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page_id: architecture page_type: architecture generation_mode: inferred freshness_status: updated updated_at: 2026-07-06T01:46:12.512Z

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  ],
  "qualityWarnings": []
}

</details>

Architecture

High-level architecture for Helix.

Architecture Summary

Primary project kind: Data Pipeline (67% confidence). Secondary project kinds: Infrastructure, Api Service, Cli Tool, Library, Executable Application.

Classification evidence:

  • Infrastructure (+8): Infrastructure, deployment, Terraform, Helm, Kustomize, or Compose files are present. deploy/aws_t4/main.tf, deploy/aws_t4/user_data.sh, deploy/docker-compose.image.yml, deploy/docker-compose.yml, deploy/Dockerfile.teams, deploy/helm/helix-teams/Chart.yaml, deploy/helm/helix-teams/README.md, deploy/helm/helix-teams/templates/_helpers.tpl
  • Data Pipeline (+8): Data pipeline, orchestration, notebook, dbt, or DVC surfaces are present. docs/notebooks/edit_dag_visual_demo.ipynb, notebooks/triage_dashboard.ipynb
  • Api Service (+7): API framework dependencies, API interfaces, or service runtime surfaces are present. examples/offscreen_webrtc_demo/signaling/package.json, pyproject.toml, requirements-dev.txt, tools/hubverifier-go/cmd/hubverify/main.go, tools/hubverifier-go/internal/c14n/c14n_test.go, tools/hubverifier-go/internal/c14n/c14n.go, tools/hubverifier-go/internal/hubverify/hubverify.go
  • Cli Tool (+7): CLI declarations, interfaces, or command-oriented workflows are present. examples/offscreen_webrtc_demo/signaling/package.json, pyproject.toml
  • Library (+7): Package distribution metadata or library-oriented manifests are present. examples/offscreen_webrtc_demo/signaling/package.json, pyproject.toml
  • Runtime (+6): Runtime entrypoints or start/dev/serve workflows are present. helix, helix-campaign, helix-cli, helix-pilot-verify, helix-studio, omnis-helix, pyproject.toml

Detected ecosystems:

  • go
  • node
  • python

Top-level directories:

