Bug: Dead links in The AI Engineer Roadmap

[eihabkhan]

Found a few deadlinks as I was going through the series:

The AI Engineer Mindset

The link for "defining success for LLM applications" in the AI Engineer Mindset seems to be dead; it leads to a 404 page

Link to article.md:

ai-hero/examples/ai-engineer-roadmap/02.2-ai-engineer-mindset/article.md

Line 37 in 8a2ab40

For a deeper dive into crafting effective success criteria, check out Anthropic's guide on [defining success for LLM applications](https://docs.anthropic.com/en/docs/build-with-claude/define-success).

17 Techniques For Improving Your LLM-Powered App

Your First Prompt Resources

Found a couple of deadlinks:

The link for "Anthropic's Advice" in the resources of the "Your First Prompt" section leads to a 404

Link to article.md:

ai-hero/examples/ai-engineer-roadmap/03-technique-directory/article.md

Line 44 in 8a2ab40

- [Anthropic's Advice](https://docs.anthropic.com/en/docs/build-with-claude/prompt-engineering/be-clear-and-direct) is a useful guide for understanding how to write good prompts.

The current link should be: https://platform.claude.com/docs/en/build-with-claude/prompt-engineering/claude-4-best-practices

XML Tags Resources

Anthropic moved the article to this link: https://platform.claude.com/docs/en/build-with-claude/prompt-engineering/use-xml-tags

Link to article.md:

ai-hero/examples/ai-engineer-roadmap/03-technique-directory/article.md

Line 139 in 8a2ab40

- [Anthropic's docs](https://docs.anthropic.com/en/docs/build-with-claude/prompt-engineering/use-xml-tags) on using XML tags in your prompts

Prefilling The LLM's Response Resources

Anthropic moved the article to this link: https://platform.claude.com/docs/en/build-with-claude/prompt-engineering/prefill-claudes-response

Link to article.md:

ai-hero/examples/ai-engineer-roadmap/03-technique-directory/article.md

Line 206 in 8a2ab40

- [Anthropic's docs](https://docs.anthropic.com/en/docs/build-with-claude/prompt-engineering/prefill-claudes-response) on prefilling the LLM's response

Structured Outputs Resources

Anthropics docs page on structured outputs was moved to: https://platform.claude.com/docs/en/build-with-claude/structured-outputs

Link to article.md:

ai-hero/examples/ai-engineer-roadmap/03-technique-directory/article.md

Line 220 in 8a2ab40

- [Anthropic's Docs](https://docs.anthropic.com/en/docs/test-and-evaluate/strengthen-guardrails/increase-consistency) on JSON mode

Reasoning Resources

Docs on extended thinking moved to: https://platform.claude.com/docs/en/build-with-claude/extended-thinking

Link to article.md:

ai-hero/examples/ai-engineer-roadmap/03-technique-directory/article.md

Line 240 in 8a2ab40

- [Anthropic's docs](https://docs.anthropic.com/en/docs/build-with-claude/prompt-engineering/chain-of-thought) on chain-of-thought prompting

Multishot Prompting Resources

Anthopic moved docs to: https://platform.claude.com/docs/en/build-with-claude/prompt-engineering/multishot-prompting

Link to article.md:

ai-hero/examples/ai-engineer-roadmap/03-technique-directory/article.md

Line 273 in 8a2ab40

- [Anthropic's docs](https://docs.anthropic.com/en/docs/build-with-claude/prompt-engineering/multishot-prompting) on multishot prompting

Note

Seems like most of the Anthropic links are dead from this point forward, to check all remaining links