ReflectWorld
ReflectWorld-MM: An Entity-Oriented Multimodal Memory System for Open-Ended Video Stream
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Download Latest Version (.zip)- ci.yml
- overview.md
- benchmark-paper-tables.png
- benchmark-snapshot.png
- capability-active-adaptive-perception.png
- capability-agent-ready-visual-memory.png
- capability-any-video-feed.png
- capability-narrative-scene-memory.png
- capability-persistent-entity-memory.png
- dashboard-demo.gif
- reflectworld-framework.png
- development.md
- testing.md
- cli.md
- configuration.md
- http-api.md
- configuration.md
- dashboard.md
- installation.md
- quickstart.md
- README.md
- __init__.py
- manifest.py
- memory_api.py
- .env.example
- app.py
- pipeline_adapter.py
- README.md
- requirements.txt
- start_memory_service.sh
- start_memory_service_daemon.sh
- pyproject.toml
- README.md
- README.md
- agent-qa-plan.ts
- agent-qa-related-context.ts
- agent-qa.ts
- consultation.ts
- convert-videomme.ts
- cuda-runtime-env.sh
- eval-answer-extract.ts
- frame-extractor.ts
- frame-stream.ts
- memory-dump.ts
- memory-rehydrate.ts
- pipeline-memory.ts
- preflight-build.sh
- qa-artifact-path.ts
- qa-run-compare.ts
- qa-trace-diagnostics.ts
- run.sh
- runner.ts
- semantic-context.ts
- session-pipeline.ts
- srt-provider.ts
- types.ts
- video-frame-source.ts
- video-pipeline.ts
- build_m3_web_subset.py
- launch-videomme-16-workers.sh
- m3_agent_judge_eval.py
- workers.csv
- bootstrap.sh
- eval-server.ts
- README.md
- run-benchmark-worker.sh
- run-videomme-worker.sh
- setup.sh
- english-dialogue-ground-truth.json
- assertion-engine.ts
- cleanup.ts
- README.md
- report-generator.ts
- runner.ts
- sim-agent.ts
- skill-tester.ts
- tool-executor.ts
- README.md
- integration-test.ts
- setup-binaries.ts
- SKILL.md
- async-queue.test.ts
- audio-extractor.test.ts
- binary-installer.test.ts
- config.test.ts
- detect-protocol.test.ts
- events.test.ts
- ffmpeg-source.test.ts
- frame-extractor.test.ts
- go2rtc-manager.test.ts
- http-source.test.ts
- live-media-source.integration.test.ts
- live-media-source.test.ts
- local-file-media-source.integration.test.ts
- local-file-media-source.test.ts
- motion-filter.test.ts
- phone-add-source.test.ts
- phone-source.test.ts
- pipeline-trace.test.ts
- pipeline.test.ts
- record-manager.test.ts
- schema-v3.test.ts
- segment-builder.test.ts
- segmenter.test.ts
- silero-vad.test.ts
- source-manager.test.ts
- source-security.test.ts
- source-types.test.ts
- tool.test.ts
- types.test.ts
- watch-integration.test.ts
- watch-worker.test.ts
- composite.ts
- fixed-window.ts
- index.ts
- motion-stub.ts
- types.ts
- vad-stub.ts
- ffmpeg.ts
- http.ts
- local-device.ts
- phone.ts
- types.ts
- async-queue.ts
- audio-extractor.ts
- binary-installer.ts
- config.ts
- detect-protocol.ts
- frame-extractor.ts
- go2rtc-manager.ts
- live-media-source.ts
- local-file-media-source.ts
- motion-filter.ts
- pipeline.ts
- record-manager.ts
- schema.ts
- segment-builder.ts
- showinfo.ts
- silero-vad.ts
- source-manager.ts
- source-security.ts
- tool.ts
- types.ts
- watch-worker.ts
- .npmignore
- index.ts
- openclaw.plugin.json
- package.json
- README.md
- tsconfig.json
- index.html
- logo.png
- serve.sh
- logo.png
- ChatFab.tsx
- ChatPanel.test.ts
- ChatPanel.tsx
- EntityCard.tsx
- EntityDetail.tsx
- EntityPanel.tsx
- SightingThumb.tsx
- BottomBar.tsx
- MainLayout.tsx
- TopBar.tsx
- MemoryPanel.test.ts
- MemoryPanel.tsx
- RulesButton.tsx
- SegmentCard.tsx
- SegmentDetail.tsx
- SegmentList.tsx
- TargetRow.tsx
- Timeline.tsx
- SettingsOverlay.tsx
- FilterBar.tsx
- GifThumb.tsx
- CameraTabs.tsx
- LiveVideo.tsx
