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Deep dives into AI engineering, production deployment, MLOps, and modern machine learning practices.

Showing 37-45 of 57 articles

AI ROI Calculator for Small Business: Complete Implementation Guide 2025
Business Strategy

AI ROI Calculator for Small Business: Complete Implementation Guide 2025

Calculate AI ROI for your small business with our proven framework. Step-by-step guide includes cost breakdown, payback period, and real implementation examples.

9 min read
AI in Production

Why 88% AI Projects Fail: Solve the Pilot-to-Production Gap

88% of AI projects never reach production. Learn the 7 critical failure modes blocking deployment & proven strategies to scale AI systems successfully.

23 min read
AI Infrastructure

Energy-Efficient AI 2026: Reduce Power Consumption by 70%

Master energy-efficient AI & green data center strategies. Learn power optimization, sustainable infrastructure & carbon-neutral deployment for production AI.

18 min read
AI Infrastructure

AI Model Quantization: Deploy Models with 75% Less Memory

Master quantization: 8-bit & 4-bit precision, post-training quantization, hybrid compression. Achieve 2-4x inference speed with 99%+ accuracy on A100/H100.

14 min read
AI Best Practices

AI Governance & Security 2026: Guide for Regulated Industries

Master AI governance, compliance & security for production systems. Learn GDPR, HIPAA & SOC 2 compliance strategies for finance and healthcare AI.

27 min read
Cost Optimization

Prompt Caching: Reduce LLM Costs by 90% with Optimization

Master prompt caching: cache warming, paged attention & prefix caching. Learn OpenAI, Anthropic & AWS Bedrock optimizations for 60-90% cost reduction.

12 min read
AI Infrastructure

AI-Native Platforms 2026: Build for the $8.4B API Economy

Master AI-native platforms for 2026: GPU orchestration, resource management, API economics, and deployment strategies that scale to billions in AI spending.

29 min read
MLOps

AI Agent Observability 2025: Trace & Monitor Agentic Systems

Master AI agent observability with OpenTelemetry, distributed tracing & real-time monitoring. Learn session tracing, quality scoring, and agent debugging.

11 min read
Multimodal AI Production 2026: Build with GPT-5, Vision & Audio
LLM Engineering

Multimodal AI Production 2026: Build with GPT-5, Vision & Audio

Master multimodal AI with GPT-5, vision, audio & text. Learn architecture patterns, implementation strategies & real-world use cases for scale deployment.

12 min read