Latest Articles

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

· 1,033 Views

Architecting Trustworthy AI: Engineering Patterns for High-Stakes Environments

This post presents three domain-agnostic engineering patterns for building AI systems that remain safe even when the model is wrong.

June 29, 2026

by Sujay Puvvadi

· 1,007 Views

Building Production-Safe Agentic Remediation With Docker MCP Gateway: Lessons From 43% to 100% Accuracy

We built an AI Docker remediation system on MCP Gateway. First version: 43% correct. After 9 engineering fixes: 100%. Here's what changed.

June 29, 2026

by Mohammad-Ali Arabi

· 1,307 Views

Black Swan Bugs: Paving the Way for New Roles in Software Engineering

By outsourcing more of our thinking to probabilistic systems, we risk weakening the very human habit black swans demand: the habit of making the right questions.

June 29, 2026

by Stelios Manioudakis

CORE

· 2,961 Views · 3 Likes

Why Requirements Are Becoming the Control Layer in AI-Assisted Development

As AI generates more code and tests, requirements become the control layer that keeps delivery consistent, traceable, and aligned with the system context.

June 29, 2026

by Andrei Lavygin

· 1,003 Views · 1 Like

High-Cardinality Threat Detection: Why MapReduce Breaks and Heuristics Win

Scalable systems that succeed don’t process more — they ignore more, using heuristics to isolate the small fraction of activity that actually matters.

June 29, 2026

by Karanpreet Singh

· 1,083 Views

Mac Native Builds, Live Protocols, And Open Issues Under 350

The open issue count dropped below 350 after a push through the oldest reports, and the same week brought native Mac builds, WebSockets in the core, gRPC and GraphQL inte

June 29, 2026

by Shai Almog

CORE

· 749 Views · 1 Like

Before the AI Coding Agent Writes Code: Structuring Scattered Requirements With PARA

AI coding agents often fail when the required context is scattered. It is about preparing better context before the agent writes code.

June 29, 2026

by Venkata Naga Satya Sai Vineeth Kondisetty

· 794 Views

The New Insider Threat Isn't Human: Securing AI Agents Before They Secure Themselves

AI agents are becoming powerful insiders. Learn how identity, MCP security, least privilege, and policy enforcement reduce emerging risks.

June 26, 2026

by Igboanugo David Ugochukwu

CORE

· 1,881 Views · 1 Like

Wayland Compositor Debugging in C++: Hunting Null Pointer Crashes in the Display Stack

Debugging a wlroots Wayland compositor crash on ARM Linux: tracing a suspend/resume null pointer bug with gdb, ASan, and lifecycle analysis.

June 26, 2026

by Rajasekhar sunkara

· 977 Views

Selective Deployment in Azure Data Factory: A Practical Blueprint for Safer CI/CD

Implement selective deployment in Azure Data Factory to safely promote individual features without deploying the entire factory state

June 26, 2026

by Sauhard Bhatt

· 1,682 Views · 2 Likes

Data Pipeline Observability: Why Your AI Model Fails in Production

Your machine learning model had 95% accuracy in testing, but crashes in production. The problem isn't the model, it's your data pipeline.

June 26, 2026

by Abhilash Rao Mesala

· 1,051 Views · 1 Like

Building High‑Precision Vector Search for Document Retrieval on Databricks

Databricks Vector Search uses embeddings, hybrid search, and re‑ranking to deliver fast, accurate semantic retrieval at scale.

June 26, 2026

by Ramesh Bellamkonda

· 1,693 Views

Two Clocks Are Running Out at Once, and Almost Nobody Is Watching Both

Quantum computing and AI coding tools are changing security. Learn why crypto-agility and better governance are now critical.

June 26, 2026

by Igboanugo David Ugochukwu

CORE

· 1,972 Views · 2 Likes

What It Takes to Make Mainframe Modernization Work

At its core, modernization isn’t about replacing one system with another. It’s about improving how the organization operates.

June 26, 2026

by Robin Macfarlane

· 1,210 Views

What Cloud Engineers Actually Need to Know About AI Infrastructure

AI infrastructure isn’t about GPUs. Most issues come from storage, networking, data pipelines. If GPU utilization is low, check the infrastructure first, not the model.

June 26, 2026

by Naveen Kalapala

· 1,047 Views

A Tool Is Not a Platform (And Your Team Knows the Difference)

Calling a collection of tools a platform creates expectations it cannot meet. A platform has a contract. A toolchain has documentation.

June 25, 2026

by Jeleel Muibi

· 1,249 Views · 1 Like

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

· 1,165 Views · 2 Likes

Beyond Software Hope: The Engineering Blueprint for AI Execution Truth

This engineering blueprint details how to replace "software hope" with deterministic, hardware-level enforcement via TEEs and the Citadel protocol.

June 25, 2026

by Theo Ezell

· 1,252 Views · 1 Like

SBOMs improve software supply chain transparency, but sharing them carelessly creates risk. Learn how controlled disclosure balances trust and security.

June 25, 2026

by Sven Ruppert

CORE

· 1,740 Views

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