- liveVideoPlayback.test.ts
- liveVideoPlayback.ts
- Sidebar.tsx
- StreamUrlDialog.tsx
- UploadRow.tsx
- VideoSelector.tsx
- useEntityAliases.test.ts
- useEntityAliases.ts
- useEntitySightings.test.ts
- useEntitySightings.ts
- useEventStream.ts
- useLiveAgent.ts
- useMediaSources.test.ts
- useMediaSources.ts
- useMemoryPanelData.test.ts
- useMemoryPanelData.ts
- useMonitorSocket.test.ts
- useMonitorSocket.ts
- useProceduralRules.ts
- useSegments.test.ts
- useSegments.ts
- useSemanticMemories.test.ts
- useSemanticMemories.ts
- motion-variants.ts
- useSelectionState.ts
- icons.tsx
- tokens.ts
- entityRef.ts
- App.tsx
- chat-response.test.ts
- chat-response.ts
- main.tsx
- session.ts
- types.ts
- index.html
- package-lock.json
- package.json
- README.md
- tsconfig.json
- vite.config.ts
- monitor-integration.test.ts
- ws-server.test.ts
- demo-server.ts
- mini-host.ts
- server.ts
- static-server.ts
- ws-server.ts
- package.json
- README.md
- tsconfig.json
- SKILL.md
- client.test.ts
- config.test.ts
- plugin.test.ts
- types.test.ts
- client.ts
- config.ts
- schema.ts
- types.ts
- .npmignore
- index.ts
- openclaw.plugin.json
- package.json
- README.md
- tsconfig.json
- SKILL.md
- adaface-provider.test.ts
- adaface.test.ts
- analyzer-entries.test.ts
- anonymous-matcher.test.ts
- binary-installer.test.ts
- body-completeness.test.ts
- body-gallery-vector.test.ts
- body-pose-diversity.test.ts
- body-reid-entry.test.ts
- clip-reid-provider.test.ts
- clip-reid.test.ts
- clique.test.ts
- config.test.ts
- detection-analyzer.test.ts
- did-registry.test.ts
- elevenlabs-stt.test.ts
- events.test.ts
- face-body-associator.test.ts
- face-pose.test.ts
- face-reid-policy.test.ts
- frame-analyzer.test.ts
- identity-resolver.test.ts
- media-uploader.test.ts
- model-manager.test.ts
- model-router.test.ts
- narrative-memory.test.ts
- notification-resolver.test.ts
- onnx-engine.test.ts
- pending-isolation.test.ts
- pipeline-adaptive.test.ts
- pipeline-archive.test.ts
- pipeline-client.test.ts
- pipeline-precomputed-stt.test.ts
- pipeline-reid-keyframe.test.ts
- pipeline-self-check.test.ts
- pipeline-trace.test.ts
- pipeline.test.ts
- preprocessing.test.ts
- profiling.test.ts
- provider-config.test.ts
- provider-types.test.ts
- reid-accumulator.test.ts
- reid-entry-v2.test.ts
- retinaface-provider.test.ts
- retinaface.test.ts
- schema.test.ts
- semantic-context-integration.test.ts
- semantic-context.test.ts
- strategy-manager.test.ts
- stt-analyzer.test.ts
- subject-proposal-analyzer.test.ts
- subjects.test.ts
- thresholds-import.test.ts
- types.test.ts
- vlm-analyzer.test.ts
- vlm-call-profiles.test.ts
- vlm-frames.test.ts
- vlm-output-parser.test.ts
- working-memory-anonymous.test.ts
- working-memory-compression.test.ts
- working-memory-pending.test.ts
- working-memory.test.ts
- yolo26-provider.test.ts
- yolo26.test.ts
- archive.ts
- content-parts.ts
- errors.ts
- json.ts
- prompt-builder.ts
- prompts.ts
- transport.ts
- types.ts
- adaface.ts
- body-completeness.ts
- body-pose-diversity.ts
- body-reid-entry.ts
- clip-reid.ts
- clique.ts
- detection-analyzer.ts
- detection-entry.ts
- elevenlabs-stt.ts
- face-body-associator.ts
- face-pose.ts
- reid-accumulator.ts
- reid-entry.ts
- retinaface.ts
- rtmpose.ts
- stt-analyzer.ts
- subject-proposal-analyzer.ts
- unified-reid-matcher.ts
- vlm-analyzer.ts
- yolo26.ts
- install-models.ts
- index.ts
- keyframe-selector.ts
- quality-assessor.ts
- index.ts
- model-manager.ts
- model-manifest.ts
- onnx-engine.ts
- preprocessing.ts
- dependencies.ts
- live-latency.ts
- media.ts
- observability.ts
- postprocess.ts
- reid-accumulator-debug.ts