  • .bench/
  • .githooks/
  • .github/
  • .helix/
  • .playwright-mcp/
  • .repointel/
  • .smoke_systems/
  • VeriBiota/
  • Visualization_Bench/
  • baselines/
  • benchmarks/
  • calibration/
  • deliver_workbench/
  • deploy/
  • design_partner/
  • docs/
  • engine/
  • examples/
  • experiments/
  • fixtures/
  • helix/
  • helix_gui/
  • helixtasks/
  • keys/
  • live_runs/
  • notebooks/
  • out/
  • outreach/
  • packaging/
  • policies/
  • python/
  • repro/
  • schemas/
  • scripts/
  • shaders/
  • src/
  • state/
  • stdlib/
  • templates/
  • tests/
  • tools/
  • veribiota_work/
  • viz_transforms/
  • workflows/
<details> <summary>Related files:</summary>
  • deploy/aws_t4/main.tf
  • deploy/aws_t4/user_data.sh
  • deploy/docker-compose.image.yml
  • deploy/docker-compose.yml
  • deploy/Dockerfile.teams
  • deploy/helm/helix-teams/Chart.yaml
  • deploy/helm/helix-teams/README.md
  • deploy/helm/helix-teams/templates/_helpers.tpl
  • docs/notebooks/edit_dag_visual_demo.ipynb
  • notebooks/triage_dashboard.ipynb
  • examples/offscreen_webrtc_demo/signaling/package.json
  • pyproject.toml
  • requirements-dev.txt
  • tools/hubverifier-go/cmd/hubverify/main.go
  • tools/hubverifier-go/internal/c14n/c14n_test.go
  • tools/hubverifier-go/internal/c14n/c14n.go
  • tools/hubverifier-go/internal/hubverify/hubverify.go
  • helix
  • helix-campaign
  • helix-cli
  • helix-pilot-verify
  • helix-studio
  • omnis-helix
  • examples/offscreen_webrtc_demo/signaling/server.js
  • src/helix_api.py
  • deliver_workbench/api/main.py
  • deliver_workbench/cli/main.py
  • src/helix/gui/main.py
  • .playwright-mcp/console-2026-04-23T04-05-18-509Z.log
  • .playwright-mcp/console-2026-04-23T17-28-08-921Z.log
  • .playwright-mcp/console-2026-04-28T17-46-12-444Z.log
  • .playwright-mcp/console-2026-04-28T17-50-01-212Z.log
  • .playwright-mcp/console-2026-04-28T17-51-40-434Z.log
  • benchmarks/README.md
  • deliver_workbench/README.md
  • deploy/k8s/README.md
  • deploy/README.md
  • deploy/vastai/README.md
  • design_partner/README.md
  • design_partner/sessions/README.md
  • docs/adr/0001-gui-monolith-refactor.md
  • docs/artifacts.md
  • docs/assets/viz/alignment-ribbon.json
  • docs/assets/viz/alignment-ribbon.viz.json
  • docs/assets/viz/crispr_playground_dag.json
  • docs/assets/viz/distance-heatmap.json
  • docs/assets/viz/distance-heatmap.viz.json
  • docs/assets/viz/minimizers.json
  • docs/assets/viz/minimizers.viz.json
  • docs/assets/viz/motif-logo.json
  • docs/assets/viz/motif-logo.viz.json
  • docs/assets/viz/pcr_amplicon_dag.json
  • docs/assets/viz/prime_playground_dag.json
  • docs/assets/viz/rna-dotplot.json
  • docs/assets/viz/rna-dotplot.viz.json
  • docs/assets/viz/seed-chain.json
  • docs/assets/viz/seed-chain.viz.json
  • docs/audit_walkthrough.md
  • docs/battlecards/benchling.md
  • docs/benchmarks.md
  • docs/billion_dollar_thesis.md
  • docs/ci/verify_gate_template.md
  • docs/ci/verify_reason_codes.md
  • docs/cli_config_schema.md
  • docs/cli_headless.md
  • docs/cli.md
  • docs/cli/alpha.md
  • docs/cli/demo.md
  • docs/cli/live.md
  • docs/cli/pcr.md
  • docs/cli/schema.md
  • docs/cli/session_contract_v1.md
  • docs/cli/session_contract_v2.md
  • docs/cli/session_contract_v3.md
  • docs/cli/viz.md
  • docs/cli/workflows.md
  • docs/competitive_landscape.md
  • docs/concepts/artifacts.md
  • docs/concepts/multiscale.md
  • docs/concepts/outcome_digital_twin.md
  • docs/concepts/perfection.md
  • docs/concepts/schemas.md
  • docs/concepts/workflows.md
  • docs/contracts/enzyme_program_contract_v1.md
  • docs/contracts/helix_1_0.md
  • docs/contracts/lightcone_visual_contract_v0_8.md
  • docs/contributing.md
  • docs/crispr_ctmc_tau_leap.md
  • docs/CROSS_HOST_PROTOCOL.md
  • docs/decision_cockpit_demo.md
  • docs/decision_support/spec_v0.md
  • docs/design_partner_email_template.md
  • docs/design_partner_program.md
  • docs/dev_gpu_profiling.md
  • docs/dev/ci_policy.md
  • docs/dev/evs.md
  • docs/dev/offtarget_heat.md
  • docs/dev/packaging_pyinstaller.md
  • docs/dev/renderer_fields.md
  • docs/dev/SECURITY_HARDENING.md
  • docs/dev/SECURITY_SCANNING.md
  • docs/dev/ui.md
  • docs/download.md
  • docs/edit_dag_frames.md
  • docs/edit_dag_overview.md
  • docs/edit-dag-viz.md
  • docs/engine_architecture.md
  • docs/engine_cuda_plan.md
  • docs/enterprise_proof/auroc_delta_demo.md
  • docs/enterprise_proof/azimuth_public.md
  • docs/enterprise_proof/evaluation_guide.md
  • docs/enterprise_proof/government-ready-product-surface.md
  • docs/enterprise_proof/index.md
  • docs/enterprise_proof/offtarget_public.md
  • docs/enterprise_proof/roi.md
  • docs/enterprise_proof/support_policy.md
  • docs/enterprise_proof/teams_deploy_guide.md
  • docs/evs_visual_tests.md
  • docs/evs_visual.md
  • docs/faq_v0_1.md
  • docs/features_catalog.md
  • docs/genome_editing_evidence_runtime_v0_1.md
  • docs/getting-started.md
  • docs/governance_contract.md
  • docs/governed_predictor_adapters.md
  • docs/helix_experiment_roadmap.md
  • docs/helix_principles.md
  • docs/helixspec_mvp.md
  • docs/helixspec_quickstart.md
  • docs/hub/end_to_end_v0.md
  • docs/hub/example_bundle.md
  • docs/hub/index.md
  • docs/hub/investor_memo.md
  • docs/hub/pilot.md
  • docs/hub/pitch.md
  • docs/hub/proof_url_v0.md
  • docs/hub/review_v0.md
  • docs/hub/rfcs/index.md
  • docs/hub/rfcs/rfc_0001_bundle_spec_v1.md
  • docs/hub/rfcs/rfc_0002_canonical_json_v1.md
  • docs/hub/rfcs/rfc_0003_run_receipt_v1.md
  • docs/hub/rfcs/rfc_0004_approval_surface_v1.md
  • docs/hub/rfcs/rfc_0005_approval_receipt_v1.md
  • docs/hub/rfcs/rfc_0006_audit_export_v1.md
  • docs/hub/rfcs/rfc_0007_job_v1.md
  • docs/hub/rfcs/rfc_0008_backend_fingerprint_v1.md
  • docs/hub/rfcs/rfc_0009_decision_v1.md
  • docs/hub/trust_model.md
  • docs/index.md
  • docs/instructions.md
  • docs/lightcone_v0_9_milestone.md
  • docs/model_limitations/crispr_edit_dag_limitations.md
  • docs/never_do.md
  • docs/non_goals.md
  • docs/ogn_integration.md
  • docs/omnis_helix_screenshots.md
  • docs/omnis_helix_strategy.md
  • docs/omnis_helix_tour.md
  • docs/paper_deterministic_genome_editing.md
  • docs/partner_intake.md
  • docs/partner_ops_playbook.md
  • docs/playground/index.html
  • docs/playground/js/realtime_branch_chart.js
  • docs/playground/js/realtime_compare.js
  • docs/playground/js/realtime_worker.js
  • docs/playground/js/realtime.js
  • docs/playground/realtime.html
  • docs/policies/compatibility_deprecation.md
  • docs/policies/conformance.md
  • docs/policies/export_governance.md
  • docs/policies/external_attestation.md
  • docs/policies/governance_registry_policy.md
  • docs/policies/incident_playbook.md
  • docs/policies/lean_bridge.md
  • docs/policies/longevity.md
  • docs/policies/observability.md
  • docs/policies/off_target_constraint.md
  • docs/policies/performance_contracts.md
  • docs/policies/plugin_governance.md
  • docs/policies/policy_controls.md
  • docs/policies/release_provenance.md
  • docs/policies/schema_hygiene.md
  • docs/policies/security.md
  • docs/policies/semantic_drift.md
  • docs/policies/ux_onboarding.md
  • docs/positioning.md
  • docs/prime_physics.md
  • docs/product_manual.md
  • docs/proof_bundles.md
  • docs/proofs/lightcone_demo_proof_v0_8.md
  • docs/public_release_channel.md
  • docs/pypi_publishing.md
  • docs/rail_control_plane.md
  • docs/reference_validation_bundle.md
  • docs/reference/api.md
  • docs/release_checklist.md
  • docs/RELEASE_VERIFY.md
  • docs/repo_audit_1b_thesis.json
  • docs/repo_audit_1b_thesis.md
  • docs/run_graph.md
  • docs/run_ingest.md
  • docs/runbooks/knockout_decision_gate_demo.md
  • docs/runbooks/lightcone_runbook.md
  • docs/schema-reference.md
  • docs/schema.md
  • docs/scientific_contract_v1.md
  • docs/scoring_version.md
  • docs/snapshot_spec_v1.md
  • docs/snapshot_spec_v1.schema.json
  • docs/studio/core_features.md
  • docs/studio/plugins.md
  • docs/switching_proof_excerpt.txt
  • docs/switching_proof.md
  • docs/teams_v0.md
  • docs/threat_model.md
  • docs/trust_kit.md
  • docs/v0_5_milestone.md
  • docs/validation_crispr_efficiency_panel.md
  • docs/validation_crispr_offtarget_panel.md
  • docs/validation_crispr_plasmid.md
  • docs/validation_prime_panel.md
  • docs/validation/README.md
  • docs/veribiota.md
  • docs/visualization/alignment-ribbon.md
  • docs/visualization/distance-heatmap.md
  • docs/visualization/minimizer-density.md
  • docs/visualization/motif-logo.md
  • docs/visualization/rna-dotplot.md
  • docs/viz.md
  • docs/wetlab_preflight_linter.md
  • docs/whats-new.md
  • docs/why_helix.md
  • examples/delivery/README.md
  • examples/offscreen_webrtc_demo/README_hw.md
  • examples/offscreen_webrtc_demo/README.md
  • examples/plugins/hello_world/README.md
  • examples/plugins/remote_echo/README.md
  • examples/plugins/remote_web_panel/README.md
  • examples/proof/helix_editing_decisions_v1/README.md
  • examples/README.md
  • experiments/infrastructure_validation_suite/multi_site_reproducibility/README.md
  • experiments/infrastructure_validation_suite/procurement_bundles/HELIX_IVS_PROCUREMENT_1.0.0_20260212_173410/README.md
  • experiments/infrastructure_validation_suite/README.md
  • experiments/README.md
  • fixtures/golden_failing_bundle_v1/README.md
  • fixtures/hostile_bypass_pack_v1/README.md
  • outreach/README.md
  • README.md
  • repro/enzyme_contract_v1/README.md
  • repro/helix_repro_bundle_v1/README.md
  • repro/scientific_contract_v1/README.md
  • schemas/evidence/README.md
  • schemas/run/README.md
  • schemas/species/README.md
  • src/helix/campaigns/README.md
  • src/helix/compute/README.md
  • src/helix/datasets/evaluation_packs/helix_eval_v1_azimuth_public/README.md
  • src/helix/datasets/evaluation_packs/helix_eval_v1_batch_demo/README.md
  • src/helix/datasets/evaluation_packs/helix_eval_v1_offtarget_public_rloks_sensitive/README.md
  • src/helix/datasets/evaluation_packs/helix_eval_v1_offtarget_public/README.md
  • src/helix/datasets/validation_packs/ampseq_indel_profile_v1/README.md
  • src/helix/datasets/validation_packs/bam_qc_coverage_v1/README.md
  • src/helix/datasets/validation_packs/cas9_nhej_outcome_prediction_v1/README.md
  • src/helix/datasets/validation_packs/crisprresso_import_v1/README.md
  • src/helix/datasets/validation_packs/repro_bundle_v1/README.md
  • src/helix/datasets/validation_packs/signed_plugin_trust_chain_v1/README.md
