Software Design and Architecture Resources

Cutting AI Token Costs With MgntUtils Stack Trace Filtering

Learn how AI can reduce log volume and token costs by compressing stack traces while preserving the details needed for effective debugging and analysis.

August 24, 2026

by Michael Gantman

· 1,666 Views · 1 Like

From Chat Completions to Responses: Why Is OpenAI Upgrading Its Core API?

The Responses API simplifies complex agent workflows by unifying context, tool calls, and outputs, while Chat Completions remains suitable for simpler chat use cases.

August 24, 2026

by Jake Tao

· 1,149 Views · 1 Like

How to Secure Fintech REST APIs Against BOLA Vulnerabilities

Learn how to protect fintech REST APIs from BOLA attacks with object-level authorization, secure identifiers, access controls, and API security testing.

August 24, 2026

by Nanne Parmar

· 1,474 Views · 1 Like

Building Meeting Audio RAG on Microsoft Foundry With Fast Transcription and Foundry IQ

Build a production-ready meeting audio RAG pipeline with Microsoft Foundry, and connect to a Foundry agent that answers questions with meeting and time citations.

August 21, 2026

by Jubin Soni, FBCS

CORE

· 1,875 Views · 1 Like

From Bottlenecks to Reliability: A Practical Guide to Scaling Temporal in Production

Scale Temporal by right-sizing workers, isolating workloads with task queues, controlling concurrency, and designing regional failover before traffic spikes or outages.

August 21, 2026

by Akhil Madineni

CORE

· 1,766 Views · 2 Likes

Alert Fatigue as a System Design Problem: Engineering On-Call Reliability in Modern SRE Teams

Alert fatigue from excessive notifications exhausts on-call engineers, eroding SRE culture. True reliability requires resilient system design, not heroic human effort.

August 21, 2026

by Oreoluwa Omoike

· 1,613 Views

Reliability Without Control: Operating SRE Practices in Platform–SaaS and API-Dependent Systems

Modern SRE shifts focus from component health to user experience, relying on accurate signals and human response to sustain reliability despite reduced control.

August 20, 2026

by Oreoluwa Omoike

· 1,694 Views · 2 Likes

When Downtime Means an Unlocked Front Door

Component metrics tell you what broke. Journey metrics tell you what the customer felt. Measure end-to-end and give error budgets teeth.

August 20, 2026

by Naveen Goel

· 1,507 Views · 1 Like

AWS Bedrock vs Vertex AI vs Azure Foundry: Stop Comparing Benchmarks, Start Asking This Instead

Compare AWS Bedrock, Google Vertex AI, and Azure AI Foundry to choose the right cloud for your AI workloads based on data, models, and governance.

August 20, 2026

by Balaji Venkatasubramaniyar

CORE

· 2,441 Views · 2 Likes

Prompt, Fine-Tune, or Compile: The Three Ways to Build Anything in AI

Learn when to use model APIs, fine-tuning, or declarative code for AI products, and how to manage these three tiers as your product evolves.

August 20, 2026

by Dhyey Mavani

· 1,656 Views · 1 Like

How AI Is Actually Changing SRE Tools, Part 2: ITOps, Chaos Engineering, and the Rest of the Job

Across every category, AI is good at surfacing options and drafts; the SRE still owns the judgment call with real consequences.

August 20, 2026

by Vidyasagar (Sarath Chandra) Machupalli FBCS

CORE

· 2,170 Views · 3 Likes

Why DAST Findings Are Hard to Fix and How to Make Them Actionable

Here's how repro evidence, ownership mapping, exploitability data, and retesting turn DAST alerts into fixes developers can actually act on.

August 20, 2026

by Philip Piletic

CORE

· 2,033 Views

How Docker Is Becoming an AI Development Platform

Local AI dev chaos fixed by moving LLM, vector DB, and app into one Compose file, reproducible, but it's not a Kubernetes replacement.

August 19, 2026

by Pruthvi Raj Seknametla

· 32,006 Views · 5 Likes

Why Is the Agent Card Important?

Build AI agents with A2A and Agent Cards to enable seamless agent discovery, communication, and task collaboration across specialized agents.

August 19, 2026

by Ajay Singh

· 1,800 Views · 1 Like

A Developer's Guide to Chrome Extension Manifest V3 Declarative Net Request API

Learn to build Chrome Manifest V3 network filters, manage dynamic rulesets, and modify HTTP headers using the declarativeNetRequest API.

August 19, 2026

by Vishal Pathak

· 2,101 Views

Containerizing LLMs: Best Practices for Docker-Based AI Workloads

Bloated LLM Docker images and silent OOM kills taught me: separate weights from images, use runtime, not devel bases, and budget GPU/host memory separately.

August 19, 2026

by Pruthvi Raj Seknametla

· 29,404 Views · 4 Likes

How Different Docker Engine Versions Led to Partial Traffic Unavailability in Docker Swarm

This article is based on a real-world production case. Different Docker Engine versions on Swarm nodes led to partial traffic degradation on one of the manager nodes.

August 19, 2026

by Denis Tiumentsev

· 1,963 Views · 1 Like

Solving Session Persistence for Model Context Protocol Servers at Enterprise Scale

Learn why Model Context Protocol servers fail behind a load balancer with "session not found" errors, and a shared session store pattern that fixes it at scale.

August 19, 2026

by shravya boini

· 1,803 Views

Arm64 Is No Longer the Edge Case

Arm64 has become a first-class Linux platform, with upstream development and native testing improving kernel reliability, portability, and maintenance.

August 18, 2026

by Craig Hardy

· 1,599 Views

Building Internal Developer Platforms on Kubernetes: The Abstraction Problem Nobody Warns You About

Most Kubernetes platforms stop at infrastructure. Wrapping complexity in a CRD abstraction and admission webhooks, developers should specify intent, not YAML.

August 18, 2026

by Pruthvi Raj Seknametla

· 34,158 Views

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