Operon now has many examples. New users should not start from the beginning and read them in numerical order.
Start here:
examples/67_pattern_first_api.py — shortest path into the public wrappersexamples/68_skill_organism_runtime.py — practical multi-model runtimeexamples/71_bitemporal_skill_organism.py — substrate integration with belief-state reconstructionexamples/72_pattern_repository.py — register, score, and retrieve reusable pattern templatesexamples/73_watcher_component.py — runtime monitoring with signal classification and interventionsexamples/74_adaptive_assembly.py — adaptive assembly loop with template selection and outcome recordingexamples/75_experience_driven_watcher.py — experience pool driving intervention recommendationsexamples/76_cognitive_modes.py — System A/B cognitive mode annotationsexamples/77_sleep_consolidation.py — sleep consolidation cycle with counterfactual replayexamples/78_social_learning.py — cross-organism template sharing with trustexamples/79_curiosity_driven_exploration.py — curiosity-driven escalationexamples/66_epistemic_topology.py — epistemic analysis layer underneathUse the repo index for the broader catalog:
examples/80_developmental_staging.py — developmental stages and capability gatingexamples/81_critical_periods.py — teacher-learner scaffoldingexamples/82_managed_organism.py — one-call managed_organism()examples/83_cli_stage_handler.py — CLI tools as organism stagesexamples/84_cli_organism.py — CLI organism with watcherexamples/85_claude_code_pipeline.py — Claude Code pipelineexamples/86_swarms_topology_analysis.py — analyze Swarms patternsexamples/87_animaworks_role_mapping.py — AnimaWorks role mappingexamples/88_deerflow_workflow_analysis.py — DeerFlow workflow analysisexamples/89_seeded_library.py — seed PatternLibrary from external catalogsexamples/90_hybrid_assembly.py — hybrid assembly with fallbackexamples/91_deerflow_skill_bridge.py — DeerFlow skill bridgeexamples/92_memory_bridge.py — memory bridge to bi-temporal factsexamples/93_priming_view.py — multi-channel PrimingViewexamples/94_heartbeat_daemon.py — idle-time consolidationexamples/95_async_thinking.py — Fork/Join sub-queriesexamples/96_codesign_composition.py — co-design adapter compositionexamples/97_ralph_hat_analysis.py — Ralph hat topology analysisexamples/98_aevolve_workspace_analysis.py — A-Evolve workspace analysisexamples/99_swarms_deployment.py — compile organism to Swarms configexamples/100_deerflow_deployment.py — compile to DeerFlow sessionexamples/101_ralph_deployment.py — compile to Ralph hat configexamples/102_scion_deployment.py — compile to Scion groveexamples/103_distributed_watcher.py — distributed watcher transportsexamples/104_evaluation_harness.py — evaluation harness with MockEvaluatorexamples/105_prompt_optimization_interface.py — prompt optimization protocolsexamples/106_workflow_generation_interface.py — workflow generation and registrationexamples/107_live_evaluation.py — live evaluation with real LLM providers