  • src/helix/datasets/validation_packs/vcf_qc_annot_v1/README.md
  • src/helix/studio/experimental/run_history_mv/README.md
  • tests/fixtures/lightcone/README.md
  • tests/systems/fixtures/benchmark_panel/README.md
  • tests/veribiota/README.md
  • tools/hubverifier-go/README.md
  • Visualization_Bench/README.md
</details> <details> <summary>Citations:</summary>
  • deploy/aws_t4/main.tf
  • deploy/aws_t4/user_data.sh
  • deploy/docker-compose.image.yml
  • deploy/docker-compose.yml
  • deploy/Dockerfile.teams
  • deploy/helm/helix-teams/Chart.yaml
  • deploy/helm/helix-teams/README.md
  • deploy/helm/helix-teams/templates/_helpers.tpl
  • docs/notebooks/edit_dag_visual_demo.ipynb
  • notebooks/triage_dashboard.ipynb
  • examples/offscreen_webrtc_demo/signaling/package.json
  • pyproject.toml
  • requirements-dev.txt
  • tools/hubverifier-go/cmd/hubverify/main.go:22
  • tools/hubverifier-go/internal/c14n/c14n_test.go:5
  • tools/hubverifier-go/internal/c14n/c14n.go:118
  • tools/hubverifier-go/internal/hubverify/hubverify.go:859
  • helix
  • helix-campaign
  • helix-cli
  • helix-pilot-verify
  • helix-studio
  • omnis-helix
  • examples/offscreen_webrtc_demo/signaling/server.js:6
  • src/helix_api.py
  • deliver_workbench/api/main.py:213
  • deliver_workbench/cli/main.py:28
  • src/helix/gui/main.py:17
  • .playwright-mcp/console-2026-04-23T04-05-18-509Z.log
  • .playwright-mcp/console-2026-04-23T17-28-08-921Z.log
  • .playwright-mcp/console-2026-04-28T17-46-12-444Z.log
  • .playwright-mcp/console-2026-04-28T17-50-01-212Z.log
  • .playwright-mcp/console-2026-04-28T17-51-40-434Z.log
  • benchmarks/README.md
  • deliver_workbench/README.md
  • deploy/k8s/README.md
  • deploy/README.md
  • deploy/vastai/README.md
  • design_partner/README.md
  • design_partner/sessions/README.md
  • docs/adr/0001-gui-monolith-refactor.md
  • docs/artifacts.md
  • docs/assets/viz/alignment-ribbon.json
  • docs/assets/viz/alignment-ribbon.viz.json
  • docs/assets/viz/crispr_playground_dag.json
  • docs/assets/viz/distance-heatmap.json
  • docs/assets/viz/distance-heatmap.viz.json
  • docs/assets/viz/minimizers.json
  • docs/assets/viz/minimizers.viz.json
  • docs/assets/viz/motif-logo.json
  • docs/assets/viz/motif-logo.viz.json
  • docs/assets/viz/pcr_amplicon_dag.json
  • docs/assets/viz/prime_playground_dag.json
  • docs/assets/viz/rna-dotplot.json
  • docs/assets/viz/rna-dotplot.viz.json
  • docs/assets/viz/seed-chain.json
  • docs/assets/viz/seed-chain.viz.json
  • docs/audit_walkthrough.md
  • docs/battlecards/benchling.md
  • docs/benchmarks.md
  • docs/billion_dollar_thesis.md
  • docs/ci/verify_gate_template.md
  • docs/ci/verify_reason_codes.md
  • docs/cli_config_schema.md
  • docs/cli_headless.md
  • docs/cli.md
  • docs/cli/alpha.md
  • docs/cli/demo.md
  • docs/cli/live.md
  • docs/cli/pcr.md
  • docs/cli/schema.md
  • docs/cli/session_contract_v1.md
  • docs/cli/session_contract_v2.md
  • docs/cli/session_contract_v3.md
  • docs/cli/viz.md
  • docs/cli/workflows.md
  • docs/competitive_landscape.md
  • docs/concepts/artifacts.md
  • docs/concepts/multiscale.md
  • docs/concepts/outcome_digital_twin.md
  • docs/concepts/perfection.md
  • docs/concepts/schemas.md
  • docs/concepts/workflows.md
  • docs/contracts/enzyme_program_contract_v1.md
  • docs/contracts/helix_1_0.md
  • docs/contracts/lightcone_visual_contract_v0_8.md
  • docs/contributing.md
  • docs/crispr_ctmc_tau_leap.md
  • docs/CROSS_HOST_PROTOCOL.md
  • docs/decision_cockpit_demo.md
  • docs/decision_support/spec_v0.md
  • docs/design_partner_email_template.md
  • docs/design_partner_program.md
  • docs/dev_gpu_profiling.md
  • docs/dev/ci_policy.md
  • docs/dev/evs.md
  • docs/dev/offtarget_heat.md
  • docs/dev/packaging_pyinstaller.md
  • docs/dev/renderer_fields.md
  • docs/dev/SECURITY_HARDENING.md
  • docs/dev/SECURITY_SCANNING.md
  • docs/dev/ui.md
  • docs/download.md
  • docs/edit_dag_frames.md
  • docs/edit_dag_overview.md
  • docs/edit-dag-viz.md
  • docs/engine_architecture.md
  • docs/engine_cuda_plan.md
  • docs/enterprise_proof/auroc_delta_demo.md
  • docs/enterprise_proof/azimuth_public.md
  • docs/enterprise_proof/evaluation_guide.md
  • docs/enterprise_proof/government-ready-product-surface.md
  • docs/enterprise_proof/index.md
  • docs/enterprise_proof/offtarget_public.md
  • docs/enterprise_proof/roi.md
  • docs/enterprise_proof/support_policy.md
  • docs/enterprise_proof/teams_deploy_guide.md
  • docs/evs_visual_tests.md
  • docs/evs_visual.md
  • docs/faq_v0_1.md
  • docs/features_catalog.md
  • docs/genome_editing_evidence_runtime_v0_1.md
  • docs/getting-started.md
  • docs/governance_contract.md
  • docs/governed_predictor_adapters.md
  • docs/helix_experiment_roadmap.md
  • docs/helix_principles.md
  • docs/helixspec_mvp.md
  • docs/helixspec_quickstart.md
  • docs/hub/end_to_end_v0.md
  • docs/hub/example_bundle.md
  • docs/hub/index.md
  • docs/hub/investor_memo.md
  • docs/hub/pilot.md
  • docs/hub/pitch.md
  • docs/hub/proof_url_v0.md
  • docs/hub/review_v0.md
  • docs/hub/rfcs/index.md
  • docs/hub/rfcs/rfc_0001_bundle_spec_v1.md
  • docs/hub/rfcs/rfc_0002_canonical_json_v1.md
  • docs/hub/rfcs/rfc_0003_run_receipt_v1.md
  • docs/hub/rfcs/rfc_0004_approval_surface_v1.md
  • docs/hub/rfcs/rfc_0005_approval_receipt_v1.md
  • docs/hub/rfcs/rfc_0006_audit_export_v1.md
  • docs/hub/rfcs/rfc_0007_job_v1.md
  • docs/hub/rfcs/rfc_0008_backend_fingerprint_v1.md
  • docs/hub/rfcs/rfc_0009_decision_v1.md
  • docs/hub/trust_model.md
  • docs/index.md
  • docs/instructions.md
  • docs/lightcone_v0_9_milestone.md
  • docs/model_limitations/crispr_edit_dag_limitations.md
  • docs/never_do.md
  • docs/non_goals.md
  • docs/ogn_integration.md
  • docs/omnis_helix_screenshots.md
  • docs/omnis_helix_strategy.md
  • docs/omnis_helix_tour.md
  • docs/paper_deterministic_genome_editing.md
  • docs/partner_intake.md
  • docs/partner_ops_playbook.md
  • docs/playground/index.html
  • docs/playground/js/realtime_branch_chart.js:1
  • docs/playground/js/realtime_compare.js:42
  • docs/playground/js/realtime_worker.js:100
  • docs/playground/js/realtime.js:607
  • docs/playground/realtime.html
  • docs/policies/compatibility_deprecation.md
  • docs/policies/conformance.md
  • docs/policies/export_governance.md
  • docs/policies/external_attestation.md
  • docs/policies/governance_registry_policy.md
  • docs/policies/incident_playbook.md
  • docs/policies/lean_bridge.md
  • docs/policies/longevity.md
  • docs/policies/observability.md
  • docs/policies/off_target_constraint.md
  • docs/policies/performance_contracts.md
  • docs/policies/plugin_governance.md
  • docs/policies/policy_controls.md
  • docs/policies/release_provenance.md
  • docs/policies/schema_hygiene.md
  • docs/policies/security.md
  • docs/policies/semantic_drift.md
  • docs/policies/ux_onboarding.md
  • docs/positioning.md
  • docs/prime_physics.md
  • docs/product_manual.md
  • docs/proof_bundles.md
  • docs/proofs/lightcone_demo_proof_v0_8.md
  • docs/public_release_channel.md
  • docs/pypi_publishing.md
  • docs/rail_control_plane.md
  • docs/reference_validation_bundle.md
  • docs/reference/api.md
  • docs/release_checklist.md
  • docs/RELEASE_VERIFY.md
  • docs/repo_audit_1b_thesis.json
  • docs/repo_audit_1b_thesis.md
  • docs/run_graph.md
  • docs/run_ingest.md
  • docs/runbooks/knockout_decision_gate_demo.md
  • docs/runbooks/lightcone_runbook.md
  • docs/schema-reference.md
  • docs/schema.md
  • docs/scientific_contract_v1.md
  • docs/scoring_version.md
  • docs/snapshot_spec_v1.md
  • docs/snapshot_spec_v1.schema.json
  • docs/studio/core_features.md
  • docs/studio/plugins.md
  • docs/switching_proof_excerpt.txt
  • docs/switching_proof.md
  • docs/teams_v0.md
  • docs/threat_model.md
  • docs/trust_kit.md
  • docs/v0_5_milestone.md
  • docs/validation_crispr_efficiency_panel.md
  • docs/validation_crispr_offtarget_panel.md
  • docs/validation_crispr_plasmid.md
  • docs/validation_prime_panel.md
  • docs/validation/README.md
  • docs/veribiota.md
  • docs/visualization/alignment-ribbon.md
  • docs/visualization/distance-heatmap.md
  • docs/visualization/minimizer-density.md
  • docs/visualization/motif-logo.md
  • docs/visualization/rna-dotplot.md
  • docs/viz.md
  • docs/wetlab_preflight_linter.md
  • docs/whats-new.md
  • docs/why_helix.md
  • examples/delivery/README.md
  • examples/offscreen_webrtc_demo/README_hw.md
  • examples/offscreen_webrtc_demo/README.md
  • examples/plugins/hello_world/README.md
  • examples/plugins/remote_echo/README.md
  • examples/plugins/remote_web_panel/README.md
  • examples/proof/helix_editing_decisions_v1/README.md
  • examples/README.md
  • experiments/infrastructure_validation_suite/multi_site_reproducibility/README.md
  • experiments/infrastructure_validation_suite/procurement_bundles/HELIX_IVS_PROCUREMENT_1.0.0_20260212_173410/README.md
  • experiments/infrastructure_validation_suite/README.md
  • experiments/README.md
  • fixtures/golden_failing_bundle_v1/README.md
  • fixtures/hostile_bypass_pack_v1/README.md
  • outreach/README.md
  • README.md
  • repro/enzyme_contract_v1/README.md
  • repro/helix_repro_bundle_v1/README.md
  • repro/scientific_contract_v1/README.md
  • schemas/evidence/README.md
  • schemas/run/README.md
  • schemas/species/README.md
  • src/helix/campaigns/README.md
  • src/helix/compute/README.md
  • src/helix/datasets/evaluation_packs/helix_eval_v1_azimuth_public/README.md
  • src/helix/datasets/evaluation_packs/helix_eval_v1_batch_demo/README.md
  • src/helix/datasets/evaluation_packs/helix_eval_v1_offtarget_public_rloks_sensitive/README.md
  • src/helix/datasets/evaluation_packs/helix_eval_v1_offtarget_public/README.md
  • src/helix/datasets/validation_packs/ampseq_indel_profile_v1/README.md
  • src/helix/datasets/validation_packs/bam_qc_coverage_v1/README.md
  • src/helix/datasets/validation_packs/cas9_nhej_outcome_prediction_v1/README.md
  • src/helix/datasets/validation_packs/crisprresso_import_v1/README.md
  • src/helix/datasets/validation_packs/repro_bundle_v1/README.md
  • src/helix/datasets/validation_packs/signed_plugin_trust_chain_v1/README.md
  • src/helix/datasets/validation_packs/vcf_qc_annot_v1/README.md
  • src/helix/studio/experimental/run_history_mv/README.md
  • tests/fixtures/lightcone/README.md
  • tests/systems/fixtures/benchmark_panel/README.md
  • tests/veribiota/README.md
  • tools/hubverifier-go/README.md
  • Visualization_Bench/README.md
</details>

