Performance Resources

Why AI-Generated Code Is Making Regression Testing More Important, Not Less

AI-generated code introduces integration failures that spec-based tests cannot catch. Regression testing grounded in real production behavior is the fix.

July 1, 2026

by Sancharini Panda

· 2,117 Views

A Low-Latency Routing Pattern for Multiple Small Language Models

A low-latency multi-SLM architecture uses a lightweight router to direct requests to the most suitable language model, ensuring fast responses with minimal overhead.

June 30, 2026

by Akhil Madineni

CORE

· 2,031 Views · 2 Likes

Beyond Static Thresholds: Building Self-Healing Systems via Context-Aware Control Loops

Static thresholds fail in complex distributed systems. This article introduces a context-aware control loop architecture to isolate failures and automate recovery.

June 29, 2026

by Darshan Botadra

· 1,838 Views

No VIP? No Problem: Pacemaker-Based SAP HANA High Availability Using a Load Balancer Health Check

Many cloud platforms do not support floating virtual IPs, which breaks the standard RHEL Pacemaker setup for SAP HANA HA. Use a network load balancer.

June 25, 2026

by Vidyasagar (Sarath Chandra) Machupalli FBCS

CORE

· 1,744 Views · 3 Likes

Solving Data Traffic Jams in Your Network

Not even data likes a lengthy commute. In this article, let’s explore how to solve congestion chaos with tighter infrastructure.

June 22, 2026

by Sascha Neumeier

· 1,159 Views · 2 Likes

Devs Don't Want More Dashboards; They Want Self-Healing Systems

Developers don't want more dashboards to stare at or more complex alerts to manage; they want systems that actively heal themselves.

June 22, 2026

by Thomas Johnson

· 1,583 Views

Fix the Target, Precompute Once: A Backend-Free Word-Ladder Solver With a BFS Distance Field

Every word ladder ends at the same word. One offline BFS precomputes a distance field, making par and shortest-path queries O(1) lookups, no backend.

June 22, 2026

by horus he

· 2,021 Views · 1 Like

Generative Engine Optimization: How to Make Your Content Visible to AI

Generative engine optimization (GEO) helps content get cited by AI tools like ChatGPT and Perplexity using structure, authority, and semantic clarity.

June 22, 2026

by Sibanjan Das

· 1,336 Views

Building an Agentic Incident Resolution System for Developers

This is how you can build an automated agentic incident resolution system using Port as a context layer and Datadog for incident tracing.

June 17, 2026

by Pavan Belagatti

CORE

· 3,155 Views

Optimizing Arm-Based Build Servers With AmpereOne CPUs

Learn how to optimize Linux build servers for faster CI builds using parallel jobs, RAM disks, CPU tuning, and kernel tweaks on Ampere systems.

June 17, 2026

by Dave Neary

· 1,837 Views

Parallel Kafka Batch Processing With Kotlin Coroutines in Spring Boot

Learn how Kotlin Coroutines improve Spring Boot Kafka batch processing with parallel execution, resource throttling, and faster database operations.

June 16, 2026

by Erkin Karanlık

· 3,064 Views · 1 Like

Conversational Risk Accumulation: Stateful Guardrails Beyond Single-Turn LLM Checks

Learn how Conversational Risk Accumulation (CRA) helps detect session-level risks in long AI chats using telemetry, drift tracking, and soft guardrails.

June 15, 2026

by Sanjay Mishra

· 2,351 Views

Metal and Skins

A new Metal rendering backend for iOS, a browser-hosted Skin Designer that retires the skin downloader, an iOS Reminders-style Return-as-Done flag, status-bar tap diagnos

June 9, 2026

by Shai Almog

CORE

· 884 Views · 1 Like

Agentic AI Has an Observability Blind Spot Nobody Is Talking About

Production AI agents can trigger cascading failures when observability tracks what broke, but not whether the system can safely absorb remediation actions.

June 8, 2026

by Sayali Patil

· 1,739 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

· 3,142 Views

Observability for Agents and Workflows: Tracing Prompts, Tool Calls, and Business Outcomes End-to-End

Learn how to trace AI agents end to end, from prompts and tool calls to business outcomes, with observability practices for production workflows.

June 5, 2026

by Srinivas Chippagiri

CORE

· 5,663 Views · 2 Likes

Why Round-Robin Won't Save You: Load Balancing Challenges in Data Streaming Services With Heterogeneous Traffic

Throughput-based load balancing breaks down when streaming messages have heterogeneous processing costs — the fix is balancing on actual per-partition resource usage.

June 5, 2026

by Semyon Slepov

· 3,467 Views · 1 Like

Compliance Automated Standard Solution (COMPASS), Part 10: How OSCAL Mapping Paves the Way for Continuous Compliance Scalability

Mapping Model is the missing architectural layer that transforms multi-framework compliance from exponential complexity to a linear scale.

June 3, 2026

by Vikas Agarwal

· 2,784 Views

Stop Debugging Glue Jobs Manually: Building an Agentic Observability Layer for Data Pipelines

Glue failures scatter evidence across logs, metadata, and table state. A triage layer pulls it together and flags whether a rerun is safe.

June 2, 2026

by Vivek Venkatesan

· 2,845 Views · 1 Like

Data Contracts as the "Circuit Breaker" for Model Reliability

AI models do not fail due to bad coding; they fail due to an upstream change in the input. Combine contracts with circuit breakers to stop bad data from entering models.

June 1, 2026

by SRIRAMPRABHU RAJENDRAN

· 2,430 Views

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