Latest Articles

Diagnosing Test Failures at Scale: Correlating Execution Evidence Across Ephemeral Runners

Learn how to capture test-failure artifacts, correlate distributed logs, preserve evidence of retries, and securely store CI/CD diagnostics.

November 6, 2026

by Anil Reddy Putlacheru

· 39 Views

GET, POST, PUT, DELETE: Choosing HTTP Verbs in a Real .NET Core Web API, Not Just by the Textbook

Learn how to choose HTTP verbs in ASP.NET Core Web API, including POST-based soft deletes, batch operations, Angular integration, and idempotency.

November 5, 2026

by Dhana PAMULA

· 258 Views

How to Evaluate Coding Agents With Harbor Framework, Python, Docker

AI coding agents are hard to evaluate honestly. This walks through building Harbor evaluation tasks from first principles, using a real FastAPI example.

November 5, 2026

by Iyanuoluwa Ajao

· 260 Views

Durable Genkit Flows With Temporal: Introducing the genkitx-temporal Plugin

Genkit flows live and die with the process that runs them. genkitx-temporal runs any flow as a Temporal Workflow: retries, durable history, timeouts and cancellation.

November 5, 2026

by Xavier Portilla Edo

CORE

· 254 Views

Gen AI Debugging Tools Compared: Genkit vs Vercel AI SDK vs Mastra

Building AI apps without a local debugging tool is like writing backend code without a debugger. Genkit Developer UI vs Vercel AI SDK DevTools vs Mastra Studio.

November 5, 2026

by Xavier Portilla Edo

CORE

· 250 Views

How to Hide Sensitive Information Before You Share a File

A guide to the Log & HAR Sanitizer: paste text or open a Word file, PDF, or photo, and blur out the private parts in a few clicks. No sign-up. Nothing is uploaded.

November 5, 2026

by Nagappan Subramanian

CORE

· 347 Views

Full-Text Search Meets the Graph: Apache Lucene Inside Neo4j

Neo4j's built-in Lucene provides full-text search without a separate service. Search finds the entry point; the graph takes you the rest of the way.

November 5, 2026

by Akmal Chaudhri

CORE

· 354 Views

Constrained Decoding Models Explained: Encoders, Decoders and When to Use Them

A constrained decoding model (CDM) is a normal decoder LLM with a rule engine attached. The engine blocks every word piece that would break your schema.

November 5, 2026

by Vidyasagar (Sarath Chandra) Machupalli FBCS

CORE

· 357 Views · 1 Like

A Software Factory on Kubernetes: Gemini Builds, jev Decides (Genkit + senro in Go)

Build a Go software factory with Genkit, Kubernetes, and senro, using a decision model to review designs, validate code, and control releases.

November 5, 2026

by Xavier Portilla Edo

CORE

· 434 Views

5 Mistakes Companies Make When Working With Staff Engineers

Learn five common mistakes organizations make when managing Staff Engineers and how trust, autonomy, and clear responsibilities support their success.

November 4, 2026

by Otavio Santana

CORE

· 490 Views · 1 Like

Your Event Storming Is Not Your Software Design

Explore how EventStorming supports software design decisions around ownership, contracts, coupling, coordination, and failure handling.

November 4, 2026

by Alireza Rahmani Khalili

CORE

· 484 Views · 1 Like

When 12 Hours of Offline Changes Collide: Designing Conflict-Safe Mobile Sync

Offline-first synchronization requires conflict resolution, version tracking, idempotency, and reliable reconciliation to prevent data loss.

November 4, 2026

by Uthej Mopathi

CORE

· 465 Views

Genkit Flows on Kubernetes, Routed by a Decision Model: senro + jev in Go

Learn to run Genkit Go AI flows on Kubernetes with senro, using Gemini for text generation and jev for routing and reply validation.

November 4, 2026

by Xavier Portilla Edo

CORE

· 556 Views

Managing Technical Debt in AI-Generated Code

AI-generated pull requests accelerate development but introduce maintenance risks, requiring clear ownership, rigorous reviews, and automated quality gates.

November 4, 2026

by Uthej Mopathi

CORE

· 583 Views · 1 Like

Designing the Runtime Layer for Stateful AI Agents: Where Agent Substrate Fits

Learn how Agent Substrate runs stateful AI agents on Kubernetes using checkpointing, suspension, resumption, and resource management.

November 4, 2026

by Josephine Eskaline Joyce, Ph.D

CORE

· 513 Views · 1 Like

How We Cut Our LLM Summarizer's Cost And Latency While Protecting Quality

Reduce LLM summarization costs by 60% using incremental summarization, token trimming, model right-sizing, and parallel execution.

November 4, 2026

by Dileep Mundakkapatta

· 517 Views

AI-Powered CI Test Failure Triage

Automate CI test failure triage with Python and AI by clustering failures, gathering evidence, validating root causes, and keeping engineers in control.

November 4, 2026

by Anil Reddy Putlacheru

· 486 Views

Beyond Manual Mapping: AI-Orchestrated Governance for Hybrid Cloud

Moving past manual mapping is critical. Discover how AI eliminates field mapping overhead, freeing teams to focus on strategy rather than schema alignment.

November 3, 2026

by Ramesh Bellamkonda

· 907 Views · 1 Like