Human-in-the-Loop Design for AI Agents
Fully autonomous agents fail on judgment calls. Human-in-the-loop patterns keep people in charge of the decisions that matter.
Software Development
25 posts in Software Development
Structured Outputs and Function Calling for LLM Apps
Parsing free-form LLM text breaks in production. Structured outputs and function calling give you schema-valid JSON every time.
LLM Guardrails: Input and Output Checks That Work
Prompts alone will not keep an LLM in bounds. Production guardrails check inputs and outputs with code, models, and policy.
Evaluating LLM Outputs: Building Automated Quality Checks for Production AI
An operational framework for evaluating LLM outputs with deterministic checks, model judges, human review loops, and regression test suites.
Building Production-Ready LLM Applications: Guardrails, Fallbacks, and Monitoring
Deploy reliable LLM systems in production. Implement schema validation, multi-model fallback chains, token cost controls, latency caching, and prompt defense.
The Hidden Costs of Running AI in Production: Monitoring, Latency, and Operational Overhead
What happens after you deploy AI? A practical guide to the operational realities of production AI systems, covering token cost monitoring, latency profiling, output quality drift, prompt version management, and incident response.
AI Agents for Developers: Build Your First Autonomous Workflow
Practical 2026 guide for developers building autonomous AI agent workflows. Framework comparisons, tool design, guardrails, and production failure modes.
Building a RAG System for Your Business: Custom AI Knowledge Bases Without Fine-Tuning
A complete guide to Retrieval-Augmented Generation (RAG) for businesses, covering vector databases, embedding models, chunking strategies, and a full end-to-end implementation that makes AI models know your private data.
How to Install MCP Servers in VS Code: A Step-by-Step Guide for Claude, Cursor, Cline, and Devin (formerly Windsurf)
Learn how to install MCP servers in VS Code for Claude Desktop, Cursor, Cline, and Devin (formerly Windsurf).
AI Agent Orchestration: Designing Multi-Step Workflows with Tools, Memory, and Handoffs
A practical guide to building reliable multi-step AI agent systems, covering single vs.
How to Cut Your AI Coding Tool Costs by 60%: A Complete Guide to Token Efficiency
Learn proven strategies to reduce token usage and cut costs when using Claude Code, Gemini CLI, Codex CLI, and Kimi Code.
Building Internal Tools with Retool, Appsmith, and Budibase: No-Code and Low-Code Compared
Compare low-code platforms for building internal business tools. Detailed analysis of Retool, Appsmith, and Budibase covering features, pricing, and when to build vs buy.
Kimi K2.5: The Coding AI That Competes with Claude at a...
A detailed look into Kimi K2.5, Moonshot AI's powerhouse coding model. API pricing, benchmark performance, agentic capabilities, and the one data privacy...
How I Fine-Tune Open-Source LLMs for Business Applications
I share my step-by-step process for fine-tuning open-source large language models like Mistral and Llama 3 for business needs, covering LoRA, dataset preparation, and deployment strategies.
How I Manage API Rate Limiting and Costs for Business Applications
I share my strategies for managing API costs and implementing rate limiting for business applications, including caching techniques, monitoring tools, and lessons from costly mistakes.
AI Code Review Tools That Actually Work for Small Dev Teams
I share my experience with AI code review tools for small development teams, comparing GitHub Copilot, CodeRabbit, and Qodana for automated code analysis and security scanning.
How I Approach Database Sharding for Growing SaaS Applications
I share my practical guide to implementing database sharding for growing SaaS applications, covering PostgreSQL strategies for data distribution, query routing, and migration.
Choosing a Payment Gateway: Stripe vs Square vs PayPal Fees, Features, and Developer Experience
Compare payment gateway options for your business. Detailed analysis of Stripe, Square, and PayPal covering transaction fees, features, international support, and developer experience.
The Git Flow Bible: Managing Complex Branching Strategies for Teams of 5 to 50
Master Git Flow branching strategies for growing development teams. Learn proven workflows, best practices, and conflict resolution techniques for teams scaling from 5 to 50 developers.
Refactoring Legacy Code with AI: How to Use LLMs to Modernize Old Codebases Safely
Learn proven strategies for using AI and large language models to refactor legacy code safely.
The Rust Roadmap for C++ Developers: Why and How to Make the Switch to Memory Safety
Comprehensive guide for C++ developers transitioning to Rust. Learn memory safety concepts, ownership principles, and practical migration strategies for modern systems programming.
Your Gnome Top Bar Needs A Start Button. GStart Fixes That!
Improve your productivity with GStart, a powerful GNOME Shell extension that adds a traditional application menu and search functionality to the Linux desktop.
A Beginner’s Guide to Vibe Coding: What It Is and How to Start
Find vibe coding, a trending approach to programming that blends creativity, intuition, and AI tools.
Introducing Gemini CLI: The Ultimate Guide to Google’s Open-Source AI Terminal Tool
Discover Gemini CLI, Google's new open-source AI tool for developers. Learn how to set it up, explore its benefits, and integrate it into your workflow with this comprehensive guide.
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The Rise of AI-Powered IDEs: Devin (formerly Windsurf) vs. Cursor Compared
Compare Devin (formerly Windsurf) and Cursor, two leading AI-powered IDEs, to choose the best tool for your coding needs.