Tools Resources

AI-Era Cybersecurity, Part 1: Mapping Glasswing, Daybreak, Lightwell and the Tools Racing to Find and Fix Bugs

AI is now used on both sides of the vulnerability fight: it finds bugs faster for defenders and shortens the time attackers need to weaponize them.

October 14, 2026

by Vidyasagar (Sarath Chandra) Machupalli FBCS

CORE

· 1,453 Views · 2 Likes

Introducing mamori: Typed, Watchable Config and Secrets for Go

mamori is an open-source Go library that loads config and secrets from 30+ sources into typed, validated structs and keeps them reconciled at runtime.

October 14, 2026

by Xavier Portilla Edo

CORE

· 1,049 Views

When One Docker Swarm Replica Became Unreachable Over an Overlay Network: A Production Case With Traefik

One Docker Swarm replica became unreachable to Traefik over the overlay network, while the service remained available through its healthy replica.

October 13, 2026

by Denis Tiumentsev

· 1,361 Views · 1 Like

Consumer Lag Is the Wrong Finish Line

Consumer lag proves movement, not recovery. Real Kafka recovery needs outcome accounting, reconciliation, and an explicit verdict.

October 13, 2026

by Ishan Shah

· 1,519 Views

Building a Scope-Constrained AI Agent for Automated CI Failure Repair

Build a scope-constrained AI agent that diagnoses CI failures, limits code changes, generates minimal patches, and validates repairs through targeted tests and CI gates.

October 12, 2026

by Uthej Mopathi

CORE

· 1,428 Views · 1 Like

Kafka With Spring Boot: Introduction

An introduction to the internal architecture of Apache Kafka, covering event streaming and the end-to-end communication flow between producers and consumers.

October 12, 2026

by Sanjoy Kumer Deb

· 1,355 Views · 1 Like

Running TypeSafe AI's Jev Inside Neo4j for Confidence-Aware Sentiment Decisions

Call TypeSafe AI's Jev from inside a Java UDF, returning a typed sentiment decision with explicit uncertainty information directly from Cypher.

October 12, 2026

by Akmal Chaudhri

CORE

· 1,871 Views

The Code Generation Bottleneck Is Gone. The Maintenance Bottleneck Isn't.

AI removes code-generation bottlenecks, but maintainability, ownership, review, and governance become software engineering’s new constraints.

October 12, 2026

by Uthej Mopathi

CORE

· 1,362 Views · 3 Likes

Multi-Agent Orchestration on AWS With AgentCore Runtime and A2A

Multi-agent systems are common. Here we build a small multi-agent system on Amazon Bedrock AgentCore Runtime using the Agent-to-Agent (A2A) protocol.

October 9, 2026

by Purnanga Borah

· 1,660 Views · 1 Like

Supercharging AI Agents with Azure Context: A Hands-On Guide to Azure MCP

Here’s a step-by-step guide for cloud engineers on how to bridge local AI assistants with live Azure infrastructure using the Model Context Protocol.

October 8, 2026

by Ammar Ekbote

· 1,583 Views · 2 Likes

AI Agents Leaked 13,000 Screenshots: Why Enterprise Approval Controls Failed

A reported leak of 13,000 screenshots shows how AI agents can bypass weak approval and audit controls even when organizations have written policies.

October 7, 2026

by Tim Freestone

· 1,771 Views · 1 Like

Decoding the “Black Box”: Evaluating Agent Tool Chains in Production

Evaluating AI agents means checking the full trajectory, not just the answer — intent, tool calls, order, and accuracy — using Microsoft Foundry's evaluation tools.

October 7, 2026

by Gaurav Bhardwaj

· 1,482 Views · 1 Like

Building and Serving a Custom Model With Azure ML, Then Wiring It Into a Foundry Agent

This guide walks through custom Azure ML model training and deployment to a Managed Online Endpoint and connecting it to a Microsoft Foundry agent as a function tool.

October 6, 2026

by Jubin Soni, FBCS

CORE

· 5,878 Views · 5 Likes

Beyond @Transactional: Solving the Dual-Write Problem in Distributed Microservices

Stop dual-write data inconsistencies. Learn how to architect the Transactional Outbox Pattern using Java, Spring Boot, and PostgreSQL for reliable Kafka events.

October 6, 2026

by Rahul Tewari

· 2,516 Views · 1 Like

Wasm Inside Neo4j: Building the Example That Didn't Exist

A Rust VADER sentiment analyzer compiled to WebAssembly, embedded inside a Neo4j Java UDF, and callable directly from Cypher using wasmtime-java.

October 2, 2026

by Akmal Chaudhri

CORE

· 1,508 Views · 2 Likes

Docker Sandboxes Beyond the Laptop: Running AI Agents in the Cloud

In this article, we will discuss how to run your coding agents in the cloud using sbx. Cloud compute is usage-billed, so keep track of your sandboxes accordingly.

October 2, 2026

by Naga Santhosh Reddy Vootukuri

CORE

· 1,610 Views · 1 Like

The Silent Container Death: A TCP Dial That Never Times Out

A pod goes into CrashLoopBackOff. You pull the logs expecting a stack trace, a panic, an error string — and then nothing. No error. No exit message. Magic.

September 30, 2026

by Alexander Fo

· 2,197 Views · 1 Like

Six Degrees of Ayrton Senna: Learn Neo4j by Connecting 75 Years of Formula 1

Learn about graph databases by building an F1 teammate network from real Formula 1 data and using Cypher to connect Max Verstappen to Juan Manuel Fangio.

September 30, 2026

by Jeremy Morgan

· 1,536 Views · 2 Likes