How This Actually Works

Insufficient evidence to narrate one concrete implementation path through this repository.

<details> <summary>Supporting citations:</summary>
  • none
</details>

Key Abstractions

apply_layout_preset core implementation module

What it is: apply_layout_preset core implementation module acts as an inferred core implementation module built around apply_layout_preset, center_tabs in src/helix/studio/main_window.py. What it controls: Controls a visible slice of src behavior instead of acting as passive inventory. If you change it: Changing apply_layout_preset core implementation module can shift a central behavior boundary rather than only renaming an internal helper.

<details> <summary>Supporting citations:</summary>
  • src/helix/studio/main_window.py:592
  • src/helix/studio/main_window.py:639
</details>

addItem core implementation module

What it is: addItem core implementation module acts as an inferred core implementation module built around addItem, addWidget in src/helix/studio/outcome_explorer.py. What it controls: Controls a visible slice of src behavior instead of acting as passive inventory. If you change it: Changing additem core implementation module can shift a central behavior boundary rather than only renaming an internal helper.

<details> <summary>Supporting citations:</summary>
  • src/helix/studio/outcome_explorer.py:1822
  • src/helix/studio/outcome_explorer.py:1862
</details>

CLI entry surface

What it is: CLI entry surface acts as an inferred public orchestration module built around cli_main, CliCompletionFooter in src/helix/cli.py. What it controls: Controls operator entry into RepoIntel commands and the first handoff into service logic. If you change it: Changing it can alter operator-facing entry semantics and the first control handoff into RepoIntel internals.

<details> <summary>Supporting citations:</summary>
  • src/helix/cli.py:299
  • src/helix/cli.py:1642
</details>

active_edit_context core implementation module

What it is: active_edit_context core implementation module acts as an inferred core implementation module built around active_edit_context, AlleleInspector in src/helix/studio/lightcone_panel.py. What it controls: Controls a visible slice of src behavior instead of acting as passive inventory. If you change it: Changing active_edit_context core implementation module can shift a central behavior boundary rather than only renaming an internal helper.

<details> <summary>Supporting citations:</summary>
  • src/helix/studio/lightcone_panel.py:1518
  • src/helix/studio/lightcone_panel.py:2189
</details>

add_entry public orchestration module

What it is: add_entry public orchestration module acts as an inferred public orchestration module built around add_entry, add_mode_tab in src/helix/gui/simbuilder/app.py. What it controls: Controls how src coordinates neighboring implementation units. If you change it: Changing add_entry public orchestration module can shift a central behavior boundary rather than only renaming an internal helper.

<details> <summary>Supporting citations:</summary>
  • src/helix/gui/simbuilder/app.py:1139
  • src/helix/gui/simbuilder/app.py:115
</details> <details> <summary>Related files:</summary>
  • src/helix/studio/main_window.py
  • src/helix/studio/outcome_explorer.py
  • src/helix/cli.py
  • src/helix/studio/lightcone_panel.py
  • src/helix/gui/simbuilder/app.py
</details> <details> <summary>Citations:</summary>
  • src/helix/studio/main_window.py:592
  • src/helix/studio/main_window.py:639
  • src/helix/studio/outcome_explorer.py:1822
  • src/helix/studio/outcome_explorer.py:1862
  • src/helix/cli.py:299
  • src/helix/cli.py:1642
  • src/helix/studio/lightcone_panel.py:1518
  • src/helix/studio/lightcone_panel.py:2189
  • src/helix/gui/simbuilder/app.py:1139
  • src/helix/gui/simbuilder/app.py:115
</details>

State Transitions and Recovery

Insufficient evidence to explain one bounded state path and its first recovery boundary confidently.

<details> <summary>Supporting citations:</summary>
  • none
</details>

Subsystem Narratives

Diagram link: Subsystem Clusters.

external

Purpose: external groups 118 components under external/ or related paths.

Responsibilities:

  • External node dependency inferred from examples/offscreen_webrtc_demo/signaling/package.json.
  • External python dependency inferred from lockfile resolution.
  • Grouped around dominant path prefix external.

Key dependencies:

Boundary notes:

  • Mostly operates within its own inferred subsystem boundary.
  • No strong adjacent subsystem boundary was inferred.
  • Dominant paths: examples/offscreen_webrtc_demo/signaling/package.json.

root

Purpose: root groups 9 components under root/ or related paths.

Responsibilities:

  • Repository documentation and wiki source files.
  • helix-governance python component
  • Python script entrypoint helix.
  • Python script entrypoint helix-campaign.

Key dependencies:

Boundary notes:

  • Crosses 15 external dependency edges into related subsystems.
  • Most connected to src, tools.
  • Dominant paths: benchmarks/README.md, deliver_workbench/README.md, deploy/helm/helix-teams/README.md, pyproject.toml, src/helix_api.py, src/helix_cuda_fields.py.

src

Purpose: src groups 4 components using path structure plus graph-connected merges.

Responsibilities:

  • offscreen-webrtc-signaling node component
  • Source module rooted at src.
  • Source module rooted at src/helix_engine/src.
  • Repository tests and fixtures.

Key dependencies:

  • pytest
  • numpy
  • matplotlib
  • cryptography
  • jsonschema

Boundary notes:

  • Crosses 4115 external dependency edges into related subsystems.
  • Most connected to root, external, tools.
  • Dominant paths: examples/offscreen_webrtc_demo/signaling/package.json, examples/offscreen_webrtc_demo/signaling/server.js, src/helix_api.py, src/helix_cuda_fields.py, src/helix_engine/__init__.py, src/helix_engine/src/binding.cpp.

tools

Purpose: tools groups 2 components under tools/ or related paths.

Responsibilities:

  • Go command rooted at tools/hubverifier-go/cmd/hubverify.
  • github.com/omniscoder/Helix/tools/hubverifier-go go component
  • Grouped around dominant path prefix tools.
  • Most connected to src through inferred graph edges.

Key dependencies:

Boundary notes:

  • Crosses 1 external dependency edges into related subsystems.
  • Most connected to src.
  • Dominant paths: tools/hubverifier-go/cmd/hubverify/main.go, tools/hubverifier-go/go.mod, tools/hubverifier-go/internal/c14n/c14n_test.go.

engine

Purpose: engine groups 1 components under engine/ or related paths.

Responsibilities:

  • Source module rooted at engine/src.
  • Grouped around dominant path prefix engine.

Key dependencies:

Boundary notes:

  • Mostly operates within its own inferred subsystem boundary.
  • No strong adjacent subsystem boundary was inferred.
  • Dominant paths: engine/src/helix/cuda/fields/composite_editability.cu, engine/src/helix/cuda/fields/dcas9_occupancy.cu, engine/src/helix/cuda/fields/gc_homopolymer.cu.
<details> <summary>Related files:</summary>
  • examples/offscreen_webrtc_demo/signaling/package.json
  • benchmarks/README.md
  • deliver_workbench/README.md
  • deploy/helm/helix-teams/README.md
  • pyproject.toml
  • src/helix_api.py
  • src/helix_cuda_fields.py
  • requirements-dev.txt
  • examples/offscreen_webrtc_demo/signaling/server.js
  • src/helix_engine/__init__.py
  • src/helix_engine/src/binding.cpp
  • src/helix_engine/src/ctmc_tau_leap_cuda.cu
  • src/helix_engine/src/l0_thermo.cu
  • deliver_workbench/tests/__init__.py
  • deliver_workbench/tests/test_adapter_e2e.py
  • deliver_workbench/tests/test_database.py
  • tools/hubverifier-go/cmd/hubverify/main.go
  • tools/hubverifier-go/go.mod
  • tools/hubverifier-go/internal/c14n/c14n_test.go
  • engine/src/helix/cuda/fields/composite_editability.cu
  • engine/src/helix/cuda/fields/dcas9_occupancy.cu
  • engine/src/helix/cuda/fields/gc_homopolymer.cu
</details> <details> <summary>Citations:</summary>
  • examples/offscreen_webrtc_demo/signaling/package.json
  • benchmarks/README.md
  • deliver_workbench/README.md
  • pyproject.toml
  • src/helix_api.py
  • requirements-dev.txt
  • deploy/helm/helix-teams/README.md
  • src/helix_cuda_fields.py
  • examples/offscreen_webrtc_demo/signaling/server.js:6
  • src/helix_engine/src/binding.cpp
  • src/helix_engine/src/ctmc_tau_leap_cuda.cu
  • deliver_workbench/tests/__init__.py
  • deliver_workbench/tests/test_adapter_e2e.py:16
  • src/helix_engine/__init__.py
  • tools/hubverifier-go/cmd/hubverify/main.go:22
  • tools/hubverifier-go/go.mod
  • tools/hubverifier-go/internal/c14n/c14n_test.go:5
  • engine/src/helix/cuda/fields/composite_editability.cu
  • engine/src/helix/cuda/fields/dcas9_occupancy.cu
  • engine/src/helix/cuda/fields/gc_homopolymer.cu
</details>

Execution Narrative

Stages:

  1. Entry begins with helix (run) from ..
  2. Initial control lands in offscreen-webrtc-signaling and quickly centers on hubverify as the primary execution owner.
  3. Triggered by inferred call and dependency edges leaving src.
  4. src hands off to Documentation, helix-governance in root through 3571 inferred call and dependency edges.

