missionMATCH

Purpose & architecture

The recovered platform combines a Go API, React frontend and PostgreSQL with vector support. Its branches preserve successive work on AI intelligence, a live brain integration, graph retrieval, a MAG substrate, teaching loops, vendor intelligence, survival models and workforce recommendations. Default and branch trees remain separately pinned; application branches are not treated as interchangeable generations of the consciousness engine.

The README includes a pilot database durability blocker and security claims that require their own operational verification. This audit did not run migrations, access personal applicant records, evaluate hiring recommendations, or certify regulatory compliance.

This source generation

This record follows the feature/opportunity-to-outcome branch of Janady13/missionmatch at commit 720d47fae476b0d38477ae4401697d372b1ea2bc. The snapshot identifies the source inspected in this audit. It is not a statement about which revision is currently running on a device.

Field	Source record
Revision	720d47fae476b0d38477ae4401697d372b1ea2bc
Branch	feature/opportunity-to-outcome
Recorded generation	Applied AI platform and branch families

Recovered implementation structure

These paths locate the components and entry points represented by this build. The source register contains their inspected revisions.

.github/workflows/ci.yml
BUILD_REPORT.md
CLAUDE.md
DEPLOY_PLAN.md
PLATFORM_INVENTORY.md
PLATFORM_INVENTORY_DELTA.md
README.md
cmd/aioe-backfill/main.go
cmd/aioe-run/main.go
cmd/aioe-sim/main.go
cmd/alert-sweep/main.go
cmd/api/devresolver_dev.go
cmd/api/devresolver_prod.go
cmd/api/main.go
cmd/awards-sync/main.go
cmd/brain-probe/main.go
cmd/corpus-harvest/dial_darwin.go
cmd/corpus-harvest/dial_other.go
cmd/corpus-harvest/main.go
cmd/demo-seed/main.go
cmd/embed-backfill/main.go
cmd/eval-model/main.go
cmd/eval/main.go
cmd/fairness-snapshot/main.go
cmd/icims-sync/main.go
cmd/import-bench/main.go
cmd/import-candidates/main.go
cmd/megamind-gateway/main.go
cmd/megamind-gateway/main_test.go
cmd/migrate-all-tenants/dsn_test.go
cmd/migrate-all-tenants/main.go
cmd/missionclass-sync/main.go
cmd/oews-national-sync/main.go
cmd/ontology-sync/main.go
cmd/opp-sync/main.go
cmd/opportunity-amendment-diff/main.go
cmd/opportunity-amendment-diff/pickpair_test.go
cmd/opportunity-extract/limits_linux.go
cmd/opportunity-extract/limits_other.go
cmd/opportunity-extract/main.go
cmd/opportunity-extract/oom_diag_test.go
cmd/opportunity-extract/oom_regression_test.go
cmd/opportunity-extract/pdfworker.go
cmd/opportunity-extract/uivocab_test.go
cmd/opportunity-scope-normalize/main.go
cmd/promote-ontology/main.go
cmd/provision-org/main.go
cmd/provision-owner/main.go
cmd/provision-tenant/main.go
cmd/rates-sync/main.go
cmd/register-tenant/main.go
cmd/rotate-credential/main.go
cmd/sam-attachment-sync/main.go
cmd/sam-attachment-sync/policy_test.go
cmd/sam-sync/amendments.go
cmd/sam-sync/main.go
cmd/staffing-proactive-sync/main.go
cmd/sync-tenant-identity/main.go
cmd/tag-missions/main.go
cmd/teach-aggregate/main.go
cmd/train-model/main.go
cmd/verify-resolver/main.go
cmd/verify-vector-model/main.go
cmd/wire-extractions/main.go
db/bootstrap/00_roles.sql
db/embed.go
db/migrations/0001_foundation.sql
db/migrations/0002_matching.sql
db/migrations/0003_command_center.sql
db/migrations/0004_command_center_fns.sql
db/migrations/0005_sam_opportunities.sql
db/migrations/0006_usaspending_awards.sql
db/migrations/0007_bls_wages.sql
db/migrations/0008_external_sourcing.sql
db/migrations/0009_auth.sql
db/migrations/0010_aedt_governance.sql
db/migrations/0011_opportunity_value_source.sql
db/migrations/0012_clearance_provenance.sql
db/migrations/0013_opportunity_records.sql
db/migrations/0014_notice_disclosed_by_fk.sql
db/migrations/0015_candidate_evaluations.sql
db/migrations/0016_slate_member_decision_note.sql
db/migrations/0017_ai_memory.sql
db/migrations/0018_staffing_recommendations.sql
db/migrations/0019_model_version_v1_1_0.sql
db/migrations/0021_ontology.sql
db/migrations/0022_skill_alias_relationship.sql
db/migrations/0023_clearance_reference.sql
db/migrations/0024_model_version_v1_4_0.sql
db/migrations/0025_mission_areas.sql
db/migrations/0026_mission_tags.sql
db/migrations/0027_tenant_mission_tags.sql
db/migrations/0028_dp_budget_ledger.sql
db/migrations/0029_teaching_signal_aggregates.sql
db/migrations/0030_curation_proposals.sql
db/migrations/0031_skill_relationship_verifier.sql
db/migrations/0032_bench_import_log.sql
db/migrations/0033_bid_outcomes.sql
