Tools Resources

Bringing Graph Analytics to Snowflake With Neo4j

Run Neo4j graph algorithms directly on your Snowflake data to uncover insights about connectivity, criticality, and failure impact that SQL alone can't easily surface.

September 9, 2026

by Akmal Chaudhri

CORE

· 2,610 Views · 1 Like

Dynamic Tool Selection: A Portable Pattern for Agents Drowning in Tool Schemas

Past ~20-30 tools, sending every schema every turn hurts cost and accuracy. A lexical scorer plus a registry-search hatch fixes most of it — no embeddings needed.

September 7, 2026

by Ninaad Rao

CORE

· 2,100 Views · 4 Likes

Handling Large API Responses Without Freezing the Client: A Practical Architecture With Temporal, Kafka, and RAG

Use Temporal for orchestration, Kafka for chunk processing, object storage for payloads, and RAG to retrieve relevant data without overwhelming clients.

September 4, 2026

by Uthej Mopathi

CORE

· 2,992 Views · 3 Likes

The Startup Time Trick Hiding Inside Your Docker Build

Spring Boot pods reload the same classes on every start. A CDS training run inside your Dockerfile caches that work once and cuts startup time roughly in half.

September 3, 2026

by Garima Agarwal

· 3,755 Views · 4 Likes

How I Run Two AI Coding Agents on One Codebase

Isolated worktrees, explicit ownership boundaries, and automated validation enable multiple AI coding agents to develop safely in parallel.

September 3, 2026

by Uthej Mopathi

CORE

· 3,283 Views · 3 Likes

Making Running Optional: Scaling AI Agents on Kubernetes With Agent Substrate

Learn how an early-stage open-source project separates workload lifecycle from compute allocation for bursty, stateful, and massively concurrent AI workloads.

September 3, 2026

by Mayowa Fajobi

· 2,962 Views · 1 Like

3D Air Quality Maps With Neo4j, Python, and R

Fetch AQI data from IQAir, store it in Neo4j, then visualize it with pydeck, Leaflet and R, plus Cypher queries showing what graph-native analysis looks like.

September 2, 2026

by Akmal Chaudhri

CORE

· 2,312 Views · 1 Like

Enterprise Architecture in the AI Era: Tools, Capabilities, and the Road to Autonomy

EA tools centralize business and IT data to improve alignment, governance, decision-making, and portfolio management while enabling AI-driven automation.

September 1, 2026

by Dr Gopala Krishna Behara

CORE

· 4,706 Views · 4 Likes

Designing Replay-Safe CDC Pipelines With Kafka, Debezium, and Recovery Contracts

How to design CDC pipelines with Kafka, Debezium, idempotent writes, deterministic projections, replay workflows, reconciliation checks, and recovery evidence.

September 1, 2026

by Ishan Shah

· 3,313 Views · 2 Likes

Building a Zero-Cost Daily Job Alert Pipeline on GitHub Actions

Run a daily cron job on GitHub Actions for free by committing a JSON file back to the repo as your database, plus the gotchas from 139 production runs.

September 1, 2026

by Mandar Chaudhari

· 4,433 Views · 2 Likes

How I Built a SQL Diagnostic Tool That Works Without Touching Your Database

Learn how I built an open-source SQL query analyzer that generates dialect-correct index recommendations across multiple dialects.

August 31, 2026

by Sudhakararao Sajja

· 2,188 Views · 1 Like

Inside terraform-provider-archive: A Memory Pattern From 2016 That Scales With Your Lambdas

archive_file buffers whole files in memory. Enough lambdas and terraform apply OOM-kills your CI runner. The fix is ten lines of Go.

August 31, 2026

by Oleg Mamiev

· 2,006 Views · 2 Likes

Deliberate Decoupling: 6 Architectural Patterns From a Regulated WAS-to-AWS Migration

Six risk-driven patterns from a Fortune 50 insurer's first WebSphere-to-AWS migration — and why decoupling decided the outcome.

August 28, 2026

by Alka Nimje

· 2,828 Views · 4 Likes

Member Spotlight: Shamsher Khan

We caught up with Shamser to talk about golden prompts, AI-assisted engineering, and how teams can build more consistent and governed AI workflows.

August 28, 2026

by Dominique Pugh

· 3,199 Views · 3 Likes

Running Sentiment Analysis Inside Neo4j With a Java Plugin

A Java UDF that runs sentiment analysis directly inside the Neo4j database engine — no external APIs, no application-layer round-trips, callable from any Cypher query.

August 27, 2026

by Akmal Chaudhri

CORE

· 3,422 Views · 3 Likes

Part 1: Building Governed MCP Tool Services With Quarkus LangChain4j and Goose

Build governed, cloud-native Java MCP tool services for Goose agents using Quarkus LangChain4j, Java 25, and Jakarta Bean Validation.

August 26, 2026

by Daniel Oh

CORE

· 4,114 Views · 5 Likes

Containerizing Spark and Lakehouse Development with Docker

Use Docker to create a local lakehouse environment that mirrors production, while improving data engineering workflows, Spark testing, and CI reliability.

August 25, 2026

by Aniket Abhishek Soni

· 2,661 Views · 4 Likes

Multi-Account AWS Architecture: Isolating PHI Workloads Without Slowing Down Engineering Teams

Multi-account AWS architecture enforces PHI workload isolation at the boundary level — making access control provable rather than arguable during security reviews.

August 24, 2026

by Garik H

· 2,381 Views · 1 Like

Ground Truth for AI-Written Code: Why Context Matters More Than Prompts

AI coding assistants become significantly more powerful when they understand Git history, project architecture, and shared engineering context.

August 24, 2026

by Troian Serhii

· 2,368 Views · 3 Likes

Agents and Tools in Agentic AI: A Simple Explanation

This article provides a simple introduction to agents and tools in agentic AI. It explains why we need tools and the role of the agent and the model in this process.

August 21, 2026

by Ruchi Saini

· 1,987 Views · 4 Likes

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