All AI questions

AI learning answer

Which AI engineering roadmap should software engineers follow?

Short answer from Learnetto's Best AI engineering courses for developers guide.

Short answer

Build one useful AI feature end to end, then layer in retrieval, tools, evals, deployment, monitoring, and model selection. A project-based path is better than collecting disconnected courses.

Context from the full guide

TypeScript web developers can start with AI SDK v6 Crash Course; Python developers should choose a structured API, retrieval, and LLMOps path. Pair either with Chip Huyen or Full Stack Deep Learning for production judgment, then ship one evaluated project with tracing, cost, latency, security, and deployment evidence.

Read Best AI engineering courses for developers

Useful resources

  1. AI SDK v6 Crash Course

    Workshop · Matt Pocock · Intermediate

    You want a structured AI SDK v6 course that covers model choice, text and object generation, UI streams, agents, persistence, context engineering, evals, and advanced app patterns.

  2. The AI Engineer Roadmap

    Free tutorial · Matt Pocock · Beginner to intermediate

    You want a guided path through core AI concepts, model selection, the AI engineering mindset, evals, and techniques for improving LLM-powered apps.

  3. OpenAI Prompt caching guide

    Guide · OpenAI · Intermediate

    You are sending repeated long context and need the official OpenAI guidance for lowering cost and latency with cache-friendly prompt structure.

  4. AI Engineering

    Book · Chip Huyen · Intermediate to advanced

    You are moving from demos to production systems.

  5. Lazarus AI agent backdoor defense guide

    AI agent security analysis · Microsoft Research · Intermediate to advanced

    Understand Microsoft's Lazarus model-backdoor research, assess open-weight agent risk and add provenance, isolation and monitoring controls before deployment.

  6. Claude Fable 5.2 and Mythos 5.2 launch guide

    Frontier model news analysis · Anthropic · Intermediate to advanced

    Use this analysis to decide whether Claude Fable 5.2 belongs in a demanding agent workflow, plan migration tests and understand why Mythos access remains restricted.

  7. Uber production AI agent security guide

    AI agent security guide · Uber · Intermediate

    Use this guide to turn a production agent's purpose, tools and risk level into enforceable checks before it can take sensitive actions.

  8. Claude Code local-settings secret leak response guide

    AI coding-agent security analysis · Apiiro · Intermediate

    Use this guide to find credentials recorded in Claude Code settings, rotate exposed secrets and prevent local approvals from entering Git history.

Related questions