db/migrations/0034_alerts.sql
db/migrations/0035_bls_wages_natural_key.sql
db/migrations/0036_learned_models.sql
db/migrations/0037_slate_display_order.sql
db/migrations/0038_connector_sync_state.sql
db/migrations/0039_time_to_fill.sql
db/migrations/0040_alerts_collision.sql
db/migrations/0041_capture_readiness.sql
db/migrations/0042_vendor_intelligence.sql
db/migrations/0043_aioe.sql
db/migrations/0044_term_expansions.sql
db/migrations/0045_term_expansions_mega.sql
db/migrations/0046_org_branding.sql
db/migrations/0047_recruiting_clients_requisitions.sql
db/migrations/0048_recruiting_pipeline.sql
db/migrations/0049_recruiting_activity.sql
db/migrations/0050_stage_events_maintenance.sql
db/migrations/0051_client_ownership.sql
db/migrations/0052_requisition_hold_clock.sql
db/migrations/0053_composite_fk_setnull_columns.sql
db/migrations/0054_pipeline_integrity.sql
db/migrations/0055_placement_integrity.sql
db/migrations/0056_activity_integrity.sql
db/migrations/0057_tasks_and_timezone.sql
db/migrations/0058_manager_role.sql
db/migrations/0059_touch_last_login.sql
db/migrations/0060_solicitation_extractions.sql
db/migrations/0061_tenant_directory.sql
db/migrations/0062_superuser_and_tool_access.sql
db/migrations/0063_provision_org_grants_tools.sql
db/migrations/0064_bootstrap_role_and_scoped_touch.sql
db/migrations/0065_revert_audit_logs_rls.sql
db/migrations/0066_recompute_furthest_stage.sql
db/migrations/0067_duplicate_indexes_and_expansion_author.sql
db/migrations/0068_audit_logs_tenant_read.sql
db/migrations/0069_ingest_manifest.sql
db/migrations/0070_tracked_opportunities.sql
db/migrations/0071_opportunity_versions.sql
db/migrations/0072_opportunity_documents.sql
db/migrations/0073_opportunity_document_chunks.sql
db/migrations/0074_opportunity_records_embedding.sql
db/migrations/0075_opportunity_amendment_alerts.sql
db/migrations/0076_opportunity_scope_items.sql
db/migrations/0077_requirement_drafts.sql
db/migrations/0078_operator_role.sql
db/migrations/0079_user_profile_fields.sql
db/migrations/0080_superuser_remap.sql
db/migrations/0081_provenance_at_origin.sql
db/migrations/0082_provenance_by_source.sql
db/migrations/0083_fairness_org_enumeration.sql
db/migrations/0084_scope_split_status.sql
db/migrations/0085_staging_role_privilege_parity.sql
db/migrations/0086_proposal_operations.sql
db/migrations/0087_org_settings.sql
db/migrations/0088_teams_and_record_scope.sql
db/migrations/0089_candidate_documents_and_messaging.sql
db/migrations/0090_saved_searches_and_lists.sql
db/migrations/0091_job_postings_and_inbound.sql
db/migrations/0092_mirror_function_grants.sql
db/migrations/0093_public_org_resolve.sql
db/migrations/0094_mail_sync.sql
db/migrations/0095_interview_scheduling.sql
db/migrations/0096_candidate_merge.sql
db/migrations/0097_drop_duplicate_time_zone.sql
db/migrations/0098_burden_and_wrap_rate.sql
db/migrations/0099_alerts_redeployment.sql
db/migrations/0100_aedt_notice_gate.sql
db/migrations/0101_continuous_vetting_and_break_in_access.sql
db/migrations/0102_teaming_and_vms_intake.sql
db/migrations/0103_capture_gate_decisions.sql
db/migrations/0104_corpus_documents.sql
db/migrations/0105_recruiting_goals.sql
db/migrations_eeo/0001_eeo.sql
db/migrations_eeo/0002_fairness_snapshots.sql
db/queries/awards.sql
db/queries/bench_import.sql
db/queries/candidates.sql
db/queries/evaluations.sql
db/queries/foundation.sql
db/queries/governance.sql
db/queries/mission_tags.sql
db/queries/opportunities.sql
db/queries/opportunity_records.sql
db/queries/requirements.sql
db/queries/sam.sql
db/queries/skills.sql
db/queries/slates.sql
db/queries/sourcing.sql
db/queries/staffing.sql
db/queries/teaching.sql
db/queries/wages.sql
db/seed/cleared_skills.sql
db/seed/cleared_skills_growth.sql
db/seed/demo_base.sql
db/seed/demo_gapfillers.sql
db/seed/demo_recruiting_desk.sql
db/seed/demo_vendors.sql
db/seed/skill_aliases.sql
docs/AIOE_CALIBRATION.txt
docs/AI_ANI_ROADMAP.md
docs/AI_GROUNDING_PROGRAM.md
docs/AI_MAG_ARCHITECTURE.md
docs/AI_RESEARCH.md
docs/ARCHITECTURE.txt
docs/BUILD_CONTINUATION_PROTOCOL.md
docs/BUILD_STATE.md
docs/CLAUDE_CODE_BUILD_DIRECTIVE.md
docs/CREDENTIAL_CONSUMERS.md
docs/DEMO_WALKTHROUGH.md
docs/DIRECTIVE_AMENDMENTS_CONSOLIDATED.md
docs/DIRECTIVE_AMENDMENT_6.md
docs/EXTERNAL_MONITOR_TODO.md
docs/FINISH_PLAN.md
docs/IMPROVEMENTS.md
docs/MODEL_CARD.md
docs/MODEL_CARD_TEACHING.md
docs/PHASE2_DOCUMENT_TRIAL.md
docs/POSITIVE_CONTROL_LIBRARY.md
docs/RUNBOOK_AIOE.md
docs/RUNBOOK_BENCH_IMPORT.md
docs/RUNBOOK_RESTORE.md
docs/STACK_DECISIONS.md
docs/STORAGE_RELOCATION_PROPOSAL.md
