Latest Articles

The Agent Security Split: Tool Layer vs Sandbox Layer

Why enterprise agent security requires decoupling the tool layer from the sandbox layer, and how the helmdeck + NVIDIA OpenShell architecture enforces it.

July 20, 2026

by Tosin Akinosho

· 1,748 Views

When Data Quality Checks Pass but the Data Is Still Stale

A pipeline can pass every check and still serve stale data. Measure freshness (event time to publish time), not just validity.

July 20, 2026

by Vivek Venkatesan

· 1,904 Views

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

· 35,560 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

· 3,549 Views · 3 Likes

Seeding Postgres When Your Schema Has Foreign-Key Cycles

Three strategies for seeding Postgres schemas with foreign-key cycles: nullable two-pass, DEFERRABLE constraints, and schema-aware generators.

July 17, 2026

by Mikhail Shytsko

· 3,012 Views · 4 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

· 3,921 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

· 2,993 Views

Designing Scalable Containerized Backend Services

Learn to build high-concurrency relational microservices using Python and Docker, focusing on async connection pooling and state management.

July 17, 2026

by Estefanio Fernando

· 2,484 Views · 1 Like

Your Automation Pipeline Is Not a Source of Truth

Pipelines that apply infrastructure changes without a declared source of intent create invisible drift. The pipeline should be the executor, not the authority.

July 17, 2026

by Jeleel Muibi

· 2,140 Views · 1 Like

Anti-Patterns of Microservices Architecture From Real Production Experience

Microservices don't fix complexity; they shift it to the network. They require strict data, runtime, and business autonomy — not just split codebases.

July 17, 2026

by Ivan Balashov

· 2,360 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

· 2,856 Views · 2 Likes

Going Stateless: Scaling MCP Servers to Cloud-Native Java and HTTP

The Model Context Protocol has evolved to be entirely stateless over HTTP, removing complex session bottlenecks. Pairing this update with cloud-native Java, Quarkus!

July 16, 2026

by Daniel Oh

CORE

· 4,792 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

· 24,555 Views · 2 Likes

Most Automation Failures Aren’t Bugs — They’re Boundary Problems

Most failures aren’t bugs — they’re broken assumptions between systems. Focus on boundaries, not just code, to debug faster.

July 16, 2026

by Gayathri Bolineni

· 2,841 Views · 4 Likes

Python in 2026: uv vs Poetry vs pip: The Definitive Comparison

Use pip for legacy, poetry for publishing, uv for everything new in 2026- faster, simpler, easy to setup in 2026 and modern.

July 16, 2026

by Varun Joshi

· 2,453 Views

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

· 4,241 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

· 2,692 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

· 2,628 Views · 1 Like

Building Offline-First iOS Applications with Local Data Storage

Treat local storage as the source of truth, write to disk before the network, and sync later, as the network is a transport, not a requirement.

July 15, 2026

by Uthej Mopathi

· 2,219 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

· 5,019 Views · 3 Likes

Latest Articles - DZone