Owning components:

  • offscreen-webrtc-signaling (application)
  • hubverify (application)
  • helix-governance (application)
  • Tests (tests)
  • Documentation (docs)

Handoffs:

  • src -> root: src groups 4 components using path structure plus graph-connected merges. hands off into root groups 9 components under root/ or related paths.
  • src hands off to Documentation, helix-governance in root through 3571 inferred call and dependency edges.
<details> <summary>Supporting citations:</summary>
  • pyproject.toml
  • helix
  • examples/offscreen_webrtc_demo/signaling/package.json
  • examples/offscreen_webrtc_demo/signaling/server.js
  • tools/hubverifier-go/cmd/hubverify/main.go
  • src/helix_api.py
  • src/helix_cuda_fields.py
  • benchmarks/README.md
</details> <details> <summary>Related files:</summary>
  • pyproject.toml
  • helix
  • examples/offscreen_webrtc_demo/signaling/package.json
  • examples/offscreen_webrtc_demo/signaling/server.js
  • tools/hubverifier-go/cmd/hubverify/main.go
  • src/helix_api.py
  • src/helix_cuda_fields.py
  • deliver_workbench/tests/__init__.py
  • deliver_workbench/tests/test_adapter_e2e.py
  • benchmarks/README.md
  • deliver_workbench/README.md
  • src/helix_engine/__init__.py
  • src/helix_engine/src/binding.cpp
  • deploy/helm/helix-teams/README.md
</details> <details> <summary>Citations:</summary>
  • pyproject.toml
  • helix
  • examples/offscreen_webrtc_demo/signaling/package.json
  • examples/offscreen_webrtc_demo/signaling/server.js:6
  • tools/hubverifier-go/cmd/hubverify/main.go:22
  • src/helix_api.py
  • src/helix_cuda_fields.py
  • benchmarks/README.md
</details>

Code Path Slice

Starts at: start (function) in src/helix/studio/terminal/process_backend.py. Chosen because start is an exported trigger inside hotspot component src.

Calls into: _start_pty_process (function) in src/helix/studio/terminal/process_backend.py.

Stops at: set_winsize (function) in src/helix/studio/terminal/process_backend.py, where no deeper unambiguous call step was inferred within the bounded slice.

<details> <summary>Supporting citations:</summary>
  • src/helix/studio/terminal/process_backend.py:48
  • src/helix/studio/terminal/process_backend.py:57
  • src/helix/studio/terminal/process_backend.py:235
</details> <details> <summary>Related files:</summary>
  • src/helix/studio/terminal/process_backend.py
</details> <details> <summary>Citations:</summary>
  • src/helix/studio/terminal/process_backend.py:48
  • src/helix/studio/terminal/process_backend.py:57
  • src/helix/studio/terminal/process_backend.py:235
</details>

State and Data Flow

Inputs:

  • Input enters from workflow helix (run) via helix.

Transformations:

  • src acts as the primary transformation owner. It hands off into Documentation, hubverify, Tests, offscreen-webrtc-signaling for the next transformation steps.
  • Downstream transformation continues through Documentation, hubverify, github.com/omniscoder/Helix/tools/hubverifier-go, Tests.

Storage or sinks:

  • Documentation, hubverify, github.com/omniscoder/Helix/tools/hubverifier-go, Tests behave as the final inferred sinks or terminal state holders in this path.
<details> <summary>Supporting citations:</summary>
  • pyproject.toml
  • helix
  • src/helix_api.py
  • src/helix_cuda_fields.py
  • benchmarks/README.md
  • deliver_workbench/README.md
  • tools/hubverifier-go/cmd/hubverify/main.go
  • deliver_workbench/tests/__init__.py
  • deliver_workbench/tests/test_adapter_e2e.py
  • examples/offscreen_webrtc_demo/signaling/package.json
</details> <details> <summary>Related files:</summary>
  • pyproject.toml
  • helix
  • src/helix_api.py
  • src/helix_cuda_fields.py
  • src/helix_engine/__init__.py
  • benchmarks/README.md
  • deliver_workbench/README.md
  • tools/hubverifier-go/cmd/hubverify/main.go
  • deliver_workbench/tests/__init__.py
  • deliver_workbench/tests/test_adapter_e2e.py
  • examples/offscreen_webrtc_demo/signaling/package.json
  • examples/offscreen_webrtc_demo/signaling/server.js
  • tools/hubverifier-go/go.mod
  • src/helix_engine/src/binding.cpp
  • deploy/helm/helix-teams/README.md
</details> <details> <summary>Citations:</summary>
  • pyproject.toml
  • helix
  • src/helix_api.py
  • src/helix_cuda_fields.py
  • benchmarks/README.md
  • deliver_workbench/README.md
  • tools/hubverifier-go/cmd/hubverify/main.go:22
  • deliver_workbench/tests/__init__.py
  • deliver_workbench/tests/test_adapter_e2e.py:16
  • examples/offscreen_webrtc_demo/signaling/package.json
</details>

Subsystem Interactions

Diagram links: Subsystem Clusters and Dependency Graph.

src -> root

Purpose: src groups 4 components using path structure plus graph-connected merges. hands off into root groups 9 components under root/ or related paths.

Trigger: Triggered by inferred call and dependency edges leaving src.

Handoff: src hands off to Documentation, helix-governance in root through 3571 inferred call and dependency edges.

<details> <summary>Supporting citations:</summary>
  • src/helix_api.py
  • src/helix_cuda_fields.py
  • benchmarks/README.md
  • deliver_workbench/README.md
  • deliver_workbench/tests/__init__.py
  • deliver_workbench/tests/test_adapter_e2e.py:16
  • pyproject.toml
</details>

src -> external

Purpose: src groups 4 components using path structure plus graph-connected merges. hands off into external groups 118 components under external/ or related paths.

Trigger: Triggered by inferred dependency edges leaving src.

Handoff: src hands off to pytest, numpy, matplotlib in external through 533 inferred dependency edges.

<details> <summary>Supporting citations:</summary>
  • deliver_workbench/tests/__init__.py
  • deliver_workbench/tests/test_adapter_e2e.py:16
  • src/helix_api.py
  • src/helix_cuda_fields.py
</details>

src -> tools

Purpose: src groups 4 components using path structure plus graph-connected merges. hands off into tools groups 2 components under tools/ or related paths.

Trigger: Triggered by inferred call edges leaving src.

Handoff: src hands off to hubverify in tools through 11 inferred call edges.

<details> <summary>Supporting citations:</summary>
  • src/helix_api.py
  • src/helix_cuda_fields.py
  • tools/hubverifier-go/cmd/hubverify/main.go:22
  • deliver_workbench/tests/__init__.py
  • deliver_workbench/tests/test_adapter_e2e.py:16
</details>

root -> src

Purpose: root groups 9 components under root/ or related paths. hands off into src groups 4 components using path structure plus graph-connected merges.

Trigger: Usually triggered from workflow make (build) touching root.

Handoff: root hands off to src in src through 8 inferred call edges.

<details> <summary>Supporting citations:</summary>
  • benchmarks/README.md
  • deliver_workbench/README.md
  • src/helix_api.py
  • src/helix_cuda_fields.py
</details> <details> <summary>Related files:</summary>
  • src/helix_api.py
  • src/helix_cuda_fields.py
  • deliver_workbench/tests/__init__.py
  • deliver_workbench/tests/test_adapter_e2e.py
  • benchmarks/README.md
  • deliver_workbench/README.md
  • pyproject.toml
  • examples/offscreen_webrtc_demo/signaling/package.json
  • examples/offscreen_webrtc_demo/signaling/server.js
  • src/helix_engine/__init__.py
  • src/helix_engine/src/binding.cpp
  • deploy/helm/helix-teams/README.md
  • tools/hubverifier-go/cmd/hubverify/main.go
  • tools/hubverifier-go/go.mod
  • tools/hubverifier-go/internal/c14n/c14n_test.go
</details> <details> <summary>Citations:</summary>
  • src/helix_api.py
  • src/helix_cuda_fields.py
  • benchmarks/README.md
  • deliver_workbench/README.md
  • deliver_workbench/tests/__init__.py
  • deliver_workbench/tests/test_adapter_e2e.py:16
  • pyproject.toml
  • tools/hubverifier-go/cmd/hubverify/main.go:22
</details>

Invariants and Risks

src is an implicit compatibility boundary

Assumption: Assumption: src can change without breaking external, root, tools is risky, because the component bridges those subsystems and carries hotspot score 93609.

