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Building Production AI Agents with LLMs Using GSCP-15: A Technical Reference Architecture
Jan 16, 2026.
GSCP-15: A reference architecture for building reliable, scalable AI agents. Learn how to move beyond demos to production-ready systems with contracts, state, and verification.
How Do Developers Reduce Hallucinations When Using LLMs in Production Apps?
Jan 16, 2026.
Learn how developers combat LLM hallucinations in production! Discover practical techniques like RAG, prompt engineering, and validation to build reliable AI apps.
Emerging Security Risks of Public AI APIs in Production Systems
Jan 13, 2026.
Explore the emerging security risks of public AI APIs in production: data leakage, prompt injection, API key misuse, and more. Learn to mitigate these threats.
Python 3.13 Changes That Impact Production Code: What Developers Need to Know
Jan 12, 2026.
Explore Python 3.13's impact on production: performance boosts, deprecated features, and key changes for backend, APIs, and cloud apps. Upgrade with confidence!
Redis Replication and High Availability Explained for Production Systems
Jan 08, 2026.
A practical, human-written guide to Redis replication and high availability. Learn how Redis replicas work, how failover actually happens, and how to design Redis to survive real production failures.
Redis Security Best Practices for Production Systems
Jan 07, 2026.
A practical, human-written guide to securing Redis in production systems. Learn the most common Redis security mistakes, real-world Redis attack scenarios, and how experienced teams lock Redis down safely.
Redis Security Best Practices for Production Systems
Jan 02, 2026.
A practical, human-written guide to securing Redis in production systems. Learn common Redis security mistakes, real-world attack scenarios, and how experienced teams lock Redis down safely.
Redis TTL and Expiration Strategy for Production Systems
Dec 29, 2025.
Learn how to design a correct Redis TTL and expiration strategy to prevent stale data, memory leaks, and unpredictable cache behavior in production systems.
How Web Developers Actually Debug Production Issues
Dec 15, 2025.
A practical, real-world guide on how experienced web developers debug production issues. Focused on Angular applications with enterprise-grade practices and examples. Explains mindset, tools, and processes used by senior developers in real production systems.
Practical Logging in ASP.NET Core Using Built-In ILogger: Production Scenarios, Patterns, and Case-Study Implementation
Nov 24, 2025.
Master ASP.NET Core logging with ILogger! Learn practical techniques, best practices, and a case study for production-ready applications. Improve debugging and monitoring.
How Incident Management and SRE Practices Reduce Production Failures
Nov 19, 2025.
Learn how SRE and incident management reduce production failures. Discover key principles, stages, workflows, and best practices for high-availability systems.
ASP.NET Core Cloud Domination: Master Azure & AWS Global Scaling, Storage & Hosting | Production Guide (Part-25 of 40)
Oct 22, 2025.
Master ASP.NET Core cloud domination on Azure & AWS! This production guide (Part 25/40) unlocks global scaling, storage, and hosting secrets. Learn cloud-native development, microservices, deployment patterns, and real-world optimization techniques for building resilient, high-performance applications. Scale your e-commerce platform for peak seasons and ensure top-tier security.
The Hidden Complexity of Celery Pools: Lessons from Production RabbitMQ Integration
Oct 19, 2025.
Unlock Celery's hidden potential! This deep dive into Celery pool architectures (Solo, Threads, Prefork, Eventlet) reveals how to choose the right one for your workload and platform. Learn from a real-world RabbitMQ integration debugging experience, avoid connection drops, and optimize for scalability, stability, and performance in production. Master concurrency, heartbeats, and memory management for robust background processing.
PostgreSQL Connection Pool Exhaustion — Lessons from a Production Outage
Oct 13, 2025.
Diagnose and resolve PostgreSQL connection pool exhaustion in Celery-based distributed systems. Learn how to right-size connection pools, manage idle connections, and implement resilient session management. Monitor connection usage, plan capacity effectively, and troubleshoot common errors to ensure database stability at scale. Essential for Python developers using Celery and PostgreSQL.
Generative AI: From Prototype to Production — A Field Guide
Oct 13, 2025.