docs/TAILSCALE_ACL_TODO.md
docs/archive/DIRECTIVE_AMENDMENT_5.md
docs/archive/INTELLIGENCE_EXPANSION_SPEC.md
docs/evidence/phase2/GATE_E.md
docs/evidence/phase2/README.txt
docs/evidence/phase2/deploys/config-fix-deploy.txt
docs/evidence/phase2/deploys/production-deploy.txt
docs/evidence/phase2/drift-sweep.txt
docs/evidence/phase2/drift/gate-d-phase2-close.txt
docs/evidence/phase2/drift/gate-d-rerun.txt
docs/evidence/phase2/drift/phase-close-drift.txt
docs/evidence/phase2/drift/session-start-drift-2.txt
docs/evidence/phase2/drift/session-start-drift-3.txt
docs/evidence/phase2/drift/session-start-drift-4.txt
docs/evidence/phase2/drift/session-start-drift-5.txt
docs/evidence/phase2/drift/session-start-drift.txt
docs/evidence/phase2/findings/finding-3-external-normalize-path.txt
docs/evidence/phase2/findings/finding-4-secret-sweep-out-of-repo.txt
docs/evidence/phase2/functional/document-pipeline-proof.txt
docs/evidence/phase2/functional/document-trial-rehearsal.txt
docs/evidence/phase2/functional/gate-a-phase2-close.txt
docs/evidence/phase2/functional/gate-a-rerun.txt
docs/evidence/phase2/functional/gate-a-results.txt
docs/evidence/phase2/functional/gate2-external-boundary.txt
docs/evidence/phase2/functional/gate2-ingest-during-promotion.txt
docs/evidence/phase2/functional/known-good-fixture.txt
docs/evidence/phase2/functional/provenance-at-origin.txt
docs/evidence/phase2/stress/gate-b-results-2.txt
docs/evidence/phase2/stress/gate-b-results.txt
docs/evidence/phase2/trial/findings.txt
docs/evidence/phase2/trial/results.txt
docs/evidence/phase2/visual/authenticated/contact-sheet.html
docs/evidence/phase2/visual/authenticated/expected.json
docs/evidence/phase2/visual/authenticated/findings.json
docs/evidence/phase2/visual/authenticated/min-widths.json
docs/evidence/phase2/visual/authenticated/transient.json
docs/evidence/phase2/visual/gate-c-rerun.txt
docs/evidence/phase2/visual/gate-c-results.txt
docs/evidence/phase2/visual/phase2-close/GATE_C.txt
docs/evidence/phase2/visual/phase2-close/contact-sheet.html
docs/evidence/phase2/visual/phase2-close/expected.json
docs/evidence/phase2/visual/phase2-close/findings.json
docs/evidence/phase2/visual/phase2-close/min-widths.json
docs/evidence/phase2/visual/phase2-close/transient.json
docs/evidence/phase2/visual/phase2-rerun/README.txt
docs/evidence/phase2/visual/public/contact-sheet.html
docs/evidence/phase2/visual/public/expected.json
docs/evidence/phase2/visual/public/findings.json
docs/evidence/phase2/visual/public/min-widths.json
docs/evidence/phase2/visual/public/transient.json
docs/evidence/trackH/backup-set.txt
docs/evidence/trackH/item5-last-login.txt
docs/evidence/trackH/item5-production-deploy.txt
docs/evidence/trackH/items3-4-alerting-and-sync.txt
docs/evidence/trackH/restore-drill.txt
docs/openapi.yaml
docs/plans/2026-06-29-phase2-eval-fairness.md
docs/plans/2026-06-29-ws1-ontology-sync.md
docs/plans/2026-06-29-ws2-alias-relationship.md
docs/plans/2026-06-29-ws3-clearance.md
docs/plans/2026-06-30-ai-planner.md
docs/plans/2026-06-30-graphrag-phase0-foundation.md
docs/plans/2026-06-30-graphrag-phase1-market-completion.md
docs/plans/2026-06-30-graphrag-phase2-bench-clearance.md
docs/plans/2026-06-30-graphrag-phase3-g6-loop.md
docs/plans/2026-06-30-mag-learning-loop.md
docs/plans/2026-06-30-ws7-federal-signal.md
docs/plans/2026-06-30-ws8-teaching-loop.md
docs/plans/2026-06-30-ws9-bench-ingestion.md
docs/presentation/missionmatch_presentation.html
docs/superpowers/plans/2026-07-20-recruitmatch-program.md
docs/superpowers/plans/2026-07-20-recruitmatch.md
docs/superpowers/specs/2026-06-29-w3-ai-staffing-recommendations-design.md
docs/superpowers/specs/2026-07-20-recruitmatch-design.md
docs/superpowers/specs/2026-07-27-opportunity-to-outcome-execution-design.md
frontend/.oxlintrc.json
frontend/README.md
frontend/index.html
frontend/package.json
frontend/src/App.tsx
frontend/src/components/AppShell.tsx
frontend/src/components/ErrorBoundary.tsx
frontend/src/components/ExecutiveCards.tsx
frontend/src/components/Gauge.tsx
frontend/src/components/MissionCheckModal.tsx
frontend/src/components/OutcomeBar.tsx
frontend/src/components/ScreeningResults.tsx
frontend/src/components/ToolHeader.tsx
frontend/src/components/WorkforceDNA.tsx
frontend/src/components/form.tsx
frontend/src/components/ui.tsx
frontend/src/lib/AuthContext.tsx
frontend/src/lib/admin.ts
frontend/src/lib/api.ts
frontend/src/lib/auth.ts
frontend/src/lib/can.ts
frontend/src/lib/capture.ts
frontend/src/lib/careers.ts
frontend/src/lib/format.ts
frontend/src/lib/governance.ts
frontend/src/lib/homeTool.ts