<details> <summary>Supporting citations:</summary>
  • src/helix_api.py
  • src/helix_cuda_fields.py
  • src/helix_engine/__init__.py
</details>

src -> root is a cross-subsystem coupling hazard

Coupling hazard: Coupling hazard: src hands off to Documentation, helix-governance in root through 3571 inferred call and dependency edges. Changes on either side are likely to ripple because src groups 4 components using path structure plus graph-connected merges. hands off into root groups 9 components under root/ or related paths..

<details> <summary>Supporting citations:</summary>
  • src/helix_api.py
  • src/helix_cuda_fields.py
  • benchmarks/README.md
  • deliver_workbench/README.md
  • deliver_workbench/tests/__init__.py
  • deliver_workbench/tests/test_adapter_e2e.py:16
  • pyproject.toml
</details>

Operational changes tend to fail first at configuration and validation boundaries

Failure boundary: Failure boundary: verify risk-sensitive settings such as deploy/aws_t4/main.tf, deploy/docker-compose.yml against make and python -m pytest before and after changes, because those surfaces are the first deterministic checks tied to likely breakage.

<details> <summary>Supporting citations:</summary>
  • pyproject.toml
  • Makefile
  • deploy/aws_t4/main.tf
  • deploy/docker-compose.yml
  • src/helix_api.py
  • src/helix_cuda_fields.py
</details> <details> <summary>Related files:</summary>
  • src/helix_api.py
  • src/helix_cuda_fields.py
  • src/helix_engine/__init__.py
  • src/helix_engine/CMakeLists.txt
  • deliver_workbench/tests/__init__.py
  • deliver_workbench/tests/test_adapter_e2e.py
  • benchmarks/README.md
  • deliver_workbench/README.md
  • pyproject.toml
  • examples/offscreen_webrtc_demo/signaling/package.json
  • examples/offscreen_webrtc_demo/signaling/server.js
  • src/helix_engine/src/binding.cpp
  • deploy/helm/helix-teams/README.md
  • Makefile
  • deploy/aws_t4/main.tf
  • deploy/docker-compose.yml
</details> <details> <summary>Citations:</summary>
  • src/helix_api.py
  • src/helix_cuda_fields.py
  • src/helix_engine/__init__.py
  • benchmarks/README.md
  • deliver_workbench/README.md
  • deliver_workbench/tests/__init__.py
  • deliver_workbench/tests/test_adapter_e2e.py:16
  • pyproject.toml
  • Makefile
  • deploy/aws_t4/main.tf
  • deploy/docker-compose.yml
</details>

External Systems

Insufficient evidence to infer external systems confidently.

<details> <summary>Supporting citations:</summary>
  • none
</details>

Subsystems and Components

  • Helix (application) depends on 0 known edges.
  • helix-governance (application) depends on 0 known edges.
  • src (module) depends on 2177 known edges.
  • Tests (tests) depends on 1555 known edges.
  • Documentation (docs) depends on 0 known edges.
  • engine/src (module) depends on 0 known edges.
  • github.com/omniscoder/Helix/tools/hubverifier-go (application) depends on 1 known edges.
  • src/helix_engine/src (module) depends on 0 known edges.
  • offscreen-webrtc-signaling (application) depends on 0 known edges.
  • helix (application) depends on 0 known edges.
  • helix-campaign (application) depends on 0 known edges.
  • helix-cli (application) depends on 0 known edges.
<details> <summary>Related files:</summary>
  • requirements-dev.txt
  • src/helix_api.py
  • src/helix_cuda_fields.py
  • src/helix_engine/__init__.py
  • pyproject.toml
  • src/helix_engine/CMakeLists.txt
  • deliver_workbench/tests/__init__.py
  • deliver_workbench/tests/test_adapter_e2e.py
  • deliver_workbench/tests/test_database.py
  • deliver_workbench/tests/test_matchmaker.py
  • benchmarks/README.md
  • deliver_workbench/README.md
  • deploy/helm/helix-teams/README.md
  • deploy/k8s/README.md
  • engine/src/helix/cuda/fields/composite_editability.cu
  • engine/src/helix/cuda/fields/dcas9_occupancy.cu
  • engine/src/helix/cuda/fields/gc_homopolymer.cu
  • engine/src/helix/cuda/fields/indel_risk.cu
  • tools/hubverifier-go/cmd/hubverify/main.go
  • tools/hubverifier-go/go.mod
  • tools/hubverifier-go/internal/c14n/c14n_test.go
  • tools/hubverifier-go/internal/c14n/c14n.go
  • src/helix_engine/src/binding.cpp
  • src/helix_engine/src/ctmc_tau_leap_cuda.cu
  • src/helix_engine/src/l0_thermo.cu
  • src/helix_engine/src/physics_cuda.cu
  • examples/offscreen_webrtc_demo/signaling/package.json
  • examples/offscreen_webrtc_demo/signaling/server.js
</details> <details> <summary>Citations:</summary>
  • requirements-dev.txt
  • src/helix_api.py
  • src/helix_cuda_fields.py
  • pyproject.toml
  • src/helix_engine/__init__.py
  • deliver_workbench/tests/__init__.py
  • deliver_workbench/tests/test_adapter_e2e.py:16
  • deliver_workbench/tests/test_database.py:25
  • benchmarks/README.md
  • deliver_workbench/README.md
  • deploy/helm/helix-teams/README.md
  • engine/src/helix/cuda/fields/composite_editability.cu
  • engine/src/helix/cuda/fields/dcas9_occupancy.cu
  • engine/src/helix/cuda/fields/gc_homopolymer.cu
  • tools/hubverifier-go/cmd/hubverify/main.go:22
  • tools/hubverifier-go/go.mod
  • tools/hubverifier-go/internal/c14n/c14n_test.go:5
  • src/helix_engine/src/binding.cpp
  • src/helix_engine/src/ctmc_tau_leap_cuda.cu
  • src/helix_engine/src/l0_thermo.cu
  • examples/offscreen_webrtc_demo/signaling/package.json
  • examples/offscreen_webrtc_demo/signaling/server.js:6
</details>

Subsystem Clusters

Diagram link: Subsystem Clusters.

  • external: external groups 118 components under external/ or related paths. Strategy: path. Internal edges: 0. External edges: 0. Dominant paths: examples/offscreen_webrtc_demo/signaling/package.json. Rationale: Grouped around dominant path prefix external.
  • root: root groups 9 components under root/ or related paths. Strategy: path. Internal edges: 63. External edges: 15. Dominant paths: benchmarks/README.md, deliver_workbench/README.md, deploy/helm/helix-teams/README.md, pyproject.toml, src/helix_api.py, src/helix_cuda_fields.py. Rationale: Grouped around dominant path prefix root. Most connected to src, tools through inferred graph edges.
  • src: src groups 4 components using path structure plus graph-connected merges. Strategy: hybrid. Internal edges: 19133. External edges: 4115. Dominant paths: examples/offscreen_webrtc_demo/signaling/package.json, examples/offscreen_webrtc_demo/signaling/server.js, src/helix_api.py, src/helix_cuda_fields.py, src/helix_engine/__init__.py, src/helix_engine/src/binding.cpp. Rationale: Grouped around dominant path prefix src. Merged examples, tests into src because they attach most strongly through inferred dependency and call edges. Most connected to root, external, tools through inferred graph edges.
  • tools: tools groups 2 components under tools/ or related paths. Strategy: path. Internal edges: 46. External edges: 1. Dominant paths: tools/hubverifier-go/cmd/hubverify/main.go, tools/hubverifier-go/go.mod, tools/hubverifier-go/internal/c14n/c14n_test.go. Rationale: Grouped around dominant path prefix tools. Most connected to src through inferred graph edges.
  • engine: engine groups 1 components under engine/ or related paths. Strategy: path. Internal edges: 0. External edges: 0. Dominant paths: engine/src/helix/cuda/fields/composite_editability.cu, engine/src/helix/cuda/fields/dcas9_occupancy.cu, engine/src/helix/cuda/fields/gc_homopolymer.cu. Rationale: Grouped around dominant path prefix engine.
<details> <summary>Related files:</summary>
  • examples/offscreen_webrtc_demo/signaling/package.json
  • benchmarks/README.md
  • deliver_workbench/README.md
  • deploy/helm/helix-teams/README.md
  • pyproject.toml
  • src/helix_api.py
  • src/helix_cuda_fields.py
  • examples/offscreen_webrtc_demo/signaling/server.js
  • src/helix_engine/__init__.py
  • src/helix_engine/src/binding.cpp
  • tools/hubverifier-go/cmd/hubverify/main.go
  • tools/hubverifier-go/go.mod
  • tools/hubverifier-go/internal/c14n/c14n_test.go
  • engine/src/helix/cuda/fields/composite_editability.cu
  • engine/src/helix/cuda/fields/dcas9_occupancy.cu
  • engine/src/helix/cuda/fields/gc_homopolymer.cu
</details> <details> <summary>Citations:</summary>
  • examples/offscreen_webrtc_demo/signaling/package.json
  • benchmarks/README.md
  • deliver_workbench/README.md
  • deploy/helm/helix-teams/README.md
  • pyproject.toml
  • src/helix_api.py
  • src/helix_cuda_fields.py
  • examples/offscreen_webrtc_demo/signaling/server.js:6
  • src/helix_engine/__init__.py
  • src/helix_engine/src/binding.cpp
  • tools/hubverifier-go/cmd/hubverify/main.go:22
  • tools/hubverifier-go/go.mod
  • tools/hubverifier-go/internal/c14n/c14n_test.go:5
  • engine/src/helix/cuda/fields/composite_editability.cu
  • engine/src/helix/cuda/fields/dcas9_occupancy.cu
  • engine/src/helix/cuda/fields/gc_homopolymer.cu
</details>

Graph Hotspots

Diagram links: Dependency Graph and Component Overview.