Transition generative AI from prototype to production with this field guide. Learn to design, ship, and operate trustworthy GenAI systems by focusing on clear objectives, explicit contracts, governed evidence, and measurable quality. Discover how to build a robust pipeline with guardrails, optimize for cost, ensure privacy, and implement safe rollout controls for a durable AI advantage.
Azure AI Studio: from idea to production without the drag
Aug 22, 2025.
Azure AI Studio: from idea to production without the drag
Vibe Coding in Entertainment: Script-to-Screen Autonomous Production Pipelines
Aug 13, 2025.
Vibe Coding in Entertainment: Script-to-Screen Autonomous Production Pipelines
Spring Boot Logging for Production and Development Servers
Jul 30, 2024.
This guide covers configuring logging settings, integrating log management tools, and best practices for monitoring and analyzing logs to ensure smooth application performance and debugging.
Getting Started with .NET Aspire for Production Ready Cloud Native Apps
Nov 20, 2023.
.NET Aspire is a user-friendly solution designed for crafting applications ready for the cloud. It simplifies the development process, allowing developers to focus on their core business logic. Packaged as a set of NuGet packages, .NET Aspire handles specific cloud-related concerns. Whether you’re dealing with databases, messaging, or caching, .NET Aspire has you covered. It’s your go-to stack for creating cloud-ready, observable, and production-ready applications.
Configuring A Failover Group For A Production Database In Azure
Jun 15, 2022.
In this article, you will learn how to configure a failover group for a production database in azure.
Create Python Wheel File And Deploy Production Pipelines With Python Wheel Task In Databricks
May 05, 2022.
In this article, you will learn how to create python wheel file and deploy production pipelines with python wheel task in databricks.
How Is The Communication Between Machine Learning Models And Applications Performed In Production Environment
Aug 16, 2021.
In this article, we’ll learn about how communication is done in between the machine learning models and the full-fledged application that uses components of artificial intelligence. In today’s world where artificial intelligence is adding value to multitudes of domain, let us learn how software applications are enabled with AI.
Common Software Engineering Practices For Production Code
Jul 02, 2021.
In this article, we’ll learn about various software engineering practices common in software industry today. This will help improve the standard of code, code quality and practices which will enable develop better system with long term view.
Promoting Container Images To Production Using Azure DevOps
May 28, 2021.
In this article, you will learn how to promote the container images from dev to prod container registries using Azure DevOps and Azure Container Registry.
Azure Mobile Services: Creating Development and Production Environments
Dec 21, 2014.
The purpose of this article is to show how to create development and production environments for a .Net Backend from Azure Mobile Services.
Debugging SharePoint in Production Environment
Dec 03, 2012.
I don't remember the number of time I have heard this phrase and at one point in time spoken myself - this is not reproducible on my machine or it works in UAT but not in production.
Windows Azure - SWAP VIP of Azure Application From Staging to Production And Vice Versa
Jul 14, 2011.
In this article we are going to see how to swap a deployed Azure Application from Staging to Production and Vice Versa using the Windows Azure Management Portal.
Deploying ASP.NET 2 Web Site to Production Server: Part II
Apr 10, 2006.
On the first part we discussed in detail how to move our database which contains the membership tables from the default aspnetdb Database to our database. On this part we will show how to change the default settings of asp.net membership and role providers to read from tables which stored on our database.
Deploying ASP.Net 2.0 Web site to Production Server: Part I
Apr 03, 2006.
Deploying ASP.NET 2.0 web site is the first issue facing the developer. This part of the article gives you a step by step to how to move membership tables from MS SQL express Edition to your database that you are used on your web site. The second part we will go in details to configure our asp.net web site.
Building an AI Control Plane in Python: A Minimal, Production-Shaped Blueprint (with Code)
Jan 16, 2026.
Blueprint for an AI control plane in Python, focusing on governability: policy, entitlements, audit, and quality gates. Production-ready skeleton included.
Building an AI Control Plane in C#: A Minimal, Production-Shaped Blueprint (with Code)
Jan 16, 2026.
Blueprint for building an AI control plane in C# using ASP.NET Core. Govern agentic AI with run intake, policy, entitlements, tool proxy, and audit trails.
