Tools Resources

LocalStack and Terraform: A Clean Local AWS Setup Guide

LocalStack mocks AWS services locally, while Terraform provisions them. Together, they let you test infrastructure code instantly, without cloud costs or internet.

August 13, 2026

by Ammar Ekbote

· 1,654 Views · 2 Likes

Orchestrating Small Language Models Without Losing Events or Context

Temporal and Kafka orchestrate small language models reliably through durable workflows, ordered events, idempotency, retries, replay, and context preservation.

August 13, 2026

by Akhil Madineni

CORE

· 1,588 Views · 2 Likes

Why AWS and Azure Handle Data Perimeter Differently

AWS and Azure handle identities and audit logging in fundamentally different ways, changing what you see in your security logs when someone tries to access your data.

August 13, 2026

by Suresh Gururajan

· 1,779 Views · 1 Like

Zone-Aware Routing in Kubernetes: Reducing Latency, Improving Resilience, and Lowering Cloud Costs

Stop paying the cross-zone tax: Kubernetes Services help, but gateways like Envoy Gateway and kgateway keep traffic local where it counts.

August 13, 2026

by Mayowa Fajobi

· 1,510 Views · 4 Likes

From Microservices to Agent Services: The Next Architectural Shift

AI agents redefine service boundaries by introducing intent-driven orchestration, semantic capabilities, and autonomous decision services.

August 12, 2026

by Uthej Mopathi

· 2,009 Views · 2 Likes

Supply Chain Resilience Analysis With Apache Spark and Neo4j

We model a supply chain in Neo4j using Apache Spark to load data, NetworkX to identify critical nodes, and Cypher to find alternative routes after a disruption.

August 10, 2026

by Akmal Chaudhri

CORE

· 1,249 Views · 1 Like

Microsoft Foundry Tool Search: Your Agent Pays a Tax on Every Tool It Never Calls

A practical look at why large AI agents waste tokens on unused tool schemas, and how tool retrieval and pinning can cut cost and improve selection.

August 7, 2026

by Jubin Soni, FBCS

CORE

· 1,801 Views

How We Cut PyFlink Pipeline p99 Latency from 3-5 Seconds to ~500ms

We eliminated per-record Python-side Protobuf parsing and JVM-to-Python crossings by letting Flink's native Protobuf format decode records directly into typed columns.

August 7, 2026

by Arjun Shah

· 1,796 Views · 1 Like

Building an AI Visibility Checker With Cloudflare Workers (Without a Backend)

I built six AI visibility tools without a traditional backend, using one Cloudflare Worker to solve CORS while all scoring logic runs client-side in the browser.

August 6, 2026

by Nena Jasar

· 2,784 Views · 1 Like

Orchestrating Trusted Environments: Securing Untrusted Code Execution With Docker and GKE Agent Sandbox

A technical blueprint for building multi-tenant AI platforms by securely executing untrusted code with Docker and GKE Agent Sandbox.

August 6, 2026

by Anuj Ashok Potdar

· 2,122 Views · 1 Like

Docker Containers Don’t Know Your Model Is Still Loading

A launch traffic spike hit cold-loaded LLM containers; shared-memory crashes and KV-cache OOMs taught us why GPU autoscaling needs warm floors, not reactive scaling.

August 5, 2026

by Pruthvi Raj Seknametla

· 32,165 Views · 1 Like

Why LLM Pipelines Fail in Production and How Temporal and Kafka Fix Them

LLM pipelines fail from retries, failures, and long-running workflows; Kafka provides reliable event streaming, while Temporal ensures durable, fault-tolerant execution.

August 5, 2026

by Akhil Madineni

CORE

· 2,647 Views · 2 Likes

Building an Async Validation API With AWS Bedrock Agents and Serverless Architecture

Build a serverless async API that uses AWS Bedrock Agents to validate business forms against 60+ rules in under 60 seconds, without blocking the user.

August 5, 2026

by Rohit Nagpal

· 1,633 Views

Agentic RAG: Basic RAG Plus MCP Tool Calls

Classic RAG is great at answering "what does the policy say?" It's terrible at answering "how many leave days do I have left?"

August 4, 2026

by Balaji Venkatasubramaniyar

· 2,192 Views

I Built a Java Version Manager by Fixing Other Tools' Open Bugs

There is no point in shipping another Java Version Manager unless it is best in class, so I mined the test suites and bug trackers of SDKMAN, jenv, mise, volta, and asdf.

August 4, 2026

by David Lerner

· 2,679 Views · 1 Like

No Observability Tool Is the “Best”

There's no single "best" monitoring tool — like cars or pizza, "best" depends on your specific needs, budget, and skills.

August 3, 2026

by Leon Adato

· 1,519 Views · 1 Like

Calling GCP From AWS Without Static Keys Using Open-Source MultiCloudJ

This guide demonstrates exchanging an AWS SigV4 Request for a GCP access token to enable secure, zero-trust communication between clouds using MultiCloudJ.

August 3, 2026

by Sandeep Pal

· 1,234 Views · 2 Likes

Containerizing and Testing a Python Backtesting System With Docker and GitHub Actions

Learn how to containerize a Python backtesting system with Docker, automate testing with GitHub Actions, and improve reproducibility through versioned builds.

July 31, 2026

by Gillian Lu

· 2,064 Views · 2 Likes

Deploying a Spring Boot Microservice on AWS Fargate: Lessons From the Outage That Forced Me to Get It Right

Deploy a production-ready Spring Boot microservice on AWS Fargate with Docker, ECS, ALB health checks, private subnets, secrets, CI/CD, and autoscaling.

July 31, 2026

by Vishal Rameshchandra Shah

· 2,449 Views · 4 Likes

Retrieval Augmented Generation With Spring AI 2.0, Claude, and PGvector

Build a RAG service with Spring AI 2.0, Claude, and PGvector that answers questions from your own documents with a single API key.

July 31, 2026

by Murat Balkan

CORE

· 2,441 Views · 2 Likes

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