- reid.ts
- runtime.ts
- self-check.ts
- subjects.ts
- types.ts
- vlm-frames.ts
- vlm.ts
- adaface-provider.ts
- clip-reid-provider.ts
- index.ts
- onnx-builtin-base.ts
- retinaface-provider.ts
- rtmpose-provider.ts
- yolo26-provider.ts
- types.ts
- types.ts
- index.ts
- model-router.ts
- provider-config.ts
- types.ts
- anonymous-matcher.ts
- binary-installer.ts
- config.ts
- crop-utils.ts
- did-registry.ts
- face-reid-policy.ts
- frame-analyzer.ts
- identity-resolver.ts
- media-uploader.ts
- narrative-memory.ts
- notification-resolver.ts
- pipeline-client.ts
- pipeline.ts
- profiling.ts
- schema.ts
- semantic-context.ts
- set-of-mark.ts
- strategy-manager.ts
- thresholds.ts
- tool.ts
- types.ts
- vlm-call-profiles.ts
- vlm-output-parser.ts
- working-memory.ts
- .npmignore
- index.ts
- openclaw.plugin.json
- package.json
- README.md
- tsconfig.json
- export_clipreid.py
- export_retinaface.py
- export_yolo26.py
- requirements-export.txt
- post-install.cjs
- setup-qdrant.ts
- SKILL.md
- SKILL.md
- cli-start-security.test.ts
- config-env-bridge.test.ts
- dashboard-chat-agent-policy.test.ts
- dashboard-chat.test.ts
- dashboard-ffmpeg.test.ts
- dashboard-live-agent.test.ts
- dashboard-runtime-health.test.ts
- dashboard-segment-clips.test.ts
- dashboard-server-partial.test.ts
- dashboard-sessions-health-scope.test.ts
- dashboard-source-status.test.ts
- dashboard-videos.test.ts
- internal-webhook-auth.test.ts
- memory-adapter.test.ts
- memory-write-scheduler.test.ts
- notifier.test.ts
- per-camera-segment-scheduler.test.ts
- perception-runtime.test.ts
- plugin-schema.test.ts
- reflectworld-service.test.ts
- rule-matcher.test.ts
- serial-queue.test.ts
- service-health.test.ts
- signal-extractor.test.ts
- store-media.test.ts
- store-memory-write-failures.test.ts
- store-notifications.test.ts
- store-retention.test.ts
- store-segment-count.test.ts
- store-traces.test.ts
- vision-controller.test.ts
- config.test.ts
- configure-plan.test.ts
- configure.test.ts
- download.test.ts
- enable-level1.test.ts
- manifest.test.ts
- setup.test.ts
- config.ts
- configure-plan.ts
- configure.ts
- download.ts
- enable-level1.ts
- index.ts
- manifest.ts
- mini-host.ts
- model-converter.ts
- python-env.ts
- setup.ts
- start.ts
- static-server.ts
- ws-server.ts
- perception-runtime.ts
- dashboard-chat-agent-policy.ts
- dashboard-chat-memory-search.ts
- dashboard-chat.ts
- dashboard-common.ts
- dashboard-context.ts
- dashboard-ffmpeg.ts
- dashboard-live-agent.ts
- dashboard-live-proxy.ts
- dashboard-memory-proxy.ts
- dashboard-proxy-routes.ts
- dashboard-runtime-config.ts
- dashboard-runtime-health.ts
- dashboard-segment-clips.ts
- dashboard-segments.ts
- dashboard-server.ts
- dashboard-session-routes.ts
- dashboard-sessions.ts
- dashboard-source-actions.ts
- dashboard-source-status.ts
- dashboard-state-bus.ts
- dashboard-static-files.ts
- dashboard-video-routes.ts
- dashboard-videos.ts
- download.ts
- internal-webhook-auth.ts
- qdrant-service.ts
- reflectworld-service.ts
- per-camera-segment-scheduler.ts
- serial-queue.ts
- index.ts
- rule-matcher.ts
- signal-extractor.ts
- types.ts
- constants.ts
- consultation.ts
- default-config.ts
- frame-signal-extractor.ts
- index.ts
- rule-matcher.ts
- types.ts
- vision-controller.ts
- config-env-bridge.ts
- config-helpers.ts
- dialogue-events.ts
- memory-adapter.ts
- memory-write-scheduler.ts
- notifier.ts
- store.ts
- .gitignore
- .npmignore
- index.ts
- openclaw.plugin.json
- package.json
- README.md
- tsconfig.json
- event-bus.test.ts
- paths.test.ts
- profiling-types.test.ts
- runtime-health.test.ts
- secret-input.test.ts
- types.test.ts
- index.ts
