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PR #17276 painstakingly pinned `_cached_system_prompt`, `session_start`, `session_id`, and the toolset config on the background-review fork so its outbound request body would byte-match the parent's and hit Anthropic's exact-prefix cache. The contributor measured a ~26% end-to-end cost reduction on Sonnet 4.5. That optimization is currently being silently undone by a missing `reasoning_config` kwarg. The fork's `AIAgent(...)` call omits it, so the fork's `reasoning_config` defaults to `None`. `anthropic_adapter.build_anthropic_kwargs` (line ~2165) then short-circuits the `thinking` / `output_config` block, and the fork's request body lands in a DIFFERENT Anthropic cache namespace from the parent's. Result on the wire: 0 `cache_read_input_tokens`, full `cache_creation_input_tokens` of the entire parent prefix — every single background review. 7 days of midagent.db traffic from one host running stock Hermes against Anthropic Sonnet: ``` Background-review FIRST calls (the moment a review fork is born): count = 68 cache_write tokens = 7,004,297 cache_read tokens = 1,016,335 Cost on Sonnet ($3.75/M write vs $0.30/M read): Spent on these writes: $26.27 Cost if they had hit parent cache instead: $2.10 WASTED: $24.16 / week / user ``` That is from one user. Multiply by Hermes's installed base for the full impact. Tested against api.anthropic.com directly (see refs/api-tests/ in the attached investigation repo if needed): | pair | cache_r | cache_w | |---------------------------------------------|---------|---------| | parent fresh | 0 | 24,047 | | parent same again | 24,047 | 0 | | fork: appends 2 new tail msgs, thinking ON | 24,047 | 22 | | fork: appends 2 new tail msgs, thinking OFF | 0 | 24,047 | Same fork-shape request, only difference is `thinking`. With the fix, the fork hits the parent's full prefix and only writes the delta (the `Review the conversation above…` prompt block, ~3-5K tokens). One line in `agent/background_review.py`: pass `reasoning_config=getattr(agent, "reasoning_config", None)` to the `AIAgent(...)` constructor of the review fork. A short comment block above it explains why so the next person who reads this code doesn't re-introduce the regression. `tests/run_agent/test_background_review_cache_parity.py` already covers the system-prompt / session-id / toolset-config parity contracts that PR #17276 introduced. I added: * a `reasoning_config` attribute to `_make_agent_stub` so the stub has a non-None parent value the test can verify is propagated. * `test_review_fork_inherits_parent_reasoning_config()` — asserts the fork's `AIAgent(...)` kwargs carry the parent's `reasoning_config`. Pre-fix this test fails with `None vs expected {'enabled': True, 'effort': 'medium'}`; post-fix all 4 tests in the file pass. ``` $ python -m pytest tests/run_agent/test_background_review_cache_parity.py -v test_review_fork_inherits_parent_cached_system_prompt PASSED test_review_fork_pins_session_start_and_session_id PASSED test_review_fork_inherits_parent_toolset_config PASSED test_review_fork_inherits_parent_reasoning_config PASSED ← new ``` Also runs against the broader background-review test suite: `test_background_review.py` (4), `test_background_review_summary.py` (8), `test_background_review_toolset_restriction.py` (3) — 19/19 pass. `agent/curator.py:1691` has the same omission for the umbrella-curation fork, but curator's prompt is "curate all skills" — it shares no prefix with any user conversation, so cache-parity is a non-issue there. Worth auditing if the curator ever takes a parent conversation as input, but not part of this PR. The `agent/auxiliary_client.py:1006` `reasoning_config=None` hardcode is intentional (title/summary one-shots on short prompts — per-call cost of namespace flip is negligible) and is also out of scope. |
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| acp | ||
| acp_adapter | ||
| agent | ||
| ci | ||
| cli | ||
| computer_use | ||
| cron | ||
| dashboard | ||
| docker | ||
| e2e | ||
| fakes | ||
| fixtures/plugins/example-dashboard/dashboard | ||
| gateway | ||
| hermes_cli | ||
| hermes_state | ||
| honcho_plugin | ||
| integration | ||
| manual | ||
| openviking_plugin | ||
| plugins | ||
| providers | ||
| run_agent | ||
| scripts | ||
| secret_sources | ||
| skills | ||
| stress | ||
| tools | ||
