AI in Production
BentoML SLM Deployment Cut AI Costs 75% Guide 2026
Deploy small language models with BentoML, OpenLLM, and vLLM for 75% cost savings. Production guide with Ministral-3, Gemma-3n, Phi-4 deployment patterns.
•12 min read
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Deep dives into AI engineering, production deployment, MLOps, and modern machine learning practices.
Showing 28-36 of 84 articles
AI in Production
How to Build Vision Language Models for Document Understanding 2026
Deploy VLMs for invoice, contract, and medical record processing. Complete guide with GPT-4V, Claude 4, Qwen3-VL implementation patterns and production strategies.
•24 min read
AI in Production
How to Build AI Agents for Enterprise Workflow Automation 2026
Deploy vertical-specific AI agents for HR, Finance, and Legal workflows. Complete guide with ROI calculators, implementation patterns, and production strategies for enterprise automation.
•18 min read
AI in Production
How to Build LLM Recommendation Systems Production 2026
Hybrid LLM + collaborative filtering recommendation systems: production implementation, cold-start handling, reranking strategies & cost optimization achieving 20-60% NDCG improvements.
•14 min read
AI in Production
How to Build Feature Stores for Production ML Systems 2026
Build production feature stores with Feast, Tecton & Databricks. Master batch/real-time serving, point-in-time correctness, and reduce incidents by 65%.
•11 min read
AI Best Practices
Generative Engine Optimization Implementation Guide for Production 2026
527% traffic increase from AI sources in 2025. Learn production-ready GEO implementation with citation monitoring code, platform-specific tactics, and 90-day roadmap.
•23 min read
AI in Production
AI Agent Cost Tracking and Production Monitoring Complete Guide 2026
80% of AI agents never reach production due to monitoring gaps. Learn hierarchical cost attribution, platform comparison (AgentOps, Langfuse, Arize), and budget management with auto-throttling.
•19 min read
AI in Production
How to Detect LLM Hallucinations in Production Systems 2026
LLMs hallucinate in 15-30% of outputs. Learn token-level detection, semantic entropy, and metamorphic testing to catch AI errors before users do.
•20 min read
AI Best Practices
AI Code Review Crisis - 45% Security Flaws in Generated Code
41% of code is now AI-generated, but incidents per PR are up 24%. Learn proven code review frameworks, security checks, and automation strategies to ship AI code safely.
•19 min read