- types.ts
- openclaw.ts
- dashboard.ts
- event-bus.ts
- events.ts
- index.ts
- log.ts
- paths.ts
- runtime-health.ts
- secret-input.ts
- types.ts
- .npmignore
- package.json
- README.md
- tsconfig.json
- mock-events.ts
- record-mem-golden-data.sh
- agent-sim.ts
- benchmark-segment-fingerprint.ts
- bundle-assets.js
- demo-vision-controller.ts
- release.js
- test-vision-controller-full-lifecycle.ts
- test-vision-controller-real.ts
- tsconfig.json
- verify.sh
- __init__.py
- config.py
- embedder.py
- history.py
- llm.py
- main.py
- memory_manager.py
- models.py
- profiling.py
- prompts.py
- qdrant_store.py
- reid.py
- runtime_health.py
- __init__.py
- conftest.py
- test_api.py
- test_batch_init.py
- test_config.py
- test_embedder.py
- test_golden_data.py
- test_history.py
- test_identity_memory.py
- test_llm.py
- test_memory_ordering.py
- test_models.py
- test_new_endpoints.py
- test_prompts.py
- test_qdrant_store.py
- test_reid.py
- test_reid_routes_threading.py
- test_routing.py
- test_runtime_health.py
- test_semantic_throttle.py
- pyproject.toml
- README.md
- uv.lock
- SKILL.md
- benchmark-pipeline-memory.test.ts
- config-passthrough.test.ts
- consultation-closed-loop.test.ts
- dashboard-source-remove.test.ts
- degraded-mode.test.ts
- full-pipeline.test.ts
- helpers.ts
- perception-pipeline-l0.test.ts
- real-services.test.ts
- reflectworld-wiring.test.ts
- report-generator.test.ts
- segment-to-memory-contract.test.ts
- service-lifecycle.test.ts
- session-pipeline.test.ts
- vision-controller-lifecycle.test.ts
- working-memory-lifecycle.test.ts
- agent-qa-controls.test.ts
- agent-qa-openai-controls.test.ts
- agent-qa-plan.test.ts
- agent-qa-related-context.test.ts
- agent-qa-simple.test.ts
- benchmark-segment-hash.test.ts
- eval-answer-extract.test.ts
- memory-dump.test.ts
- memory-rehydrate.test.ts
- qa-artifact-path.test.ts
- qa-run-compare.test.ts
- qa-trace-diagnostics.test.ts
- srt-integration.test.ts
- srt-provider.test.ts
- .env.example
- .gitignore
- CODE_OF_CONDUCT.md
- CONTRIBUTING.md
- eslint.config.mjs
- LICENSE
- package-lock.json
- package.json
- README.md
- SECURITY.md
- THIRD_PARTY_NOTICES.md
- tsconfig.base.json
- tsconfig.eval.json
- tsconfig.json
- vitest.config.ts
# Installation Guide
1. Get the code
git clone https://github.com/addxai/ReflectWorld
Downloads the entire project code from GitHub to your computer.
cd ReflectWorld
Moves into the project folder you just downloaded.
2. Node.js
Easy RecommendedPrerequisites
npm install
Downloads and installs the libraries listed in package.json.
npm run build
Builds optimized production files.
npm run benchmark:setup
Type this command into your terminal and run it.
npm run benchmark:run -- --dataset ~/benchmark-data/dataset.json --smoke
Type this command into your terminal and run it.
npm run dashboard:demo
Type this command into your terminal and run it.
After running the command, open the address shown in the terminal (usually something like http://localhost:3000) in your browser.
Pulled directly from this repo's README.
3. Python
EasyPrerequisites
โ ๏ธ This is a large repository, so this method may point to an internal sub-package rather than the actual core product. Check the full README as well.
pip install -r eval/benchmark/lmms/memory_api/service_template/requirements.txt
Installs the Python libraries listed in requirements.txt (or similar).
python <์คํํ ํ์ผ๋ช
>.py # README์์ ์ ํํ ์คํ ํ์ผ๋ช
์ ํ์ธํ์ธ์
Runs the Python script (or module).
If it runs without errors and prints output in the terminal, it worked.
// repository documentation
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