frontend/src/lib/mailbox.ts
frontend/src/lib/manager.ts
frontend/src/lib/org.ts
frontend/src/lib/orgQueries.ts
frontend/src/lib/queries.ts
frontend/src/lib/resume.ts
frontend/src/lib/settings.ts
frontend/src/lib/settingsQueries.ts
frontend/src/lib/teaming.ts
frontend/src/lib/types.ts
frontend/src/lib/useAuth.ts
frontend/src/lib/workflow.ts
frontend/src/lib/workflowQueries.ts
frontend/src/main.tsx
frontend/src/screens/AcceptInvite.tsx
frontend/src/screens/Admin.tsx
frontend/src/screens/Bench.tsx
frontend/src/screens/CandidateRecord.tsx
frontend/src/screens/CaptureReview.tsx
frontend/src/screens/Careers.tsx
frontend/src/screens/Compliance.tsx
frontend/src/screens/Duplicates.tsx
frontend/src/screens/Login.tsx
frontend/src/screens/Mailbox.tsx
frontend/src/screens/ManagerView.tsx
frontend/src/screens/NotFound.tsx
frontend/src/screens/OrgSettingsPanels.tsx
frontend/src/screens/PublicCareers.tsx
frontend/src/screens/Requirements.tsx
frontend/src/screens/Settings.tsx
frontend/src/screens/TeamingPanels.tsx
frontend/src/screens/TeamsPanel.tsx
frontend/src/screens/TimeZonePanel.tsx
frontend/src/tools/missionmatch/Ask.tsx
frontend/src/tools/missionmatch/Candidates.tsx
frontend/src/tools/missionmatch/CommandCenter.tsx
frontend/src/tools/missionmatch/WhoCanSupport.tsx
frontend/src/tools/missionmatch/api.ts
frontend/src/tools/missionmatch/brand.ts
frontend/src/tools/missionmatch/queries.ts
frontend/src/tools/recruitmatch/ActivityFeed.tsx
frontend/src/tools/recruitmatch/Analytics.tsx
frontend/src/tools/recruitmatch/Assignment.tsx
frontend/src/tools/recruitmatch/ClientDetail.tsx
frontend/src/tools/recruitmatch/Clients.tsx
frontend/src/tools/recruitmatch/Pipeline.tsx
frontend/src/tools/recruitmatch/RecruiterDashboard.tsx
frontend/src/tools/recruitmatch/Reports.tsx
frontend/src/tools/recruitmatch/RequisitionDetail.tsx
frontend/src/tools/recruitmatch/Requisitions.tsx
frontend/src/tools/recruitmatch/Tasks.tsx
frontend/src/tools/recruitmatch/activityApi.ts
frontend/src/tools/recruitmatch/activityQueries.ts
frontend/src/tools/recruitmatch/analyticsApi.ts
frontend/src/tools/recruitmatch/analyticsQueries.ts
frontend/src/tools/recruitmatch/api.ts
frontend/src/tools/recruitmatch/assignmentApi.ts
frontend/src/tools/recruitmatch/assignmentQueries.ts
frontend/src/tools/recruitmatch/brand.ts
frontend/src/tools/recruitmatch/clientQueries.ts
frontend/src/tools/recruitmatch/clientsApi.ts
frontend/src/tools/recruitmatch/pipelineApi.ts
frontend/src/tools/recruitmatch/pipelineQueries.ts
frontend/src/tools/recruitmatch/queries.ts
frontend/src/tools/recruitmatch/reportApi.ts
frontend/src/tools/recruitmatch/reportQueries.ts
frontend/src/tools/recruitmatch/requisitionQueries.ts
frontend/src/tools/recruitmatch/requisitionsApi.ts
frontend/src/tools/recruitmatch/statusUi.ts
frontend/src/tools/recruitmatch/taskApi.ts
frontend/src/tools/recruitmatch/taskQueries.ts
frontend/src/tools/screenmatch/AliasSettings.tsx
frontend/src/tools/screenmatch/CandidateEvaluation.tsx
frontend/src/tools/screenmatch/ScreenCompare.tsx
frontend/src/tools/screenmatch/ScreeningQueue.tsx
frontend/src/tools/screenmatch/api.ts
frontend/src/tools/screenmatch/brand.ts
frontend/src/tools/screenmatch/queries.ts
frontend/src/tools/slatematch/AmendmentView.tsx
frontend/src/tools/slatematch/BuildRequirements.tsx
frontend/src/tools/slatematch/Capture.tsx
frontend/src/tools/slatematch/Documents.tsx
frontend/src/tools/slatematch/OpportunityDetail.tsx
frontend/src/tools/slatematch/ScopeReview.tsx
frontend/src/tools/slatematch/Slate.tsx
frontend/src/tools/slatematch/api.ts
frontend/src/tools/slatematch/brand.ts
frontend/src/tools/slatematch/captureApi.ts
frontend/src/tools/slatematch/captureConstants.ts
frontend/src/tools/slatematch/captureQueries.ts
frontend/src/tools/slatematch/queries.ts
frontend/src/tools/slatematch/scopeApi.ts
frontend/src/tools/slatematch/scopeConstants.ts
frontend/src/tools/slatematch/scopeQueries.ts
frontend/tsconfig.app.json
frontend/tsconfig.json
frontend/tsconfig.node.json
frontend/vite.config.ts
go.mod
infra/launchd/corpus-embed.sh
infra/pgbouncer/README.md
internal/aioe/backfill.go
internal/aioe/compute.go
internal/aioe/compute_test.go
internal/aioe/lockguard_test.go
internal/aioe/profile.go
internal/aioe/profile_test.go
internal/aioe/simulate.go
internal/aioe/simulate_test.go
internal/aioe/sqlguard_test.go
internal/aioe/updater.go
internal/integration/activity_integration_test.go
internal/integration/admin_integration_test.go
internal/integration/ai_phase1_integration_test.go
internal/integration/ai_phase8_integration_test.go
