Performance Resources

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

· 1,282 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

· 1,474 Views · 2 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

· 937 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

CORE

· 1,088 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

· 1,020 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

· 833 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

· 2,502 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

· 1,587 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

· 2,616 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

· 1,898 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

· 638 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

· 1,449 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

· 1,804 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

· 5,138 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

· 3,270 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

· 2,425 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

· 2,516 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

· 1,806 Views

Every Cache Miss Is a Tiny Tax on Your Performance

Cache misses add latency, load, and cost — optimize your cache hit ratio to reduce unnecessary backend work and keep systems fast at scale.

June 1, 2026

by Jayapragash Dakshnamurthy

· 1,516 Views · 1 Like

Implementing Observability in Distributed Systems Using OpenTelemetry

Instrument a Python Flask service with OpenTelemetry auto trace requests, export metrics to Prometheus, and inject trace IDs into logs for observability in one setup.

May 29, 2026

by Mugunth Chandran

· 2,952 Views · 1 Like

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