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When the active main model has native vision and the provider supports multimodal tool results (Anthropic, OpenAI Chat, Codex Responses, Gemini 3, OpenRouter, Nous), vision_analyze loads the image bytes and returns them to the model as a multimodal tool-result envelope. The model then sees the pixels directly on its next turn instead of receiving a lossy text description from an auxiliary LLM. Falls back to the legacy aux-LLM text path for non-vision models and unverified providers. Mirrors the architecture used in OpenCode, Claude Code, Codex CLI, and Cline. All four converge on the same pattern: tool results carry image content blocks for vision-capable provider/model combinations. Changes - tools/vision_tools.py: _vision_analyze_native fast path + provider capability table (_supports_media_in_tool_results). Schema description updated to reflect new behaviour. - agent/codex_responses_adapter.py: function_call_output.output now accepts the array form for multimodal tool results (was string-only). Preflight validates input_text/input_image parts. - agent/auxiliary_client.py: _RUNTIME_MAIN_PROVIDER/_MODEL globals so tools see the live CLI/gateway override, not the stale config.yaml default. set_runtime_main()/clear_runtime_main() helpers. - run_agent.py: AIAgent.run_conversation calls set_runtime_main at turn start so vision_analyze's fast-path check sees the actual runtime. - tests/conftest.py: clear runtime-main override between tests. Tests - tests/tools/test_vision_native_fast_path.py: provider capability table, envelope shape, fast-path gating (vision-capable model uses fast path; non-vision model falls through to aux). - tests/run_agent/test_codex_multimodal_tool_result.py: list tool content becomes function_call_output.output array; preflight preserves arrays and drops unknown part types. Live verified - Opus 4.6 + Sonnet 4.6 on OpenRouter: model calls vision_analyze on a typed filepath, gets pixels back, reads exact text from images that no aux description could capture (font color irony, multi-line fruit-count list, etc.). PR replaces the closed prior efforts (#16506 shipped the inbound user- attached path; this PR closes the gap for tool-discovered images). |
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| .. | ||
| acp | ||
| acp_adapter | ||
| agent | ||
| cli | ||
| cron | ||
| e2e | ||
| environments/benchmarks | ||
| fakes | ||
| gateway | ||
| hermes_cli | ||
| hermes_state | ||
| honcho_plugin | ||
| integration | ||
| openviking_plugin | ||
| plugins | ||
| providers | ||
| run_agent | ||
| skills | ||
| stress | ||
| tools | ||
| tui_gateway | ||
| website | ||
| __init__.py | ||
| conftest.py | ||
| run_interrupt_test.py | ||
| test_account_usage.py | ||
| test_atomic_replace_symlinks.py | ||
| test_base_url_hostname.py | ||
| test_batch_runner_checkpoint.py | ||
| test_cli_file_drop.py | ||
| test_cli_manual_compress.py | ||
| test_cli_skin_integration.py | ||
| test_ctx_halving_fix.py | ||
| test_empty_model_fallback.py | ||
| test_evidence_store.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_wal_fallback.py | ||
| test_honcho_client_config.py | ||
| test_install_sh_pythonpath_sanitization.py | ||
| test_install_sh_setup_wizard_tty_probe.py | ||
| test_install_sh_termux_network_prereqs.py | ||
| test_ipv4_preference.py | ||
| test_lazy_session_regressions.py | ||
| test_lint_config.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_picker_scroll.py | ||
| test_model_tools.py | ||
| test_model_tools_async_bridge.py | ||
| test_ollama_num_ctx.py | ||
| test_packaging_metadata.py | ||
| test_plugin_skills.py | ||
| test_process_loop_event_loop_warning.py | ||
| test_project_metadata.py | ||
| test_retry_utils.py | ||
| test_sql_injection.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_server.py | ||
| test_utils_truthy_values.py | ||
| test_yuanbao_integration.py | ||
| test_yuanbao_markdown.py | ||
| test_yuanbao_pipeline.py | ||
| test_yuanbao_proto.py | ||