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3 courses in Build with AI

The Prompting Playbook: Debug a Production Prompt

An interactive walkthrough of "The Prompting Playbook", a public breakout talk at the Code with Claude conference by Margot van Laar, Applied AI Engineer at Anthropic in London. Follow her live debugging of a messy customer-support prompt for a fictional telco: why a prompt that worked breaks on a new model, how to build an eval suite of control, edge and capability-boundary cases, how to strip pasted-website cruft and an untrue persona, how XML tags separate role from policy from tone, and how an output contract plus a stop sequence pin down the response — then isolate a single failing case and find the conflicting instruction behind it. Source: Margot van Laar, "The Prompting Playbook", Code with Claude.

6 lessons

Agents That Remember: Context Engineering & Memory

An interactive distillation of Anthropic engineer Lamis Mukta's talk on context engineering and agent memory — the shift from prompting a model to building “a system that prompts itself”. Progressive disclosure, versioning and hashing for concurrency, read-only vs read-write. Predict, drag, decide.

7 lessons

Write the Loops: Your Job After AI Writes the Code

An interactive distillation of Shopify Head of Engineering Farhan Thawar's talk on what your job becomes when the model codes better than you — the shift from typing code to taste, judgment, reflexive AI and steering. Predict, drag and decide your way through it. For engineers and their managers.

9 lessons