  • src (module) at src: score 93609. Inbound 16933, outbound 14267, calls 29026, dependencies 2174. Inbound edges: 16933. Outbound edges: 14267. Call edges: 29026; dependency edges: 2174. Bridges 3 subsystem boundaries: external, root, tools.
  • Tests (tests) at tests: score 33528. Inbound 2197, outbound 8976, calls 9611, dependencies 1562. Inbound edges: 2197. Outbound edges: 8976. Call edges: 9611; dependency edges: 1562. Bridges 3 subsystem boundaries: external, root, tools.
  • helix-governance (application) at .: score 9432. Inbound 3143, outbound 0, calls 0, dependencies 3143. Inbound edges: 3143. Outbound edges: 0. Call edges: 0; dependency edges: 3143. Bridges 1 subsystem boundaries: src.
  • Documentation (docs) at .: score 1713. Inbound 491, outbound 78, calls 569, dependencies 0. Inbound edges: 491. Outbound edges: 78. Call edges: 569; dependency edges: 0. Bridges 2 subsystem boundaries: src, tools.
  • pytest (package) at external/python/pytest: score 831. Inbound 276, outbound 0, calls 0, dependencies 276. Inbound edges: 276. Outbound edges: 0. Call edges: 0; dependency edges: 276. Bridges 1 subsystem boundaries: src.
  • numpy (package) at external/python/numpy: score 354. Inbound 117, outbound 0, calls 0, dependencies 117. Inbound edges: 117. Outbound edges: 0. Call edges: 0; dependency edges: 117. Bridges 1 subsystem boundaries: src.
  • github.com/omniscoder/Helix/tools/hubverifier-go (application) at tools/hubverifier-go: score 270. Inbound 44, outbound 45, calls 86, dependencies 3. Inbound edges: 44. Outbound edges: 45. Call edges: 86; dependency edges: 3. Bridges 1 subsystem boundaries: src.
  • moderngl (package) at external/python/moderngl: score 78. Inbound 25, outbound 0, calls 0, dependencies 25. Inbound edges: 25. Outbound edges: 0. Call edges: 0; dependency edges: 25. Bridges 1 subsystem boundaries: src.
<details> <summary>Related files:</summary>
  • src/helix_api.py
  • src/helix_cuda_fields.py
  • src/helix_engine/__init__.py
  • deliver_workbench/tests/__init__.py
  • deliver_workbench/tests/test_adapter_e2e.py
  • deliver_workbench/tests/test_database.py
  • pyproject.toml
  • benchmarks/README.md
  • deliver_workbench/README.md
  • deploy/helm/helix-teams/README.md
  • tools/hubverifier-go/cmd/hubverify/main.go
  • tools/hubverifier-go/go.mod
  • tools/hubverifier-go/internal/c14n/c14n_test.go
</details> <details> <summary>Citations:</summary>
  • src/helix_api.py
  • src/helix_cuda_fields.py
  • deliver_workbench/tests/__init__.py
  • deliver_workbench/tests/test_adapter_e2e.py:16
  • pyproject.toml
  • benchmarks/README.md
  • deliver_workbench/README.md
  • tools/hubverifier-go/cmd/hubverify/main.go:22
  • tools/hubverifier-go/go.mod
</details>
  • Start with components.md for ownership boundaries.
  • Use workflows.md for build and test commands.
  • Use dependencies.md to inspect inferred relationships.