Why ASP.NET Core Feels Fast Locally but Slow in Production
Jan 15, 2026.
ASP.NET Core apps often feel fast locally but slow in production due to environment settings, hosting limits, database and EF Core query issues, async blocking, logging overhead, cold starts, caching mistakes, and network latency. This guide shows the root causes plus code examples to diagnose and fix them.
React Server Components in Production: Real-World Problems They Solve and When to Use Them
Jan 12, 2026.
Discover React Server Components: Solve real-world production problems like large bundles & slow loads. Boost performance, security & SEO. Learn when to use them!
Serverless Computing Limitations in High-Traffic Systems: What Teams Are Learning in Production
Jan 12, 2026.
Explore serverless limitations in high-traffic systems: cold starts, concurrency, costs, debugging. Learn when to reconsider serverless and adopt hybrid architectures.
Context Engineering Powered by GSCP-15: The Discipline That Makes AI Reliable in Production
Jan 10, 2026.
Context engineering, powered by GSCP-15, is the key to reliable AI in production. Learn how to build trustworthy AI systems with structured context workflows.
Redis Cluster Architecture Explained: How Redis Scales Horizontally in Production
Jan 07, 2026.
A practical, human-written guide to Redis Cluster architecture. Learn how Redis scales horizontally in production, how Redis sharding really works, common Redis Cluster pitfalls, and when Redis Cluster is the right choice.
How to Monitor Redis in Production: Metrics, Alerts, and Real World Signals That Matter
Jan 06, 2026.
A practical, human written guide to monitoring Redis in production. Learn which Redis metrics actually matter, how to spot problems early, and what teams usually miss until it is too late.
How to Monitor Redis in Production: Metrics, Alerts, and Real World Signals That Matter
Jan 01, 2026.
A practical, human written guide to monitoring Redis in production. Learn which Redis metrics actually matter, how to spot problems early, and what teams usually miss until it is too late.
Building Production-Ready AI Features in C# Using OpenAI APIs
Dec 30, 2025.
Learn to integrate OpenAI APIs into C# applications for production. Build reliable AI features with .NET, focusing on architecture, security, and resilience.
Generative AI in Production: From Outputs to Outcomes
Oct 30, 2025.
Transform generative AI from novelty to reliable business outcomes. Learn pragmatic patterns for contracts, retrieval, tools, observability, and cost control.
AI in Manufacturing: Automation, Efficiency, and Smart Production
Oct 30, 2025.
Explore how AI is revolutionizing manufacturing! Discover smart factories, predictive maintenance, quality control, supply chain optimization, and the future of production.
AI in Agriculture on Azure: Precision Farming and Sustainable Food Production
Oct 10, 2025.
Discover how AI on Azure is revolutionizing agriculture for precision farming and sustainable food production. Learn how to leverage Azure IoT, Machine Learning, and AI Vision to optimize resource use, predict crop health, and minimize environmental impact. Explore Azure's tools for responsible AI and data security, empowering farmers to build trust and achieve sustainability goals. Unlock strategic advantages in a competitive market.
Generative AI Observability in Production: From Logs to Live Quality and SLOs
Sep 29, 2025.
Unlock the power of Generative AI observability! This article provides a comprehensive guide to monitoring GenAI systems in production, from logging to live quality and SLOs. Learn how to track key metrics like latency, error rate, faithfulness, and safety, enabling faster shipping, calmer incident response, and confident scaling. Discover practical strategies for building effective dashboards, alerts, and evaluation pipelines to ensure your GenAI applications deliver fast, accurate, and safe answers.
Production Prompt Engineering: A Complete, Copy-Paste Prompt for One Real Use Case
Sep 29, 2025.
Learn how to ship prompts to production with confidence! This article provides a complete, copy-paste prompt bundle for a "Where's my order?" (WISMO) use case, including system prompt, developer contract, user template, tool orchestration, evaluators, observability, and red-team probes. Govern your prompts like APIs for reliability and trust.
Artificial Intelligence and Governance by Design: Policies, Guardrails, and Explainability in Production
Sep 19, 2025.
