileged actions are trusted.

July 16, 2026

by Abhinav Srivastava

· 4,391 Views

AI Agent Harness Lock-In: 5 Portability Tests to Run Before You Commit

Five harness portability tests — memory, tools, skills, orchestration, and governance — that reveal what you trade when committing to an AI agent platform.

July 16, 2026

by Deneesh Narayanasamy

· 3,001 Views

Your AI Agent Trusts Every Tool It's Ever Been Introduced To; That's the Whole Problem

Learn about the 2026 MCP security crisis and a capability provenance architecture that detects tool drift, blocks attacks, and strengthens AI agent security.

July 16, 2026

by Igboanugo David Ugochukwu

CORE

· 3,120 Views · 1 Like

Cloud Cost Optimization Was Hard; AI Cost Optimization Will Be Worse.

Cloud cost optimization was hard because cloud made infrastructure consumption easy; AI cost optimization will be worse because AI makes decision consumption easy.

July 15, 2026

by Raghava Dittakavi

CORE

· 5,569 Views · 3 Likes

You Already Have an AI Working Agreement. Write It Down.

You already have an AI working agreement. Now, write it down to turn scattered AI decisions into an inspectable artifact.

July 15, 2026

by Stefan Wolpers

CORE

· 3,368 Views · 1 Like

Architecting Autonomous Network Ecosystems: From Reactive Monitoring to Agentic AI Orchestration

A strategic blueprint for integrating sophisticated multi-agent systems designed to drive proactive, zero-touch network operations.

July 15, 2026

by Daniel Oh

CORE

· 4,721 Views · 2 Likes

GraphRAG in Practice Using Spring AI, Neo4j, and Goodreads Data

Building a GraphRAG application with Spring AI and Neo4j, covering data modeling, Cypher-based data loading, vector search, and key gotchas.

July 14, 2026

by Akmal Chaudhri

CORE

· 6,452 Views · 3 Likes

The Role of Multi-Agent AI in Optimizing Warehouse Logistics

Multi-agent AI streamlines warehouse logistics by coordinating inventory, fulfillment, and automation in real time to improve efficiency and reduce costs.

July 13, 2026

by Lilly Gracia

· 1,910 Views · 1 Like

API Facade vs. Orchestration vs. Eventing, Now With AI in the Loop

Discover architectural patterns for integrating AI into enterprise systems without sacrificing governance, reliability, observability, or loose coupling.

July 13, 2026

by Jubin Soni, FBCS

CORE

· 3,198 Views · 1 Like

Machine Identity Debt: Why Human Identity Is No Longer Cloud Security's Primary Boundary

Machine identities now outnumber human ones in cloud environments. Learn how to secure workloads with modern identity governance and trust.

July 13, 2026

by Igboanugo David Ugochukwu

CORE

· 6,795 Views · 1 Like

Performance Testing RAG Applications: Complete Engineering Guide

In this blog post, we will see how to perform a performance test on a retrieval-augmented generation (RAG) application properly, covering both speed and correctness.

July 13, 2026

by NaveenKumar Namachivayam

CORE

· 3,472 Views · 1 Like

Goodbye, Skeleton Keys: Why Machine Identity Broke IAM, and What SPIFFE Is Doing About It

The Salesloft Drift breach showed why machine identity has outgrown IAM. Here’s how SPIFFE can reduce token sprawl and trust risk.

July 13, 2026

by Igboanugo David Ugochukwu

CORE

· 3,049 Views

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