LICENSE
README.md
pyproject.toml
src/autoresearch_rl/__init__.py
src/autoresearch_rl/__main__.py
src/autoresearch_rl/approval.py
src/autoresearch_rl/campaign.py
src/autoresearch_rl/checkpoint.py
src/autoresearch_rl/cli.py
src/autoresearch_rl/config.py
src/autoresearch_rl/config_validate.py
src/autoresearch_rl/continual.py
src/autoresearch_rl/continual_gate.py
src/autoresearch_rl/continual_runner.py
src/autoresearch_rl/continual_stream.py
src/autoresearch_rl/data.py
src/autoresearch_rl/forecasting.py
src/autoresearch_rl/mdp.py
src/autoresearch_rl/observe.py
src/autoresearch_rl/online.py
src/autoresearch_rl/online_runner.py
src/autoresearch_rl/preflight.py
src/autoresearch_rl/promotion.py
src/autoresearch_rl/scaffold.py
src/autoresearch_rl/slo.py
src/autoresearch_rl/tracking.py
src/autoresearch_rl/trajectory.py
src/autoresearch_rl.egg-info/PKG-INFO
src/autoresearch_rl.egg-info/SOURCES.txt
src/autoresearch_rl.egg-info/dependency_links.txt
src/autoresearch_rl.egg-info/entry_points.txt
src/autoresearch_rl.egg-info/requires.txt
src/autoresearch_rl.egg-info/top_level.txt
src/autoresearch_rl/bundled_examples/minimal-trainable-target/.env.example
src/autoresearch_rl/bundled_examples/minimal-trainable-target/Dockerfile
src/autoresearch_rl/bundled_examples/minimal-trainable-target/README.md
src/autoresearch_rl/bundled_examples/minimal-trainable-target/config.yaml
src/autoresearch_rl/bundled_examples/minimal-trainable-target/deploy.py
src/autoresearch_rl/bundled_examples/minimal-trainable-target/prepare.py
src/autoresearch_rl/bundled_examples/minimal-trainable-target/program.md
src/autoresearch_rl/bundled_examples/minimal-trainable-target/run.sh
src/autoresearch_rl/bundled_examples/minimal-trainable-target/train.py
src/autoresearch_rl/bundled_examples/parallel-cancel-showcase/.gitignore
src/autoresearch_rl/bundled_examples/parallel-cancel-showcase/README.md
src/autoresearch_rl/bundled_examples/parallel-cancel-showcase/config-deterministic.yaml
src/autoresearch_rl/bundled_examples/parallel-cancel-showcase/config-serial.yaml
src/autoresearch_rl/bundled_examples/parallel-cancel-showcase/config.yaml
src/autoresearch_rl/bundled_examples/parallel-cancel-showcase/prepare.py
src/autoresearch_rl/bundled_examples/parallel-cancel-showcase/program.md
src/autoresearch_rl/bundled_examples/parallel-cancel-showcase/progress.png
src/autoresearch_rl/bundled_examples/parallel-cancel-showcase/run.sh
src/autoresearch_rl/bundled_examples/parallel-cancel-showcase/train.py
src/autoresearch_rl/controller/__init__.py
src/autoresearch_rl/controller/continuous.py
src/autoresearch_rl/controller/contract.py
src/autoresearch_rl/controller/cost.py
src/autoresearch_rl/controller/diff_executor.py
src/autoresearch_rl/controller/engine.py
src/autoresearch_rl/controller/executor.py
src/autoresearch_rl/controller/helpers.py
src/autoresearch_rl/controller/intra_iteration.py
src/autoresearch_rl/controller/loop.py
src/autoresearch_rl/controller/one_shot.py
src/autoresearch_rl/controller/parallel_engine.py
src/autoresearch_rl/controller/resource_pool.py
src/autoresearch_rl/controller/shutdown.py
src/autoresearch_rl/controller/types.py
src/autoresearch_rl/distillation/__init__.py
src/autoresearch_rl/distillation/sdft.py
src/autoresearch_rl/distillation/sink.py
src/autoresearch_rl/distillation/trainer.py
src/autoresearch_rl/env/__init__.py
src/autoresearch_rl/env/client.py
src/autoresearch_rl/env/session.py
src/autoresearch_rl/env/worker.py
src/autoresearch_rl/eval/judge.py
src/autoresearch_rl/eval/metrics.py