internal/integration/aioe_backfill_integration_test.go
internal/integration/aioe_integration_test.go
internal/integration/aioe_shadow_integration_test.go
internal/integration/alerts_integration_test.go
internal/integration/analytics_integration_test.go
internal/integration/auth_integration_test.go
internal/integration/bench_import_integration_test.go
internal/integration/bid_outcomes_integration_test.go
internal/integration/brain_integration_test.go
internal/integration/calibration_test.go
internal/integration/capture_readiness_integration_test.go
internal/integration/clearance_provenance_integration_test.go
internal/integration/clearance_reference_integration_test.go
internal/integration/collision_integration_test.go
internal/integration/command_center_d_integration_test.go
internal/integration/connector_icims_integration_test.go
internal/integration/cross_tool_consistency_integration_test.go
internal/integration/curation_integration_test.go
internal/integration/dataflow_pipeline_integration_test.go
internal/integration/eeo_adverse_impact_test.go
internal/integration/eeo_dry_run_integration_test.go
internal/integration/fairness_snapshot_integration_test.go
internal/integration/federal_signal_integration_test.go
internal/integration/graph_agency_integration_test.go
internal/integration/graph_bench_integration_test.go
internal/integration/graph_bench_route_integration_test.go
internal/integration/graph_clearance_integration_test.go
internal/integration/graph_lifecycle_integration_test.go
internal/integration/graph_loop_integration_test.go
internal/integration/graph_market_integration_test.go
internal/integration/graph_route_integration_test.go
internal/integration/graph_skill_integration_test.go
internal/integration/graph_teaming_integration_test.go
internal/integration/graph_wage_integration_test.go
internal/integration/hybrid_search_tagged_integration_test.go
internal/integration/ingest_during_promotion_test.go
internal/integration/mag_reranker_integration_test.go
internal/integration/mag_reranker_live_integration_test.go
internal/integration/mag_timetofill_integration_test.go
internal/integration/mag_train_eval_integration_test.go
internal/integration/mag_win_probability_integration_test.go
internal/integration/megamind_integration_test.go
internal/integration/mission_areas_integration_test.go
internal/integration/mission_check_integration_test.go
internal/integration/mission_tags_integration_test.go
internal/integration/missionmatch_support_integration_test.go
internal/integration/oews_national_integration_test.go
internal/integration/opportunity_records_integration_test.go
internal/integration/pipeline_integration_test.go
internal/integration/placement_integration_test.go
internal/integration/planner_integration_test.go
internal/integration/recruitmatch_integration_test.go
internal/integration/recruitmatch_stress_test.go
internal/integration/report_integration_test.go
internal/integration/requisition_integration_test.go
internal/integration/requisition_stress_test.go
internal/integration/retrieval_recall_integration_test.go
internal/integration/retrieval_snippet_integration_test.go
internal/integration/revenue_at_risk_integration_test.go
internal/integration/rls_integration_test.go
internal/integration/scope_review_test.go
internal/integration/screenmatch_evaluation_integration_test.go
internal/integration/slatematch_integration_test.go
internal/integration/sourcing_ingest_integration_test.go
internal/integration/staffing_integration_test.go
internal/integration/task_integration_test.go
internal/integration/teaching_producer_integration_test.go
internal/integration/tenant_mission_tag_integration_test.go
internal/integration/testdata/retrieval_qrels.json
internal/integration/vendor_integration_test.go
internal/integration/version_counter_test.go
internal/modules/ai/audit_failclosed_test.go
internal/modules/ai/bid_baserate.go
internal/modules/ai/bid_baserate_test.go
internal/modules/ai/capture_readiness.go
internal/modules/ai/capture_readiness_route.go
internal/modules/ai/capture_readiness_test.go
internal/modules/ai/curation.go
internal/modules/ai/curation_apply.go
internal/modules/ai/curation_handler.go
internal/modules/ai/curation_test.go
internal/modules/ai/egress.go
internal/modules/ai/egress_test.go
internal/modules/ai/feed.go
internal/modules/ai/feed_test.go
internal/modules/ai/graph_agency.go
internal/modules/ai/graph_agency_test.go
internal/modules/ai/graph_bench.go
internal/modules/ai/graph_bench_test.go
internal/modules/ai/graph_clearance.go