Govern AI systems effectively with a 'governance by design' approach. This article provides a practical blueprint for building AI systems with clear policies, enforceable guardrails, and explainable outputs. Learn how to manage data, models, prompts, execution, and outputs, ensuring reliability, auditability, and compliance. Implement policy as code, enforce guardrails at every stage, and prioritize explainability for trust and accountability. Build a robust eval suite and a minimal architecture for AI governance.
Jupyter Notebooks in Production
Sep 15, 2025.
Explore using Jupyter Notebooks in production environments. While ideal for experimentation and prototyping, direct production use presents challenges like reproducibility and scalability. Discover best practices, including conversion to scripts, version control, and tools like Papermill and Kubeflow, to integrate Jupyter into robust production workflows for reporting, data pipelines, and more. Learn when to leverage Jupyter's strengths and when structured applications are essential.
From Proof of Concept to Production: Microsoft Fabric Capacity Planning Best Practices
Sep 14, 2025.
Learn Microsoft Fabric capacity planning best practices to ensure a smooth transition from Proof of Concept (POC) to a production-ready environment. This article covers starting small, estimating capacity, scaling for full load, and establishing ongoing governance. Optimize resource utilization, prevent throttling, and control costs while scaling your analytics effectively.
From Reflection to Production: How GSCP Transcends Research-Grade Prompting Techniques
Aug 22, 2025.
Gödel’s Scaffolded Cognitive Prompting (GSCP) evolves beyond Reflection Agents, embedding self-improvement within governance, guardrails, and observability to deliver safe, cost-controlled, auditable, and enterprise-ready AI reasoning frameworks for real-world deployment.
From Playground to Production: Migrating Vibe Coding Projects into Prompt-Oriented Development
Aug 12, 2025.
Learn how to migrate from Vibe Coding to Prompt-Oriented Development (POD) for scalable, governed AI systems. Discover a step-by-step framework ensuring reliability, version control, testing, and observability for enterprise-ready AI solutions.
The AI Maturity Curve: Leading Teams from Experimentation to Cognitive-Scale Production
Aug 12, 2025.
Sharp Token stands out in the volatile crypto market with real utility, steady growth, transparent communication, and a committed team, offering investors long-term potential beyond hype and speculation.
AI Can Reliably Provide Production-Quality Code — But Only with a Private Tailored Small Language Model (PT-SLM)
May 20, 2025.
Private Tailored Small Language Models (PT-SLMs) deliver secure, compliant, and context-aware code for enterprises. Unlike public models, they ensure production-ready outputs through customization and effective prompt engineering.
Can AI Really Write Production-Grade Code? What Are the Limitations?
May 13, 2025.
Can AI write production-ready code? Yes—but with limitations around security, context, and quality that require expert human oversight.
Vibe Coding with Vibe Development Team for Production
May 07, 2025.
Join the Vibe Development Team for a dynamic coding experience focused on real-world production projects. "Vibe Coding" blends teamwork, creativity, and hands-on problem-solving to bring innovative ideas to life through code.
Docker In Production
Sep 29, 2016.
In this article, you will learn about Docker in production.
Windows Azure - Moving Staging Deployment to Production
Oct 20, 2011.
In this article we can explore how things are moved fro staging to production.
Database Installer For Production
Jul 14, 2011.
This article explains how to install a database to production and build a tool to do so.
Redis Distributed Locks Explained: Safe Patterns, Pitfalls, and Real World Usage
Jan 12, 2026.
A practical, human written guide to Redis distributed locks. Learn when to use Redis locks, how to implement them safely, common locking mistakes in production, and why most Redis locking bugs are self-inflicted.
Redis Anti-Patterns: Common Mistakes That Break Performance, Reliability, and Trust
Jan 08, 2026.
A practical, human written guide to Redis anti-patterns. Learn the most common Redis mistakes teams make in production, why they happen, and how to avoid them before they turn into outages.
Redis Performance Tuning: Practical Techniques for High Throughput and Low Latency
Jan 06, 2026.
A practical guide to Redis performance tuning. Learn how real-world systems keep Redis fast under load, avoid Redis latency spikes, and safely scale Redis in production environments.
Redis Performance Tuning: Practical Techniques for High Throughput and Low Latency
Jan 02, 2026.
