Latest Articles

Functional Scaffolding for LLM Solutions

Break down LLM-agent workflows into mini-checkpoints with validation and oversight — so you don’t rely on opaque model internals alone.

February 18, 2026

by ganesh s

· 1,428 Views

When Kubernetes Forgets: The 90-Second Evidence Gap

Kubernetes heals too fast, losing diagnostic context. Engineers reconstruct incidents manually. Time-bounded queries, correlation, and intent tracking preserve evidence.

February 18, 2026

by Shamsher Khan

CORE

· 2,417 Views · 2 Likes

Diffs Are Dead: Why You Need Scalable Previews

Coding agents are rendering manual code review obsolete. The shift to an outcome-based review model is necessary, but poses a challenge for platform teams at scale.

February 17, 2026

by Arjun Iyer

· 2,904 Views · 1 Like

Trust No Agent: How to Secure Autonomous Tools on Your Machine

Most developers run autonomous agents with zero isolation. This guide teaches you how to build defense in depth to contain the blast radius.

February 17, 2026

by Vidyasagar (Sarath Chandra) Machupalli FBCS

CORE

· 3,327 Views · 4 Likes

The Human-in-the-Loop AI: Reviving the Lost Art of Procedure Manuals

In the rush to automate everything, we forgot the most important API: the human operator. Here is an architectural pattern using Gen AI to fix broken documentation.

February 17, 2026

by Dippu Kumar Singh

· 1,977 Views · 1 Like

Beyond Ingestion: Teaching Your NiFi Flows to Think

Stop just moving data with NiFi — make it smarter. Here's how to embed an AI model right into your flow using a Java Custom Processor.

February 17, 2026

by Madhusudhan Dasari

· 1,659 Views · 1 Like

Design and Implementation of Cloud-Native Microservice Architectures for Scalable Insurance Analytics Platforms

How cloud-native microservices transform insurance analytics by enabling scalability, real-time processing, and seamless modernization of legacy platforms.

February 17, 2026

by Afroz Mohammed

· 1,729 Views

Leading Through the Chaos of Large-Scale Cloud Operations: 7 Best Practices

Following operational hygiene and best practices when handling large-scale incidents is critical to mitigating the impact faster and in a safe way.

February 17, 2026

by Venkat Maithreya Paritala

· 1,220 Views

The Citizen Developer Boom: How Generative AI Lowers the Barrier to Entry

Traditional "Citizen Development" initiatives often fail due to skill gaps and lack of support. Here's a pattern for democratizing development by using GenAI APIs.

February 17, 2026

by Dippu Kumar Singh

· 1,249 Views · 1 Like

From Prompts to Platforms: Scaling Agentic AI (Part 1)

Scaling agentic AI requires platform-level design: robust messaging, memory, model orchestration, prompts, agent meshes, and safety guardrails, not just better models.

February 17, 2026

by VIVEK KATARYA

· 1,595 Views

Open Notebook: A Secure Alternative to Google NotebookLM

Open Notebook is a local, open-source alternative to Google NotebookLM that lets you chat with documents while keeping all data private.

February 17, 2026

by Gunter Rotsaert

CORE

· 1,834 Views

AI Transformation Anti-Patterns (And How to Diagnose Them)

AI initiatives fail for the same reasons Agile transformations did: The majority of failures result from people, culture, and processes, not technology.

February 17, 2026

by Stefan Wolpers

CORE

· 1,719 Views · 1 Like

Responding to HTTP Session Expiration on the Frontend via WebSockets

Presents a slightly different use of WebSockets — an action is taken at the front-end level when the HTTP session expires, and the back-end signals it.

February 17, 2026

by Horatiu Dan

CORE

· 1,747 Views · 4 Likes

My Learning About Password Hashing After Moving Beyond Bcrypt

I started with bcrypt because it was easy and widely recommended, but I moved to Argon2 once I understood how modern attacks work.

February 16, 2026

by Dhiraj Ray

· 2,160 Views

Automatic Data Correlation: Why Modern Observability Tools Fail and Cost Engineers Time

Your observability stack is complete. So why does debugging still take hours, sifting through data across eight different tools?

February 16, 2026

by Thomas Johnson

CORE

· 1,346 Views · 1 Like

Breaking the Vendor Lock in Network Automation: A Pure Python Architecture

Server automation is largely solved, but networks remain manual due to multi-vendor complexity. Here’s a Python-based solution to automate network operations.

February 16, 2026

by Dippu Kumar Singh

· 1,380 Views

Stop Fine-Tuning for Everything: A Decision Tree for RAG vs Tuning vs Tools

Fine-tuning isn’t the first fix; use RAG for knowledge, tools for control, and fine-tune only after you know the real failure.

February 16, 2026

by Sai Teja Erukude

· 1,901 Views

Schema Evolution in Event-Driven Systems: Avro/Protobuf Strategies That Don’t Break Consumers

Evolve Avro/Protobuf safely with compatibility rules, clear contracts, and consumer-driven tests so producers can change without breaking consumers.

February 16, 2026

by Varun Pandey

· 1,649 Views

Building a Self-Correcting GraphRAG Pipeline for Enterprise Observability

Self-correcting GraphRAG uses LangGraph agents to autonomously traverse knowledge graphs and search into a deterministic, multi-hop reasoning system.

February 16, 2026

by Vamshidhar Parupally

· 2,241 Views

Automating the DFIR Triage Loop With Memory Forensics and LLMs

DFIR-Chain automates forensic triage by combining Volatility, YARA, and LLMs to turn artifacts into coherent incident narratives in minutes, not hours.

February 16, 2026

by Rahul Karne

· 10,101 Views

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