internal/modules/ai/graph_clearance_test.go
internal/modules/ai/graph_lifecycle.go
internal/modules/ai/graph_lifecycle_test.go
internal/modules/ai/graph_loop.go
internal/modules/ai/graph_loop_test.go
internal/modules/ai/graph_market.go
internal/modules/ai/graph_market_test.go
internal/modules/ai/graph_route.go
internal/modules/ai/graph_route_test.go
internal/modules/ai/graph_skill.go
internal/modules/ai/graph_skill_test.go
internal/modules/ai/graph_teaming.go
internal/modules/ai/graph_teaming_test.go
internal/modules/ai/graph_wage.go
internal/modules/ai/graph_wage_test.go
internal/modules/ai/handler.go
internal/modules/ai/handler_test.go
internal/modules/ai/knowledge.go
internal/modules/ai/knowledge_test.go
internal/modules/ai/mag.go
internal/modules/ai/mag_test.go
internal/modules/ai/memory.go
internal/modules/ai/mission.go
internal/modules/ai/mission_test.go
internal/modules/ai/opportunity_route_test.go
internal/modules/ai/orchestrator.go
internal/modules/ai/planner.go
internal/modules/ai/planner_test.go
internal/modules/ai/retrieval.go
internal/modules/ai/safety.go
internal/modules/ai/safety_test.go
internal/modules/ai/scaffolds.go
internal/modules/ai/stress_test.go
internal/modules/ai/suppression.go
internal/modules/ai/suppression_test.go
internal/modules/ai/tag.go
internal/modules/ai/tag_test.go
internal/modules/ai/teaching.go
internal/modules/ai/teaching_test.go
internal/modules/ai/vectorguard.go
internal/modules/ai/vectorguard_test.go
internal/modules/ai/vendor.go
internal/modules/ai/vendor_test.go
internal/modules/aioe/dto.go
internal/modules/aioe/handler.go
internal/modules/aioe/service.go
internal/modules/alerts/dto.go
internal/modules/alerts/dto_test.go
internal/modules/alerts/handler.go
internal/modules/alerts/repo.go
internal/modules/alerts/service.go
internal/modules/auth/dto.go
internal/modules/auth/handler.go
internal/modules/auth/handler_test.go
internal/modules/auth/helpers.go
internal/modules/auth/invite_delivery.go
internal/modules/auth/profile.go
internal/modules/auth/service.go
internal/modules/auth/service_security_test.go
internal/modules/auth/service_users.go
internal/modules/auth/status_helper_test.go
internal/modules/awards/dto.go
internal/modules/awards/handler.go
internal/modules/awards/pool.go
internal/modules/awards/service.go
internal/modules/bidoutcomes/dto.go
internal/modules/bidoutcomes/handler.go
internal/modules/bidoutcomes/repo.go
internal/modules/bidoutcomes/service.go
internal/modules/bidoutcomes/service_test.go
internal/modules/careers/careers.go
internal/modules/careers/careers_test.go
internal/modules/careers/handler.go
internal/modules/careers/manage.go
internal/modules/careers/scheduling.go
internal/modules/careers/source_test.go
internal/modules/collab/handler.go
internal/modules/collab/json.go
internal/modules/collab/service.go
internal/modules/collab/service_test.go
internal/modules/commandcenter/commandcenter_test.go
internal/modules/commandcenter/dto.go
internal/modules/commandcenter/executive.go
internal/modules/commandcenter/executive_test.go
internal/modules/commandcenter/handler.go
internal/modules/commandcenter/normalize_test.go
internal/modules/commandcenter/revenue_at_risk_test.go
internal/modules/commandcenter/service.go
internal/modules/commandcenter/service_adopt.go
internal/modules/commandcenter/service_assignment.go
internal/modules/commandcenter/service_federal_signal.go
internal/modules/commandcenter/service_federal_signal_test.go
internal/modules/commandcenter/service_queries.go
internal/modules/commandcenter/service_upcoming.go
internal/modules/eeo/dto.go
internal/modules/eeo/fairness.go
internal/modules/eeo/fairness_test.go
internal/modules/eeo/handler.go
internal/modules/eeo/ranking.go
internal/modules/eeo/repo.go
internal/modules/eeo/service.go
internal/modules/eeo/service_test.go
internal/modules/federalsignal/fetch.go
internal/modules/federalsignal/fetch_test.go
internal/modules/federalsignal/repo.go
internal/modules/federalsignal/service.go
internal/modules/federalsignal/service_test.go
internal/modules/federalsignal/tenant_tag.go
internal/modules/federalsignal/tenant_tag_repo.go
internal/modules/federalsignal/tenant_tag_test.go
internal/modules/governance/handler.go
internal/modules/governance/service.go
internal/modules/matching/access_filter.go
internal/modules/matching/access_handler.go
internal/modules/matching/acronymresolver.go
internal/modules/matching/acronymresolver_test.go
internal/modules/matching/aliasresolver.go
internal/modules/matching/aliasresolver_test.go
internal/modules/matching/candidate_documents.go
