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

Full Example Index

Use the repo index for the broader catalog:

• Examples README

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

Examples 80–107

• examples/80_developmental_staging.py — developmental stages and capability gating
• examples/81_critical_periods.py — teacher-learner scaffolding
• examples/82_managed_organism.py — one-call managed_organism()
• examples/83_cli_stage_handler.py — CLI tools as organism stages
• examples/84_cli_organism.py — CLI organism with watcher
• examples/85_claude_code_pipeline.py — Claude Code pipeline
• examples/86_swarms_topology_analysis.py — analyze Swarms patterns
• examples/87_animaworks_role_mapping.py — AnimaWorks role mapping
• examples/88_deerflow_workflow_analysis.py — DeerFlow workflow analysis
• examples/89_seeded_library.py — seed PatternLibrary from external catalogs
• examples/90_hybrid_assembly.py — hybrid assembly with fallback
• examples/91_deerflow_skill_bridge.py — DeerFlow skill bridge
• examples/92_memory_bridge.py — memory bridge to bi-temporal facts
• examples/93_priming_view.py — multi-channel PrimingView
• examples/94_heartbeat_daemon.py — idle-time consolidation
• examples/95_async_thinking.py — Fork/Join sub-queries
• examples/96_codesign_composition.py — co-design adapter composition
• examples/97_ralph_hat_analysis.py — Ralph hat topology analysis
• examples/98_aevolve_workspace_analysis.py — A-Evolve workspace analysis
• examples/99_swarms_deployment.py — compile organism to Swarms config
• examples/100_deerflow_deployment.py — compile to DeerFlow session
• examples/101_ralph_deployment.py — compile to Ralph hat config
• examples/102_scion_deployment.py — compile to Scion grove
• examples/103_distributed_watcher.py — distributed watcher transports
• examples/104_evaluation_harness.py — evaluation harness with MockEvaluator
• examples/105_prompt_optimization_interface.py — prompt optimization protocols
• examples/106_workflow_generation_interface.py — workflow generation and registration
• examples/107_live_evaluation.py — live evaluation with real LLM providers