Data Engineering Resources

Why Your AI Agent Works in the Demo and Fails in Production

Build production-ready AI agents on AWS by addressing hallucinations, loops, context overload, tool failures, and observability with practical safeguards.

October 21, 2026

by Janani Annur Thiruvengadam

CORE

· 1,568 Views

Build a Voice Assistant With Gemini Live API

Build an open-source voice assistant with the Gemini Live API. Explore WebSocket audio streaming, ephemeral tokens, tool calling, privacy, and costs in Dash.

October 21, 2026

by Xavier Portilla Edo

CORE

· 1,692 Views · 1 Like

AI Agents and Frontier Models: Insights From The Neuron

What can the latest frontier AI models actually do beyond benchmarks? The Neuron's Corey and Grant discuss AI coding agents, security risks, and why CPUs could play a bigger role in AI.

October 21, 2026

by Dominique Pugh

· 1,061 Views

The English WHERE Clause: Plain-English Filters in Couchbase SQL++ Using Jev Model

Learn how to add plain-English filters to Couchbase SQL++ with jev() and cb_decide(), returning typed answers for filtering, ranking, and classification.

October 21, 2026

by Keshav Murthy

CORE

· 1,395 Views

How Kestra Unifies Enterprise Workflow Orchestration and Agentic AI

Learn how Kestra unifies enterprise workflow orchestration across IT scheduling, data pipelines, infrastructure automation, business processes, and AI agents.

October 21, 2026

by Kai Wähner

CORE

· 1,173 Views

Spring AI on Local LLMs

Wiring a Spring Boot application to a LLM running on your own machine - two ways to do it, what's the latency and how the tool calling actually looks like.

October 21, 2026

by Horatiu Dan

CORE

· 2,569 Views · 3 Likes

How to Keep AI Agents From Going Rogue Using Docker Sandbox

AI agents are powerful because they can autonomously plan and use tools. Sandboxes provide guardrails by isolating agents and restricting what they can access or execute.

October 21, 2026

by Siri Varma Vegiraju

CORE

· 1,798 Views

Data Integration Landscape 2026: Event Streaming, API, and Batch in the Era of Agentic AI

Why event-driven architecture belongs at the center of enterprise integration, and how every major vendor maps across three paradigms.

October 20, 2026

by Kai Wähner

CORE

· 2,361 Views · 2 Likes

Two Engines, One Query: DuckDB Inside Neo4j

An example that embeds DuckDB inside Neo4j as a custom Java procedure, letting DuckDB SQL queries run directly from Cypher, with results flowing back into the graph.

October 20, 2026

by Akmal Chaudhri

CORE

· 1,997 Views · 2 Likes

OpenCode: Setting Up an Open-Source AI Coding Assistant

Learn how to install and configure OpenCode, an open-source AI coding assistant, and connect it to GitHub Copilot, local models, and MCP servers.

October 20, 2026

by Gunter Rotsaert

CORE

· 1,701 Views

Genkit Go vs ADK Go 2.0: A Hands-On Look at Boilerplate and Low-Level Control

The same eight programs built with Genkit Go and ADK Go 2.0: where ADK makes you pay an "agent tax" and where Genkit lets you drop lower.

October 20, 2026

by Xavier Portilla Edo

CORE

· 853 Views

OwlVigil Open-Sources Its Go SDK for Enterprise AI

Discover OwlVigil's open-source Go SDK for integrating AI gateway APIs, model routing, cost management, access control, and observability.

October 20, 2026

by Jake Tao

· 1,141 Views

MCP Is Coming to Your Desktop Applications

Diptych shows how MCP can turn an ordinary personal productivity application into a tool an external AI agent can understand and control.

October 20, 2026

by Peter Verhas

CORE

· 1,135 Views

Engineering Audit-Ready Data Pipelines for Regulatory Reporting

Build traceable, audit-ready regulatory data pipelines with immutable data, reconciliation, lineage, and human approval.

October 19, 2026

by SUNILKUMAR REDDY Eraganeni

· 998 Views · 1 Like

Why 200 OK Is the Most Dangerous Lie in Enterprise Integration

A 200 OK can hide failed CRM or ERP updates. Learn how to build MuleSoft APIs that truthfully report completed, pending, and failed business outcomes.

October 19, 2026

by Manjeera Chanda

· 895 Views · 1 Like

5 Identity Patterns Your AI Agents Need Before They Touch Production

Five identity patterns every AI agent in production needs: own identity, scoped delegation, ephemeral credentials, per-tool authorization, provenance chain.

October 19, 2026

by Rodrigo Martinez Pinto

· 1,045 Views

A Reference Architecture for Constrained AI-Assisted Design

This article describes an alternative reference architecture, bounded generation, where the space of possible outputs is constrained up front.

October 19, 2026

by Mahesh S

· 1,116 Views

One Database, Two Models: Building AI-Friendly Java Applications With MySQL JSON Duality Views

Explore MySQL JSON Duality Views in Java: simpler reads, safe document writes, ORM comparisons, and read-only tools for a local AI assistant.

October 19, 2026

by A N M Bazlur Rahman

CORE

· 1,142 Views · 1 Like

Getting Hands-On With Monitoring AI Agents and Models in Gemini Enterprise Agent Platform

Learn how to monitor agents and models using Cloud Trace, Cloud Logging and Cloud Monitoring to track metrics around usage, token consumption and runtime activity.

October 16, 2026

by Jaimin Suketu Patel

· 1,413 Views

Post-Quantum TLS for Cloud APIs and Microservices

Post-quantum TLS must be implemented and verified at every TLS connection — not just the public edge.

October 16, 2026

by Nikhil Papisetty

· 1,458 Views

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