Software Design and Architecture Resources

Will AI Keep Us Stuck in 2020 Architectures?

AI coding assistants are deeply fluent in current Spring conventions, which raises a real question: does that lock architecture into 2020-era patterns? It turns out, no.

July 21, 2026

by Daniel Sagenschneider

· 3,161 Views · 1 Like

Hardening MCP Gateways: Mitigating July 28 Security Risks in Java Applications

The latest MCP updates introduce security risks like protocol confusion. Quarkus mitigates these vectors using strict request filtering and enterprise security layers.

July 21, 2026

by Daniel Oh

CORE

· 3,093 Views

Why Do Some Proxies Work Fine for Search But Fail Once You Start Filtering Results?

Root searches are cached and easy to access. Filtering forces requests to hit the backend database directly, triggering stricter anti-bot checks that block basic proxies.

July 21, 2026

by xiyun chen

· 2,366 Views

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

· 3,165 Views · 1 Like

Reducing CI Execution Time Using Impact-Based Test Selection Across Repositories

CI optimization using Git diff and JGit to selectively run impacted Karate tests, reducing regression execution while preserving safe fallback coverage.

July 21, 2026

by Raakesh Rajagopalan

· 3,415 Views

Scaling Row-Level Security With ABAC on Databricks Unity Catalog

Learn how to scale row-level security in Databricks Unity Catalog using a tag-driven ABAC pattern that reduces maintenance and simplifies onboarding.

July 20, 2026

by Sriram Vadlamani

· 2,416 Views

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

· 3,180 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

· 2,176 Views · 3 Likes

Fix Circular Dependencies in PostgreSQL Row-Level Security With SECURITY DEFINER Functions

Circular RLS policy dependencies in PostgreSQL silently return no rows. Here is why it happens and how SECURITY DEFINER functions fix it.

July 20, 2026

by Lex Mulier

· 2,156 Views · 1 Like

Security Is a Platform Property, Not a Pipeline Step

Security works best when it is built into the platform: Terraform guardrails, CI/CD checks, and golden path templates make secure delivery the default.

July 20, 2026

by Naveen Kalapala

· 2,357 Views

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

· 1,741 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

· 31,738 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

· 3,504 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

· 2,954 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

· 2,445 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

· 2,321 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

· 2,818 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

· 4,742 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

· 4,235 Views

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

· 4,890 Views · 3 Likes

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