Production AI

Best practical prompt engineering course. Learn from the team building Claude. Interactive exercises with immediate feedback. Free and comprehensive. Production patterns that actually work.

Production-grade prompting techniques. Direct from Anthropic's prompt engineering team. Updated for latest Claude 4 models. Essential reference for building with LLMs.

Understand the security vulnerability everyone should know. Clear examples. From a respected voice in AI. Essential security knowledge.

Unbiased comparison of eval platforms (despite being from Braintrust). Understand your options for evaluation tooling. Choose the right platform for your needs.

Perfect for beginners. Step-by-step approach. From Arize AI, a leading observability platform. Practical, hands-on learning. Great starting point before diving into frameworks.

Best practices from the team building Claude. Learn from real customer implementations. Simple, composable patterns over complex frameworks. Practical advice on when NOT to build agents.

Official SDK from Anthropic for building production agents. Same harness powering Claude Code. Design principles and best practices from Anthropic's own deployments.

Open-source framework from Microsoft Research. Build multi-agent systems with Python. Used by thousands of developers. Comprehensive docs with examples. Perfect for building agent teams and complex workflows.

AWS's managed agent platform. Enterprise security and scale. Integrate with existing AWS infrastructure. Great for teams already using AWS.

Official AWS hands-on workshop. Real production examples with code. Learn enterprise deployment patterns. Perfect for teams using AWS infrastructure.

Google's enterprise agent platform. Massive adoption with 7M+ downloads. Deep integration with Google Cloud and Gemini models. Production-ready with built-in observability.

The USB-C of AI. Open standard adopted by OpenAI and the industry. Build once, connect anywhere. Official course from Anthropic who created the protocol. Essential for building production agents.

Official docs for the AI industry standard. Pre-built integrations for enterprise systems. Adopted by OpenAI, used across the industry. Desktop extensions make installation as easy as browser extensions.

Integrate MCP with Microsoft ecosystem. Enterprise-grade security and governance. Deploy to Azure with one command. Perfect for teams using Microsoft 365 and Azure.

Practical perspective on scaling AI development. Move beyond prototypes to production. Enterprise-focused approach. Great for engineering leaders.

Reduce costs by 90% with prompt caching. Official optimization strategies. Essential for production deployments. ROI-focused advice.

Massive cost savings for production apps. Simple to implement. Game-changer for applications with repeated context. Essential optimization.

Better UX through faster responses. Production patterns from Vercel. Streaming, edge deployment, and parallel strategies.

Build reliable AI systems. Handle failures gracefully. Production patterns from Anthropic. Essential for user-facing AI.

Know what's happening in production. Track costs, latency, and quality. Open source and free. Essential for production AI.

Understand LLM security risks. Industry standard security guide. Essential before deploying to production. Prevent common vulnerabilities.

Official evals course from Anthropic. Both OpenAI and Anthropic CPOs say evals are the most critical PM skill for 2025. Learn all three evaluation methods (code, human, LLM-graded). Free and comprehensive.

Battle-tested framework from OpenAI. Open source and extensible. Standardized benchmarks and templates. Learn how OpenAI evaluates GPT models. Essential for production AI.

From the ML engineer who led CodeSearchNet (precursor to GitHub Copilot). Practical philosophy: build evals first, look at data constantly, use evals as gates in CI/CD. Essential reading for product builders.

Complete metric reference for LLM evaluation. Practical examples and code. Learn which metrics to track for your use case. From leading LLM evaluation platform.

Real-world case study of evaluation-driven development. From mature ML platform expanding to LLMs. Strong experiment tracking approach. Great for teams already using W&B.

Enterprise-grade AI platform from Google. Complete ML lifecycle management. Official Google Cloud training. Essential for teams using Google Cloud infrastructure.

Enterprise AI platform with security and compliance built-in. Multi-agent orchestration out of the box. Official Microsoft training. Essential for teams on Azure.

Build agents that integrate with Microsoft 365. Multi-agent orchestration frameworks. Official developer documentation. Essential for enterprise agent development.

AWS foundation model platform with unified API. Access multiple model providers. Build agents and RAG systems. Official AWS training. Essential for AWS infrastructure.

Complete ML platform from AWS. Industry-leading scale and reliability. Official AWS certification path. Essential for production ML on AWS.

Real-world case study with results. Learn from actual enterprise deployment. Practical techniques that improved accuracy 20%. ROI-focused approach.

Practical advice from someone shipping AI at scale. Production patterns that work. Covers the full stack from development to monitoring.

Move beyond single prompts to full applications. Build production systems. Taught by Andrew Ng and OpenAI. Practical examples you can ship. Free.

Advanced patterns from Anthropic engineers. Learn how Claude Code uses MCP internally. Production patterns for secure code execution. Essential for building capable agents.

Level up your RAG game. Production patterns from LlamaIndex team. Covers common pitfalls and solutions. Essential for serious RAG implementations.

Deep dive on LLM-as-judge evaluation method. Learn when it works (and when it doesn't). Validation techniques and best practices. Critical for scaling evaluations.

From Stanford. Taught by industry expert Chip Huyen. Covers production ML end-to-end. Real-world case studies. Free course materials online.