A practical, human written guide to Redis performance tuning. Learn how real systems keep Redis fast under load, avoid latency spikes, and scale safely in production.
Prevent Cache Stampede and Thundering Herd Problems in Redis
Dec 29, 2025.
A practical, human written guide to preventing cache stampede and thundering herd issues in Redis. Learn why it happens, how it breaks production systems, and proven strategies teams use to stop it.
What Business Problems Can AI Agents Actually Solve Today?
Dec 20, 2025.
A technical and practical overview of the real business problems AI agents can solve today, with concrete examples across operations, finance, IT, and customer systems.
🚀 30 Proven Ways to Optimize PostgreSQL Performance
Dec 18, 2025.
Below is a detailed article covering 30 proven ways to optimize PostgreSQL performance, from schema design to production tuning. This is written in a practical, real-world style, useful for large databases, high-traffic applications, and enterprise systems like the ones you usually work on.
Why Your Website Is Slow (And How to Fix It) In Angular
Dec 15, 2025.
A deep, production-ready guide explaining why Angular websites become slow and how to fix them using real-world best practices. Focused on architecture, change detection, lazy loading, and build optimizations. Written for senior developers maintaining large Angular applications.
From Junior to Senior Web Developer: What Changes?
Dec 15, 2025.
Explore the key differences between junior and senior web developers, focusing on mindset, code quality, architecture, debugging, and soft skills. Learn how to evolve from writing code to thinking like a senior engineer, with Angular examples and production best practices. This roadmap emphasizes real-world growth over tutorials and quick hacks.
Top JavaScript Features Released in 2025
Dec 11, 2025.
This article discusses the top JavaScript features released in 2025 and shows how senior Angular developers can use them effectively. It includes real-world examples, Angular-focused implementation details, and production best practices. You also get practical migration advice and clear code samples.
Exception Handling in ASP.NET Core
Dec 05, 2025.
This article provides a complete, easy-to-understand, and professional guide to Exception Handling in ASP.NET Core. It explains what exceptions are, why proper error handling is important, and how to implement try–catch, global exception middleware, built-in error handling, custom exception filters, structured ProblemDetails responses, validation errors, and logging using best practices. Ideal for beginners and experienced .NET developers, this article teaches how to build stable, secure, and production-ready applications with proper exception handling techniques.
5 Hidden Gems in ASP.NET Core You Probably Aren’t Using
Nov 23, 2025.
This article explores five powerful yet often overlooked features in ASP.NET Core that can significantly improve application performance, reliability, and scalability. From background processing with IHostedService and built-in Health Checks to Endpoint Filters, HTTP/3 support, and Rate Limiting middleware, this guide helps developers understand and implement these hidden gems effectively. With practical explanations and real-world relevance, this article is ideal for developers looking to enhance their ASP.NET Core skills and build modern, production-ready applications.
Advanced RAG in Python with FastAPI – Multi-Source Retrieval and Evaluation
Nov 07, 2025.
Build, evaluate, and deploy a production-ready Retrieval-Augmented Generation (RAG) system in Python using FAISS, Pinecone, LangChain, and FastAPI. Includes code, Dockerfile, diagrams, and an evaluation workflow.
AI for Python Developers: OpenAI API Setup and Best Practices in 15 Minutes
Nov 06, 2025.
Learn how to integrate the OpenAI API in Python within 15 minutes. Includes setup, environment configuration, example scripts, and production-ready best practices.
AI in Film Making: Redefining Creativity on Screen
Oct 30, 2025.
Explore how AI is revolutionizing filmmaking! From scriptwriting to VFX, discover how AI tools are enhancing creativity and efficiency on the silver screen.
Implement a Custom Logger in Node.js
Oct 06, 2025.
This article covers essential aspects like log levels, structured JSON logging, asynchronous writing, file rotation strategies, and integration with centralized logging systems (ELK, Datadog). Discover when a custom solution is preferable to existing libraries like Winston or Pino, and how to build a lightweight, efficient, and secure logger tailored to your specific application needs.
Stop Guessing About Prompts: The No-BS Playbook
Aug 21, 2025.
