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Real-Time AI Feature Engineering With Spark Structured Streaming and Databricks Feature Store

How Spark Structured Streaming and the Databricks Feature Store work together to build point-in-time-correct features from Kafka events to streaming transformations.

July 2, 2026

by Jubin Abhishek Soni

CORE

· 2,008 Views

Identity Was Never the Real Problem. Intent Is — and Almost Nobody Is Building For It Yet

Machine identity didn't fail in recent breaches — authorization did. Learn how intent-bound access with RFC 9396 and CAE can reduce AI security risk.

July 2, 2026

by Igboanugo David Ugochukwu

CORE

· 3,362 Views · 1 Like

Beyond Root Cause: Building Effective Blameless Postmortems for Cloud-Native Systems

Blameless postmortems focus on learning, not blame, helping teams improve reliability, reduce recurring incidents, and strengthen resilience.

July 2, 2026

by Akshay Pratinav

· 2,070 Views

From Pilot to Production: The Six Agent Patterns That Determine Whether Your AI Program Scales or Stalls

Most AI agent programs don't fail because of technology. They fail because nobody owns the agent and nobody monitors it.

July 2, 2026

by BALAJI BARMAVAT

· 1,540 Views · 1 Like

Multi-Agent Software Engineering: One Coding Agent Isn't Enough

Multiple AI agents with clear roles and checks deliver real software better than one agent, but cost more and only suit large tasks.

July 2, 2026

by Jithu Paulose

· 1,801 Views

Dead Letter Queue Patterns in Apache Flink: Handling Poison Messages Without Stopping Your Stream

A poison message can trap a Flink job in a restart loop. Use side outputs, retries, tiered DLQs, durable sinks, and replay jobs to keep the stream running.

July 2, 2026

by Rohit Muthyala

· 2,187 Views

Apache Spark Query Optimization on Databricks: Catalyst, AQE, and Photon Engine

Spark query performance on Databricks is driven by a multi-layer optimization stack: Catalyst transforms SQL into optimized execution plans.

July 2, 2026

by Jubin Abhishek Soni

CORE

· 1,768 Views

The Inter-Agent Protocol Problem

Every major agent framework is incompatible with the others. Your protocol choice today determines whether you can swap workers tomorrow.

July 1, 2026

by Ninaad Rao

· 2,100 Views · 2 Likes

Why Push-Based Systems Fail at Scale — and How Hybrid Fan-Out Fixes It

Push-based systems work until celebrity-scale traffic creates massive fan-out pressure. Modern platforms solve this using hybrid architectures.

July 1, 2026

by Jayapragash Dakshnamurthy

· 1,148 Views

One Stolen Key, One Stolen Token: Why Machine Identity Is Cloud-Native's Quietest Crisis — and the Only Fix That Actually Holds

Learn how stolen machine credentials fuel major cloud breaches and how policy-as-code and short-lived identities help stop modern attacks.

July 1, 2026

by Igboanugo David Ugochukwu

CORE

· 3,440 Views

Why AI-Generated Code Is Making Regression Testing More Important, Not Less

AI-generated code introduces integration failures that spec-based tests cannot catch. Regression testing grounded in real production behavior is the fix.

July 1, 2026

by Sancharini Panda

· 1,533 Views

Can Rust Have Zero-Cost Dependency Injection?

This article explains compile-time dependency injection in Rust without reflection, runtime containers, dyn, Arc, Rc, or runtime resolution overhead.

July 1, 2026

by Dmytro Brazhnyk

· 2,040 Views

AI-Augmented React Development: How I Rebuilt My Workflow Without Losing Control of the Code

AI accelerates React 18 workflows but breaks down in large enterprise codebases. Here’s where it helps, where it fails, and the guardrails your team needs.

July 1, 2026

by Sathwik Nagulapati

· 1,947 Views · 1 Like

If You Can Facilitate a Retrospective, You Can Audit Your AI

Learn how the AI Delegation Audit helps Scrum teams inspect AI workflows, catch automation drift, and keep delegated AI work safe and accountable.

July 1, 2026

by Stefan Wolpers

CORE

· 1,583 Views · 1 Like

Loop Engineering: The Layer After Prompt, Context, and Harness Engineering

This article walks through all four layers side by side, with comparison tables for when to use each one and which agent architecture fits which job.

July 1, 2026

by Vidyasagar (Sarath Chandra) Machupalli FBCS

CORE

· 1,686 Views · 1 Like

Text Summarization With OpenAI and Ruby on Rails

Learn how to build AI-powered text summarization in Ruby on Rails using OpenAI, including prompt optimization, long-document handling, and Sidekiq background jobs.

June 30, 2026

by Denys Kozlovskyi

· 1,342 Views · 1 Like

The 20 Software Engineering Laws

20 software engineering laws that explain why rewrites fail, late projects slip, and teams game every metric. They're about people under pressure, so they still hold.

June 30, 2026

by Milan Milanovic

CORE

· 3,315 Views · 10 Likes

Fine-Tuning LLMs at Scale With Databricks MLflow and Spark

Learn how Databricks, Apache Spark, MLflow, and Hugging Face Transformers work together to create an end-to-end fine-tuning platform.

June 30, 2026

by Jubin Abhishek Soni

CORE

· 1,359 Views

The New Senior Developer Job Description: Half Engineer, Half AI Systems Architect

Senior developers now own two roles: traditional engineering plus AI systems architecture. This split reshapes compensation, hiring, and what 'senior' actually means.

June 30, 2026

by Dinesh Elumalai

CORE

· 2,910 Views · 4 Likes

An Ingredient List Doesn't Stop the Worm: What SBOMs Can and Can't Do

An SBOM alone can't stop supply chain attacks. Learn why software signing, provenance, and deployment verification are essential for secure releases.

June 30, 2026

by Igboanugo David Ugochukwu

CORE

· 1,571 Views

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