Data Engineering Resources

VL-JEPA: End of LLMs? Or the End of How We Think About Them?

Learn how Meta's VL-JEPA challenges the assumptions behind LLMs by shifting AI from next-word prediction to semantic understanding and world modeling.

August 6, 2026

by Ram Ghadiyaram

CORE

· 2,267 Views · 2 Likes

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

· 3,431 Views · 3 Likes

Build Your First Knowledge Graph From Unstructured Documents Using Python

Learn how to convert a small set of unstructured engineering documents into a searchable knowledge graph using Python, spaCy, and NetworkX.

August 6, 2026

by Sriharsha Makineni

· 2,385 Views · 2 Likes

AI-Assisted Development Without Chaos

Learn how to govern AI-assisted software development with risk-based reviews, automated validation, security controls, and end-to-end traceability.

August 6, 2026

by Miguel Garcia

CORE

· 3,718 Views · 3 Likes

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

· 2,603 Views · 2 Likes

Practical QA Workflow Showing How Teams Integrate LLM Testing into Real CI/CD Pipelines

Learn how QA teams integrate semantic evaluation, mocked unit tests, toxicity checks, and regression tracking into CI/CD pipelines.

August 5, 2026

by Minkle Kalra

· 2,023 Views · 2 Likes

TensorFlow vs PyTorch: The Real Difference Isn’t Accuracy

A direct CNN benchmark on CIFAR-10 shows TensorFlow and PyTorch achieve identical accuracy (~68%). Choose TensorFlow for production and PyTorch for flexibility.

August 5, 2026

by Rakshath Naik

· 1,819 Views · 1 Like

Securing Branch Networks With Firewalls, VPNs, IDS/IPS, and Identity-Based Access

Deny-by-default firewall. VPN scoped tight. IDS behind egress. Identity drives VLAN, not subnet, shifting security decisions from location to identity.

August 5, 2026

by Kamal chand Narra

· 1,881 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

· 3,052 Views · 3 Likes

The Retry Budget Pattern: How to Stop Retry Storms in API-Led and Microservice Systems

Unbounded retries amplify outages instead of preventing them. A retry budget caps retries at a fraction of real traffic, keeping failures contained.

August 5, 2026

by Manjeera Chanda

· 2,098 Views · 2 Likes

Securing AI Agents at the API Layer: 5 Controls That Actually Matter

AI agents don't break your API rules; they expose the ones you never enforced. This article covers five gateway-level controls that bring autonomous agents under control.

August 5, 2026

by Priyanka Jayavel

· 5,443 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

· 2,099 Views · 1 Like

Designing a Reliable Data Synchronization Layer: Idempotency, Ownership, and Observability

Four design decisions for a sync layer you can trust: single ownership, idempotent writes, cheap change detection, observability.

August 4, 2026

by Mike Beentjes

· 4,868 Views · 6 Likes

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

CORE

· 3,135 Views · 1 Like

GraphRAG Retrieval Is Three Decisions: Granularity, Mechanism, and Paradigm

This article walks you through the major retrieval mechanisms with runnable Cypher examples and explains when to use each.

August 4, 2026

by Lokesh Prakash Manohar

· 1,827 Views · 2 Likes

Understanding Agentic SDLC: The Future of Software Engineering

This article walks you through the fundamentals of agentic SDLC, its core components, and how it works in modern software engineering.

August 4, 2026

by Pavan Belagatti

CORE

· 3,451 Views · 4 Likes

Why AI Testing Needs Confidence Scores, Not Just Pass/Fail Results

AI testing needs more than pass/fail results. Confidence scores reveal uncertainty, improve reliability, and enable trustworthy enterprise AI.

August 3, 2026

by Rajeshkumar Rajaseakaran Nair

· 2,656 Views · 4 Likes

The Tectonic AI Platform: A Framework for Taming App Sprawl and Data Fragmentation

Vibe coding and AI-driven development often lead to application sprawl and data fragmentation. Using a Tectonic AI Platform framework can help.

August 3, 2026

by Saravanan Muniraj

· 1,716 Views · 3 Likes

Five Layers Between Your AI Agent and a Production Outage

A single AI guardrail missed 18 of 60 dangerous actions. Five layers on AWS caught all of them, at 94% accuracy.

August 3, 2026

by Manvitha Potluri

· 1,556 Views · 2 Likes

Why Enterprise AI Agents Fail: A Runtime Data Governance Pattern for Reliable Answers

Why enterprise AI agents fail on production data, and a runtime governance pattern using data contracts, lineage signals, and guardrails to prevent it.

August 3, 2026

by Avinash Maddineni

· 3,114 Views · 4 Likes

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