Prompt engineering is a disciplined approach to designing AI prompts as production assets—measurable, reliable, and workflow-driven, ensuring clarity, accountability, and real business impact beyond quick demo tricks.
Addressing Concerns About Vibe Coding in Professional Software Development
May 02, 2025.
This article addresses common concerns, potential risks, and how to balance creativity with code quality, standards, and team collaboration.
Disabling SMBv1 on Domain Controllers
Apr 15, 2025.
In this article, we're diving into a critical security practice: removing SMBv1 from domain controllers. While there’s already a wealth of material explaining why SMBv1 is bad, my goal here is to focus on how to take action in a production environment.
Alibaba Cloud IMS: End-to-End Media Management Solution
Dec 03, 2024.
Explore Alibaba Cloud IMS, a powerful media service for content collection, processing, production, and delivery with advanced AI-driven workflows.
Use Multiple Environments in ASP.NET Core
May 13, 2024.
In ASP.NET Core, leverage multiple environments like development, staging, and production to tailor your application's behavior and configuration for different deployment scenarios. Optimize settings and configurations for each environment, streamlining deployment and enhancing scalability.
Difference Between Full and Runtime Only Builds in Vue.js
Mar 20, 2024.
The difference between full and runtime-only builds in Vue.js lies in template compilation. Full builds include the compiler, allowing template usage in the code, while runtime-only builds exclude it, reducing bundle size for production.
Deploy Angular Project On Domain
Aug 22, 2023.
In this article, I told you how to run a project on the domain. It appears you're requesting a description, but you haven't specified what you'd like a description of. Could you please provide more context or clarify the subject you're referring to? Whether it's a technology, concept, process, or something else, providing additional details will help me provide you with an accurate and relevant description.
Deploy And Manage Microsoft Defender For Identity
Feb 21, 2023.
Microsoft Defender for Identity is cloud-based security solution, that is managed through the Microsoft 365 defender dashboard, which is the security.microsoft.com portal with your Microsoft 365 account.
How To Deploy And Configure Exploit Protection In Windows Server 2022
Feb 06, 2023.
How to deploy exploit protection to your environment, exploit protection helps protect devices from malware that use exploits to spread and infect. You can enable exploit protection on an individual device, and then use Group Policy to distribute the XML file to multiple devices at once.
Performance Optimization Techniques For React Applications
Aug 19, 2021.
This article delves into performance optimization techniques in React applications, emphasizing the crucial role of coding practices and infrastructure configuration in enhancing application quality. It explores various optimization strategies, such as leveraging React's Virtual DOM, utilizing React.Fragment for grouping elements without additional nodes
Steps To Fix Firebase Hosting 🔥 Shows Welcome Screen Instead of index.html Page Of Angular Web 🌏Application
Aug 03, 2020.
Deploy Angular project production in Firebase hosting and fix issue after hosting.
Learn Principles Of Lean Thinking
Dec 31, 2019.
In this article, we will learn Principles of Lean Thinking" encapsulates the core tenets of Lean Manufacturing, emphasizing continuous improvement and waste reduction.
C# 8.0 ('Nullable Enable') To Avoid Null Reference Exception
Dec 16, 2019.
Explore the C# 8.0 nullable enable feature, identifying null reference exceptions in production code. Understand its implementation, compiler verification, and error detection, ensuring proper initialization and handling of nullable properties. Improve code reliability and prevent runtime errors during development.
Basics of Colors in XAML Silverlight
Apr 22, 2011.
In this article, you will learn the very basics of color and how to produce colors in different formats.
SQL Server Effective Database Tune up and Maintenance
Aug 08, 2008.
This document provides essential tips for effectively maintaining a production database, aimed particularly at developers who may not be professional database administrators. It covers topics such as data and log file management, index fragmentation, statistics, corruption detection, backups, memory management, and processor management.
Detecting File Changes using FileSystemWatcher
Mar 20, 2007.
This article is about detecting file changes like file renaming, file creation, deletion and changes in a folder using FileSystemWatcher class.
Debugging a Compiled Component
Feb 02, 2004.
After an assembly is compiled into a dll in a release mode, it is very difficult to gather information from it such as runtime performance, parameters values, etc.