Citations

<details> <summary>Citations:</summary>
  • deploy/aws_t4/main.tf
  • deploy/aws_t4/user_data.sh
  • deploy/docker-compose.image.yml
  • deploy/docker-compose.yml
  • deploy/Dockerfile.teams
  • deploy/helm/helix-teams/Chart.yaml
  • deploy/helm/helix-teams/README.md
  • deploy/helm/helix-teams/templates/_helpers.tpl
  • docs/notebooks/edit_dag_visual_demo.ipynb
  • notebooks/triage_dashboard.ipynb
  • examples/offscreen_webrtc_demo/signaling/package.json
  • pyproject.toml
  • requirements-dev.txt
  • tools/hubverifier-go/cmd/hubverify/main.go:22
  • tools/hubverifier-go/internal/c14n/c14n_test.go:5
  • tools/hubverifier-go/internal/c14n/c14n.go:118
  • tools/hubverifier-go/internal/hubverify/hubverify.go:859
  • helix
  • helix-campaign
  • helix-cli
  • helix-pilot-verify
  • helix-studio
  • omnis-helix
  • examples/offscreen_webrtc_demo/signaling/server.js:6
  • src/helix_api.py
  • deliver_workbench/api/main.py:213
  • deliver_workbench/cli/main.py:28
  • src/helix/gui/main.py:17
  • .playwright-mcp/console-2026-04-23T04-05-18-509Z.log
  • .playwright-mcp/console-2026-04-23T17-28-08-921Z.log
  • .playwright-mcp/console-2026-04-28T17-46-12-444Z.log
  • .playwright-mcp/console-2026-04-28T17-50-01-212Z.log
  • .playwright-mcp/console-2026-04-28T17-51-40-434Z.log
  • benchmarks/README.md
  • deliver_workbench/README.md
  • deploy/k8s/README.md
  • deploy/README.md
  • deploy/vastai/README.md
  • design_partner/README.md
  • design_partner/sessions/README.md
  • docs/adr/0001-gui-monolith-refactor.md
  • docs/artifacts.md
  • docs/assets/viz/alignment-ribbon.json
  • docs/assets/viz/alignment-ribbon.viz.json
  • docs/assets/viz/crispr_playground_dag.json
  • docs/assets/viz/distance-heatmap.json
  • docs/assets/viz/distance-heatmap.viz.json
  • docs/assets/viz/minimizers.json
  • docs/assets/viz/minimizers.viz.json
  • docs/assets/viz/motif-logo.json
  • docs/assets/viz/motif-logo.viz.json
  • docs/assets/viz/pcr_amplicon_dag.json
  • docs/assets/viz/prime_playground_dag.json
  • docs/assets/viz/rna-dotplot.json
  • docs/assets/viz/rna-dotplot.viz.json
  • docs/assets/viz/seed-chain.json
  • docs/assets/viz/seed-chain.viz.json
  • docs/audit_walkthrough.md
  • docs/battlecards/benchling.md
  • docs/benchmarks.md
  • docs/billion_dollar_thesis.md
  • docs/ci/verify_gate_template.md
  • docs/ci/verify_reason_codes.md
  • docs/cli_config_schema.md
  • docs/cli_headless.md
  • docs/cli.md
  • docs/cli/alpha.md
  • docs/cli/demo.md
  • docs/cli/live.md
  • docs/cli/pcr.md
  • docs/cli/schema.md
  • docs/cli/session_contract_v1.md
  • docs/cli/session_contract_v2.md
  • docs/cli/session_contract_v3.md
  • docs/cli/viz.md
  • docs/cli/workflows.md
  • docs/competitive_landscape.md
  • docs/concepts/artifacts.md
  • docs/concepts/multiscale.md
  • docs/concepts/outcome_digital_twin.md
  • docs/concepts/perfection.md
  • docs/concepts/schemas.md
  • docs/concepts/workflows.md
  • docs/contracts/enzyme_program_contract_v1.md
  • docs/contracts/helix_1_0.md
  • docs/contracts/lightcone_visual_contract_v0_8.md
  • docs/contributing.md
  • docs/crispr_ctmc_tau_leap.md
  • docs/CROSS_HOST_PROTOCOL.md
  • docs/decision_cockpit_demo.md
  • docs/decision_support/spec_v0.md
  • docs/design_partner_email_template.md
  • docs/design_partner_program.md
  • docs/dev_gpu_profiling.md
  • docs/dev/ci_policy.md
  • docs/dev/evs.md
  • docs/dev/offtarget_heat.md
  • docs/dev/packaging_pyinstaller.md
  • docs/dev/renderer_fields.md
  • docs/dev/SECURITY_HARDENING.md
  • docs/dev/SECURITY_SCANNING.md
  • docs/dev/ui.md
  • docs/download.md
  • docs/edit_dag_frames.md
  • docs/edit_dag_overview.md
  • docs/edit-dag-viz.md
  • docs/engine_architecture.md
  • docs/engine_cuda_plan.md
  • docs/enterprise_proof/auroc_delta_demo.md
  • docs/enterprise_proof/azimuth_public.md
  • docs/enterprise_proof/evaluation_guide.md
  • docs/enterprise_proof/government-ready-product-surface.md
  • docs/enterprise_proof/index.md
  • docs/enterprise_proof/offtarget_public.md
  • docs/enterprise_proof/roi.md
  • docs/enterprise_proof/support_policy.md
  • docs/enterprise_proof/teams_deploy_guide.md
  • docs/evs_visual_tests.md
  • docs/evs_visual.md
  • docs/faq_v0_1.md
  • docs/features_catalog.md
  • docs/genome_editing_evidence_runtime_v0_1.md
  • docs/getting-started.md
  • docs/governance_contract.md
  • docs/governed_predictor_adapters.md
  • docs/helix_experiment_roadmap.md
  • docs/helix_principles.md
  • docs/helixspec_mvp.md
  • docs/helixspec_quickstart.md
  • docs/hub/end_to_end_v0.md
  • docs/hub/example_bundle.md
  • docs/hub/index.md
  • docs/hub/investor_memo.md
  • docs/hub/pilot.md
  • docs/hub/pitch.md
  • docs/hub/proof_url_v0.md
  • docs/hub/review_v0.md
  • docs/hub/rfcs/index.md
  • docs/hub/rfcs/rfc_0001_bundle_spec_v1.md
  • docs/hub/rfcs/rfc_0002_canonical_json_v1.md
  • docs/hub/rfcs/rfc_0003_run_receipt_v1.md
  • docs/hub/rfcs/rfc_0004_approval_surface_v1.md
  • docs/hub/rfcs/rfc_0005_approval_receipt_v1.md
  • docs/hub/rfcs/rfc_0006_audit_export_v1.md
  • docs/hub/rfcs/rfc_0007_job_v1.md
  • docs/hub/rfcs/rfc_0008_backend_fingerprint_v1.md
  • docs/hub/rfcs/rfc_0009_decision_v1.md
  • docs/hub/trust_model.md
  • docs/index.md
  • docs/instructions.md
  • docs/lightcone_v0_9_milestone.md
  • docs/model_limitations/crispr_edit_dag_limitations.md
  • docs/never_do.md
  • docs/non_goals.md
  • docs/ogn_integration.md
  • docs/omnis_helix_screenshots.md
  • docs/omnis_helix_strategy.md
  • docs/omnis_helix_tour.md
  • docs/paper_deterministic_genome_editing.md
  • docs/partner_intake.md
  • docs/partner_ops_playbook.md
  • docs/playground/index.html
  • docs/playground/js/realtime_branch_chart.js:1
  • docs/playground/js/realtime_compare.js:42
  • docs/playground/js/realtime_worker.js:100
  • docs/playground/js/realtime.js:607
  • docs/playground/realtime.html
  • docs/policies/compatibility_deprecation.md
  • docs/policies/conformance.md
  • docs/policies/export_governance.md
  • docs/policies/external_attestation.md
  • docs/policies/governance_registry_policy.md
  • docs/policies/incident_playbook.md
  • docs/policies/lean_bridge.md
  • docs/policies/longevity.md
  • docs/policies/observability.md
  • docs/policies/off_target_constraint.md
  • docs/policies/performance_contracts.md
  • docs/policies/plugin_governance.md
  • docs/policies/policy_controls.md
  • docs/policies/release_provenance.md
  • docs/policies/schema_hygiene.md
  • docs/policies/security.md
  • docs/policies/semantic_drift.md
  • docs/policies/ux_onboarding.md
  • docs/positioning.md
  • docs/prime_physics.md
  • docs/product_manual.md
  • docs/proof_bundles.md
  • docs/proofs/lightcone_demo_proof_v0_8.md
  • docs/public_release_channel.md
  • docs/pypi_publishing.md
  • docs/rail_control_plane.md
  • docs/reference_validation_bundle.md
  • docs/reference/api.md
  • docs/release_checklist.md
  • docs/RELEASE_VERIFY.md
  • docs/repo_audit_1b_thesis.json
  • docs/repo_audit_1b_thesis.md
  • docs/run_graph.md
  • docs/run_ingest.md
  • docs/runbooks/knockout_decision_gate_demo.md
  • docs/runbooks/lightcone_runbook.md
  • docs/schema-reference.md
  • docs/schema.md
  • docs/scientific_contract_v1.md
  • docs/scoring_version.md
  • docs/snapshot_spec_v1.md
  • docs/snapshot_spec_v1.schema.json
  • docs/studio/core_features.md
  • docs/studio/plugins.md
  • docs/switching_proof_excerpt.txt
  • docs/switching_proof.md
  • docs/teams_v0.md
  • docs/threat_model.md
  • docs/trust_kit.md
  • docs/v0_5_milestone.md
  • docs/validation_crispr_efficiency_panel.md
  • docs/validation_crispr_offtarget_panel.md
  • docs/validation_crispr_plasmid.md
  • docs/validation_prime_panel.md
  • docs/validation/README.md
  • docs/veribiota.md
  • docs/visualization/alignment-ribbon.md
  • docs/visualization/distance-heatmap.md
  • docs/visualization/minimizer-density.md
  • docs/visualization/motif-logo.md
  • docs/visualization/rna-dotplot.md
  • docs/viz.md
  • docs/wetlab_preflight_linter.md
  • docs/whats-new.md
  • docs/why_helix.md
  • examples/delivery/README.md
  • examples/offscreen_webrtc_demo/README_hw.md
  • examples/offscreen_webrtc_demo/README.md
  • examples/plugins/hello_world/README.md
  • examples/plugins/remote_echo/README.md
  • examples/plugins/remote_web_panel/README.md
  • examples/proof/helix_editing_decisions_v1/README.md
  • examples/README.md
  • experiments/infrastructure_validation_suite/multi_site_reproducibility/README.md
  • experiments/infrastructure_validation_suite/procurement_bundles/HELIX_IVS_PROCUREMENT_1.0.0_20260212_173410/README.md
  • experiments/infrastructure_validation_suite/README.md
  • experiments/README.md
  • fixtures/golden_failing_bundle_v1/README.md
  • fixtures/hostile_bypass_pack_v1/README.md
  • outreach/README.md
  • README.md
  • repro/enzyme_contract_v1/README.md
  • repro/helix_repro_bundle_v1/README.md
  • repro/scientific_contract_v1/README.md
  • schemas/evidence/README.md
  • schemas/run/README.md
  • schemas/species/README.md
  • src/helix/campaigns/README.md
  • src/helix/compute/README.md
  • src/helix/datasets/evaluation_packs/helix_eval_v1_azimuth_public/README.md
  • src/helix/datasets/evaluation_packs/helix_eval_v1_batch_demo/README.md
  • src/helix/datasets/evaluation_packs/helix_eval_v1_offtarget_public_rloks_sensitive/README.md
  • src/helix/datasets/evaluation_packs/helix_eval_v1_offtarget_public/README.md
  • src/helix/datasets/validation_packs/ampseq_indel_profile_v1/README.md
  • src/helix/datasets/validation_packs/bam_qc_coverage_v1/README.md
  • src/helix/datasets/validation_packs/cas9_nhej_outcome_prediction_v1/README.md
  • src/helix/datasets/validation_packs/crisprresso_import_v1/README.md
  • src/helix/datasets/validation_packs/repro_bundle_v1/README.md
  • src/helix/datasets/validation_packs/signed_plugin_trust_chain_v1/README.md
  • src/helix/datasets/validation_packs/vcf_qc_annot_v1/README.md
  • src/helix/studio/experimental/run_history_mv/README.md
  • tests/fixtures/lightcone/README.md
  • tests/systems/fixtures/benchmark_panel/README.md
  • tests/veribiota/README.md
  • tools/hubverifier-go/README.md
  • Visualization_Bench/README.md
  • src/helix/studio/main_window.py:592
  • src/helix/studio/main_window.py:639
  • src/helix/studio/outcome_explorer.py:1822
  • src/helix/studio/outcome_explorer.py:1862
  • src/helix/cli.py:299
  • src/helix/cli.py:1642
  • src/helix/studio/lightcone_panel.py:1518
  • src/helix/studio/lightcone_panel.py:2189
  • src/helix/gui/simbuilder/app.py:1139
  • src/helix/gui/simbuilder/app.py:115
  • src/helix_cuda_fields.py
  • src/helix_engine/src/binding.cpp
  • src/helix_engine/src/ctmc_tau_leap_cuda.cu
  • deliver_workbench/tests/__init__.py
  • deliver_workbench/tests/test_adapter_e2e.py:16
  • src/helix_engine/__init__.py
  • tools/hubverifier-go/go.mod
  • engine/src/helix/cuda/fields/composite_editability.cu
  • engine/src/helix/cuda/fields/dcas9_occupancy.cu
  • engine/src/helix/cuda/fields/gc_homopolymer.cu
  • src/helix/studio/terminal/process_backend.py:48
  • src/helix/studio/terminal/process_backend.py:57
  • src/helix/studio/terminal/process_backend.py:235
  • Makefile
  • deliver_workbench/tests/test_database.py:25
  • src/helix_engine/src/l0_thermo.cu
</details>