internal/modules/matching/candidate_documents_test.go
internal/modules/matching/candidate_search.go
internal/modules/matching/candidate_search_test.go
internal/modules/matching/chainedresolver.go
internal/modules/matching/chainedresolver_test.go
internal/modules/matching/clamp_test.go
internal/modules/matching/convert.go
internal/modules/matching/convert_test.go
internal/modules/matching/dto.go
internal/modules/matching/engine/codes.go
internal/modules/matching/engine/codes_test.go
internal/modules/matching/engine/engine.go
internal/modules/matching/engine/engine_test.go
internal/modules/matching/engine/frozen_test.go
internal/modules/matching/engine/golden_test.go
internal/modules/matching/engine/stress_test.go
internal/modules/matching/engine/types.go
internal/modules/matching/engine/weights.go
internal/modules/matching/engine/weights_test.go
internal/modules/matching/eval/eval.go
internal/modules/matching/eval/eval_test.go
internal/modules/matching/golden_test.go
internal/modules/matching/handler.go
internal/modules/matching/intel.go
internal/modules/matching/intel_test.go
internal/modules/matching/intelligence/access.go
internal/modules/matching/intelligence/access_test.go
internal/modules/matching/intelligence/clearance_provenance_test.go
internal/modules/matching/intelligence/intelligence.go
internal/modules/matching/intelligence/intelligence_test.go
internal/modules/matching/lists.go
internal/modules/matching/merge.go
internal/modules/matching/merge_test.go
internal/modules/matching/mission_service.go
internal/modules/matching/missioncheck.go
internal/modules/matching/missioncheck_convert.go
internal/modules/matching/missioncheck_dto.go
internal/modules/matching/missioncheck_test.go
internal/modules/matching/notice_gate_test.go
internal/modules/matching/rerank.go
internal/modules/matching/reuse.go
internal/modules/matching/service.go
internal/modules/matching/service_test.go
internal/modules/matching/skillmatcher.go
internal/modules/matching/skillmatcher_test.go
internal/modules/matching/slate_csv_test.go
internal/modules/matching/slate_service.go
internal/modules/matching/testdata/v1.3.0/README.md
internal/modules/matching/testdata/v1.3.0/cyber_architect/fixtures.json
internal/modules/matching/testdata/v1.3.0/data_scientist/fixtures.json
internal/modules/matching/testdata/v1.3.0/general_labor/fixtures.json
internal/modules/matching/testdata/v1.3.0/intelligence_analyst/fixtures.json
internal/modules/matching/testdata/v1.3.0/manifest.json
internal/modules/matching/testhelp_test.go
internal/modules/missionmatch/handler.go
internal/modules/missionmatch/handler_test.go
internal/modules/ontology/adapters/calc.go
internal/modules/ontology/adapters/calc_test.go
internal/modules/ontology/adapters/corpus.go
internal/modules/ontology/adapters/corpus_test.go
internal/modules/ontology/adapters/nice.go
internal/modules/ontology/adapters/nice_test.go
internal/modules/ontology/adapters/onet.go
internal/modules/ontology/adapters/onet_test.go
internal/modules/ontology/adapters/psc.go
internal/modules/ontology/adapters/psc_test.go
internal/modules/ontology/ingest.go
internal/modules/ontology/ingest_test.go
internal/modules/ontology/record.go
internal/modules/ontology/record_test.go
internal/modules/ontology/source.go
internal/modules/ontology/writer.go
internal/modules/opportunities/amendment_view.go
internal/modules/opportunities/capture_dto.go
internal/modules/opportunities/capture_handler.go
internal/modules/opportunities/capture_handler_test.go
internal/modules/opportunities/capture_service.go
internal/modules/opportunities/document_handler.go
internal/modules/opportunities/document_service.go
internal/modules/opportunities/document_service_test.go
internal/modules/opportunities/draftgen.go
internal/modules/opportunities/draftgen_test.go
internal/modules/opportunities/dto.go
internal/modules/opportunities/extract.go
internal/modules/opportunities/extract_tables.go
internal/modules/opportunities/extract_tables_test.go
internal/modules/opportunities/extract_test.go
internal/modules/opportunities/gate.go
internal/modules/opportunities/gate_handler.go
internal/modules/opportunities/handler.go
internal/modules/opportunities/normalize.go
internal/modules/opportunities/normalize_test.go
internal/modules/opportunities/pool.go
internal/modules/opportunities/promotion_service.go
internal/modules/opportunities/scope_service.go
internal/modules/opportunities/scope_splitmerge.go
internal/modules/opportunities/scope_splitmerge_test.go
internal/modules/opportunities/service.go
internal/modules/opportunities/teaming.go
