# Examples

Operon now has many examples. New users should not start from the beginning and read them in numerical order.

## Recommended Entry Path

Start here:

- [`examples/67_pattern_first_api.py`](../../examples/67_pattern_first_api.py) — shortest path into the public wrappers
- [`examples/68_skill_organism_runtime.py`](../../examples/68_skill_organism_runtime.py) — practical multi-model runtime
- [`examples/71_bitemporal_skill_organism.py`](../../examples/71_bitemporal_skill_organism.py) — substrate integration with belief-state reconstruction
- [`examples/72_pattern_repository.py`](../../examples/72_pattern_repository.py) — register, score, and retrieve reusable pattern templates
- [`examples/73_watcher_component.py`](../../examples/73_watcher_component.py) — runtime monitoring with signal classification and interventions
- [`examples/74_adaptive_assembly.py`](../../examples/74_adaptive_assembly.py) — adaptive assembly loop with template selection and outcome recording
- [`examples/75_experience_driven_watcher.py`](../../examples/75_experience_driven_watcher.py) — experience pool driving intervention recommendations
- [`examples/76_cognitive_modes.py`](../../examples/76_cognitive_modes.py) — System A/B cognitive mode annotations
- [`examples/77_sleep_consolidation.py`](../../examples/77_sleep_consolidation.py) — sleep consolidation cycle with counterfactual replay
- [`examples/78_social_learning.py`](../../examples/78_social_learning.py) — cross-organism template sharing with trust
- [`examples/79_curiosity_driven_exploration.py`](../../examples/79_curiosity_driven_exploration.py) — curiosity-driven escalation
- [`examples/66_epistemic_topology.py`](../../examples/66_epistemic_topology.py) — epistemic analysis layer underneath

## Full Example Index

Use the repo index for the broader catalog:

- [Examples README](../../examples/README.md)

## Suggested Categories

- Pattern-first API
- Skill organisms and runtime composition
- Bi-temporal memory and substrate integration
- Epistemic topology
- Wiring diagrams and lower-level structure
- Organelles and state systems
- Healing and surveillance
- Multicellular composition