src/autoresearch_rl/eval/scoring.py
src/autoresearch_rl/policy/_prompt_fragments.py
src/autoresearch_rl/policy/baselines.py
src/autoresearch_rl/policy/gae.py
src/autoresearch_rl/policy/hybrid.py
src/autoresearch_rl/policy/interface.py
src/autoresearch_rl/policy/learned.py
src/autoresearch_rl/policy/learned_search.py
src/autoresearch_rl/policy/llm_context.py
src/autoresearch_rl/policy/llm_diff.py
src/autoresearch_rl/policy/llm_ensemble.py
src/autoresearch_rl/policy/llm_search.py
src/autoresearch_rl/policy/ppo.py
src/autoresearch_rl/policy/sdpo.py
src/autoresearch_rl/policy/search.py
src/autoresearch_rl/rollout/__init__.py
src/autoresearch_rl/rollout/client.py
src/autoresearch_rl/rollout/delta_extension.py
src/autoresearch_rl/rollout/vllm_ext.py
src/autoresearch_rl/rollout/worker.py
src/autoresearch_rl/sandbox/ast_policy.py
src/autoresearch_rl/sandbox/diff_utils.py
src/autoresearch_rl/sandbox/runner.py
src/autoresearch_rl/sandbox/validator.py
src/autoresearch_rl/serving/__init__.py
src/autoresearch_rl/serving/background.py
src/autoresearch_rl/serving/experience.py
src/autoresearch_rl/serving/gate_eval.py
src/autoresearch_rl/serving/multiturn.py
src/autoresearch_rl/serving/recorder.py
src/autoresearch_rl/serving/scorer.py
src/autoresearch_rl/serving/self_heal.py
src/autoresearch_rl/serving/supervisor.py
src/autoresearch_rl/serving/version_floor.py
src/autoresearch_rl/serving/watchdog.py
src/autoresearch_rl/stability/__init__.py
src/autoresearch_rl/stability/calibration.py
src/autoresearch_rl/stability/distribution_shift.py
src/autoresearch_rl/stability/forgetting.py
src/autoresearch_rl/stability/multi_eval.py
src/autoresearch_rl/stability/trust_region.py
src/autoresearch_rl/sync/__init__.py
src/autoresearch_rl/sync/client.py
src/autoresearch_rl/sync/codec.py
src/autoresearch_rl/sync/detector.py
src/autoresearch_rl/sync/model.py
src/autoresearch_rl/sync/transport.py
src/autoresearch_rl/target/__init__.py
src/autoresearch_rl/target/basilica.py
src/autoresearch_rl/target/command.py
src/autoresearch_rl/target/http.py
src/autoresearch_rl/target/interface.py
src/autoresearch_rl/target/progress.py
src/autoresearch_rl/target/progress_reader.py
src/autoresearch_rl/target/registry.py
src/autoresearch_rl/target/roles.py
src/autoresearch_rl/telemetry/aggregation.py
src/autoresearch_rl/telemetry/comparability.py
src/autoresearch_rl/telemetry/distill.py
src/autoresearch_rl/telemetry/events.py
src/autoresearch_rl/telemetry/ledger.py
src/autoresearch_rl/telemetry/manifest.py
src/autoresearch_rl/telemetry/rotation.py
src/autoresearch_rl/telemetry/run.py
src/autoresearch_rl/telemetry/timeline.py
tests/test_aggregation.py
tests/test_ast_policy.py
tests/test_audit_t15_v3.py
tests/test_banked_corpus.py
tests/test_basilica_download.py
tests/test_basilica_env_role.py
tests/test_basilica_fleet.py
tests/test_basilica_golden.py
tests/test_basilica_integration.py
tests/test_basilica_ops.py
tests/test_basilica_teardown.py
tests/test_basilica_unit.py
tests/test_c1v3_probe.py
tests/test_calibration.py
tests/test_campaign.py
tests/test_campaign_lifecycle.py
tests/test_checkpoint.py
tests/test_cli.py
tests/test_cli_agent.py
tests/test_cli_init.py
tests/test_cli_online_guards.py
tests/test_cli_online_shadow.py
tests/test_cli_resume.py
tests/test_cli_upload_delta_ref.py
tests/test_command_progress.py
tests/test_comparability.py
tests/test_compounding_forgetting.py
tests/test_config_validate.py
tests/test_continual.py
tests/test_continual_gate.py
tests/test_continual_runner.py
