Patterns — production reference
This is Tier 4 of the example catalogue — reference-grade examples for harder problems. Each is 200-400 lines but lacks the audience-pin storytelling of a Tier 5 lighthouse. Goal: "here's a complete-ish solution to a non-trivial problem."
These examples are organised by pillar. They're the pages you reach when you've outgrown a foundation example and you're not yet ready to read the lighthouse work.
SDK patterns
Autopilot patterns
Fleet patterns
Observatory patterns
Training Loop patterns
Sealed (spine) patterns
Companion notes
- Example 22 — memory_holds_across_llms — a foundation-level companion to the memory + LLM-swap pattern. Has its own sibling README.
- Example 17 —
unsloth_finetune (legacy stub) — superseded by Example 38 (real fine-tune). Left in place for backward compatibility but marked deprecated. Read Example 38 instead.
What to read next
- Lighthouse — the production-grade compositions that build on these patterns.
- Foundation — the shorter SDK basics that precede these patterns.
- Pillars — capability deep-dives.
- Reference — examples — the full numbered list.