| tui_gateway | ||
| website | ||
| __init__.py | ||
| conftest.py | ||
| run_interrupt_test.py | ||
| test_account_usage.py | ||
| test_assistant_ui_tap_compat.py | ||
| test_atomic_replace_symlinks.py | ||
| test_background_review_list_shapes.py | ||
| test_background_review_session_isolation.py | ||
| test_base_url_hostname.py | ||
| test_batch_runner_checkpoint.py | ||
| test_bitwarden_secrets.py | ||
| test_cli_file_drop.py | ||
| test_cli_manual_compress.py | ||
| test_cli_skin_integration.py | ||
| test_code_skew.py | ||
| test_copilot_initiator.py | ||
| test_ctx_halving_fix.py | ||
| test_dashboard_sidecar_close_on_disconnect.py | ||
| test_delegate_cascade_49148.py | ||
| test_desktop_electron_pin.py | ||
| test_desktop_mac_entitlements.py | ||
| test_dispatch_session_id.py | ||
| test_empty_model_fallback.py | ||
| test_empty_session_hygiene.py | ||
| test_env_loader_op_bootstrap.py | ||
| test_env_loader_secret_sources.py | ||
| test_evidence_store.py | ||
| test_fast_safe_load.py | ||
| test_gateway_streaming_nested_config.py | ||
| test_get_tool_definitions_cache_isolation.py | ||
| test_hermes_bootstrap.py | ||
| test_hermes_constants.py | ||
| test_hermes_home_profile_warning.py | ||
| test_hermes_logging.py | ||
| test_hermes_state.py | ||
| test_hermes_state_compression_locks.py | ||
| test_hermes_state_wal_fallback.py | ||
| test_honcho_client_concurrency.py | ||
| test_honcho_client_config.py | ||
| test_honcho_session_context.py | ||
| test_honcho_startup_fail_open.py | ||
| test_install_diverged_update.py | ||
| test_install_lockfile_churn.py | ||
| test_install_no_initial_commit.py | ||
| test_install_ps1_native_stderr_eap.py | ||
| test_install_ps1_node_path_for_npm.py | ||
| test_install_ps1_python_fallback_venv.py | ||
| test_install_ps1_uv_powershell_host.py | ||
| test_install_ps1_web_server_syntax_probe.py | ||
| test_install_sh_browser_install.py | ||
| test_install_sh_install_method_stamp.py | ||
| test_install_sh_node_global_prefix.py | ||
| test_install_sh_pythonpath_sanitization.py | ||
| test_install_sh_root_fhs_uv_python_path.py | ||
| test_install_sh_setup_wizard_tty_probe.py | ||
| test_install_sh_symlink_stomp.py | ||
| test_install_sh_termux_network_prereqs.py | ||
| test_install_unmerged_index.py | ||
| test_ipv4_preference.py | ||
| test_lazy_session_regressions.py | ||
| test_lint_config.py | ||
| test_live_system_guard_self_test.py | ||
| test_mcp_serve.py | ||
| test_mini_swe_runner.py | ||
| test_minimax_model_validation.py | ||
| test_minimax_oauth.py | ||
| test_minisweagent_path.py | ||
| test_model_forces_max_completion_tokens.py | ||
| test_model_picker_scroll.py | ||
| test_model_tools.py | ||
| test_model_tools_async_bridge.py | ||
| test_ollama_num_ctx.py | ||
| test_onepassword_secrets.py | ||
| test_output_cap_parsing.py | ||
| test_package_json_lazy_deps.py | ||
| test_packaging_metadata.py | ||
| test_plugin_skills.py | ||
| test_plugin_utils.py | ||
| test_process_loop_event_loop_warning.py | ||
| test_profile_isolation_runtime.py | ||
| test_project_metadata.py | ||
| test_pty_keepalive_ws.py | ||
| test_pty_session.py | ||
| test_retry_utils.py | ||
| test_run_tests_parallel.py | ||
| test_sanitize_tool_error.py | ||
| test_session_workspace_binding.py | ||
| test_setup_temporary_outputs.py | ||
| test_slash_worker_watchdog.py | ||
| test_sql_injection.py | ||
| test_stale_utils_module_import.py | ||
| test_state_db_malformed_repair.py | ||
| test_subprocess_home_isolation.py | ||
| test_termux_all_extra_compat.py | ||
| test_timezone.py | ||
| test_toolset_distributions.py | ||
| test_toolsets.py | ||
| test_trajectory_compressor.py | ||
| test_trajectory_compressor_async.py | ||
| test_transform_llm_output_hook.py | ||
| test_transform_tool_result_hook.py | ||
| test_tui_gateway_loop_noise.py | ||
| test_tui_gateway_queue_on_busy.py | ||
| test_tui_gateway_server.py | ||
| test_tui_gateway_ws.py | ||
| test_tui_mcp_late_refresh.py | ||
| test_utils_truthy_values.py | ||
| test_web_server.py | ||
| test_wheel_locales_e2e.py | ||
| test_windows_subprocess_no_window_flags.py | ||
| test_yaml_indent_consistency_31999.py | ||
| test_yuanbao_integration.py | ||
| test_yuanbao_markdown.py | ||
| test_yuanbao_pipeline.py | ||
| test_yuanbao_proto.py | ||
| test_yuanbao_reconnect_set_active.py | ||
| test_yuanbao_shutdown.py | ||