tests/test_continual_stream.py
tests/test_contract.py
tests/test_cost_guardrails.py
tests/test_data_ingestion.py
tests/test_data_sources.py
tests/test_diff_executor.py
tests/test_diff_validator.py
tests/test_disagg_deploy.py
tests/test_disagg_rollout_mode.py
tests/test_disagg_trainer.py
tests/test_distillation_sink.py
tests/test_distillation_trainer.py
tests/test_dx_packaging.py
tests/test_dx_version_validate.py
tests/test_engine_cancel.py
tests/test_engine_delta_ref.py
tests/test_env_client.py
tests/test_env_config.py
tests/test_env_loop_local.py
tests/test_env_worker.py
tests/test_eval_cmd_gaming.py
tests/test_examples_smoke.py
tests/test_expectations_config.py
tests/test_experience_reader.py
tests/test_fleet_config.py
tests/test_fleet_watchdog.py
tests/test_forecasting.py
tests/test_gae.py
tests/test_gate_eval.py
tests/test_gate_stager.py
tests/test_hf_bucket_transport.py
tests/test_hybrid.py
tests/test_hybrid_forecast_earlystop.py
tests/test_inject_faults.py
tests/test_intra_iteration.py
tests/test_kbenv.py
tests/test_kbenv_v2.py
tests/test_l1_gated_promotion.py
tests/test_l1_publish_live_path.py
tests/test_learned_search.py
tests/test_ledger.py
tests/test_llm_context.py
tests/test_llm_diff.py
tests/test_llm_ensemble.py
tests/test_llm_search.py
tests/test_loop_autonomy.py
tests/test_loop_comparability.py
tests/test_manifest.py
tests/test_mdp.py
tests/test_metrics.py
tests/test_model_dir_injection.py
tests/test_model_flag.py
tests/test_multiturn_deploy.py
tests/test_multiturn_llm.py
tests/test_multiturn_trainer.py
tests/test_observe.py
tests/test_online.py
tests/test_online_compounding.py
tests/test_online_preflight.py
tests/test_online_publish_live_path.py
tests/test_online_runner.py
tests/test_online_shadow.py
tests/test_online_streaming.py
tests/test_online_streaming_e2e.py
tests/test_p3_bucket_override_reach.py
tests/test_parallel_engine.py
tests/test_policy_baselines.py
tests/test_policy_snapshots.py
tests/test_ppo.py
tests/test_progress.py
tests/test_promotion.py
tests/test_prompt_fragments.py
tests/test_propose_batch.py
tests/test_recorder_rebind.py
tests/test_required_calls.py
tests/test_resource_pool.py
tests/test_roles.py
tests/test_rollout_apply.py
tests/test_rollout_client.py
tests/test_rollout_reset_on_swap.py
tests/test_rollout_swap_guard.py
tests/test_rollout_vllm_ext.py
tests/test_rollout_worker.py
tests/test_runner.py
tests/test_runner_forecast.py
tests/test_scaffold.py
tests/test_scaffold_init.py
tests/test_sdft.py
tests/test_sdpg_loss.py
tests/test_sdpo.py
tests/test_security_judge_eval.py
tests/test_self_heal.py
tests/test_serve_cli_multiturn.py
tests/test_serve_reward_tooluse.py
tests/test_serve_setup_endpoint.py
tests/test_serving_background.py
tests/test_serving_client_info.py
tests/test_serving_experience.py
tests/test_serving_info_route.py
tests/test_serving_multiturn.py
tests/test_serving_recorder.py
tests/test_serving_scorer.py
tests/test_serving_supervisor.py
tests/test_showcase_determinism.py
tests/test_shutdown.py
tests/test_slo.py
tests/test_stop_window_leak.py
tests/test_sync_catchup.py
tests/test_sync_codec.py
tests/test_sync_detector.py
tests/test_sync_edges.py
tests/test_sync_gc.py
tests/test_sync_replay.py
tests/test_sync_transport.py
tests/test_sync_window_delta.py
tests/test_t2_train_on_experience.py
tests/test_telemetry_rotation.py
tests/test_timeline.py
tests/test_tooluse_v2_prepare.py
tests/test_tracking.py
tests/test_trainer_v2_eval.py
tests/test_trajectory.py
tests/test_wordle_env.py
tests/test_wordle_prepare.py