internal/modules/opportunities/teaming_handler.go
internal/modules/opportunities/teaming_test.go
internal/modules/opportunities/versioning.go
internal/modules/opportunity_intelligence/adapters/README.md
internal/modules/opportunity_intelligence/adapters/convert.go
internal/modules/opportunity_intelligence/adapters/convert_awards.go
internal/modules/opportunity_intelligence/adapters/convert_awards_test.go
internal/modules/opportunity_intelligence/adapters/convert_test.go
internal/modules/opportunity_intelligence/adapters/fallback.go
internal/modules/opportunity_intelligence/adapters/fallback_test.go
internal/modules/opportunity_intelligence/adapters/forecast.go
internal/modules/opportunity_intelligence/adapters/forecast_test.go
internal/modules/opportunity_intelligence/adapters/sam.go
internal/modules/opportunity_intelligence/adapters/sam_contract_awards.go
internal/modules/opportunity_intelligence/adapters/stubs.go
internal/modules/opportunity_intelligence/adapters/stubs_test.go
internal/modules/opportunity_intelligence/adapters/usaspending.go
internal/modules/opportunity_intelligence/adapters/usaspending_test.go
internal/modules/opportunity_intelligence/dbwriter.go
internal/modules/opportunity_intelligence/dto.go
internal/modules/opportunity_intelligence/handler.go
internal/modules/opportunity_intelligence/ingest.go
internal/modules/opportunity_intelligence/ingest_test.go
internal/modules/opportunity_intelligence/pool.go
internal/modules/opportunity_intelligence/record.go
internal/modules/opportunity_intelligence/service.go
internal/modules/opportunity_intelligence/source.go
internal/modules/org/handler.go
internal/modules/org/service.go
internal/modules/org/service_test.go
internal/modules/org/settings_handler.go
internal/modules/org/settings_handler_test.go
internal/modules/org/teams_handler.go
internal/modules/platform/organizations.go
internal/modules/recruiting/activity_dto.go
internal/modules/recruiting/activity_service.go
internal/modules/recruiting/activity_test.go
internal/modules/recruiting/analytics_desk.go
internal/modules/recruiting/analytics_math.go
internal/modules/recruiting/analytics_math_test.go
internal/modules/recruiting/analytics_service.go
internal/modules/recruiting/dto.go
internal/modules/recruiting/economics_test.go
internal/modules/recruiting/errors.go
internal/modules/recruiting/exceptions.go
internal/modules/recruiting/goals.go
internal/modules/recruiting/goals_handler.go
internal/modules/recruiting/goals_test.go
internal/modules/recruiting/handler.go
internal/modules/recruiting/mailsync.go
internal/modules/recruiting/manager.go
internal/modules/recruiting/manager_test.go
internal/modules/recruiting/messaging.go
internal/modules/recruiting/messaging_handler.go
internal/modules/recruiting/messaging_test.go
internal/modules/recruiting/nopanic_test.go
internal/modules/recruiting/ownership.go
internal/modules/recruiting/pipeline_dto.go
internal/modules/recruiting/pipeline_service.go
internal/modules/recruiting/pipeline_stage.go
internal/modules/recruiting/pipeline_stage_test.go
internal/modules/recruiting/placement_dto.go
internal/modules/recruiting/placement_math.go
internal/modules/recruiting/placement_math_test.go
internal/modules/recruiting/placement_service.go
internal/modules/recruiting/reassign.go
internal/modules/recruiting/reassign_test.go
internal/modules/recruiting/redact.go
internal/modules/recruiting/redact_test.go
internal/modules/recruiting/report_csv.go
internal/modules/recruiting/report_csv_test.go
internal/modules/recruiting/report_service.go
internal/modules/recruiting/requisition_dto.go
internal/modules/recruiting/requisition_service.go
internal/modules/recruiting/requisition_status.go
internal/modules/recruiting/requisition_status_test.go
internal/modules/recruiting/service.go
internal/modules/recruiting/service_test.go
internal/modules/recruiting/task_dto.go
internal/modules/recruiting/task_service.go
internal/modules/recruiting/task_test.go
internal/modules/recruitmatch/derive.go
internal/modules/recruitmatch/derive_test.go
internal/modules/recruitmatch/dto.go
internal/modules/recruitmatch/handler.go
internal/modules/recruitmatch/service.go
internal/modules/recruitmatch/service_queries.go
internal/modules/screenmatch/handler.go
internal/modules/screenmatch/handler_test.go
internal/modules/slatematch/handler.go
internal/modules/slatematch/handler_test.go
internal/modules/sourcing/dto.go
internal/modules/sourcing/handler.go
internal/modules/sourcing/service.go
internal/modules/staffing/classify.go
internal/modules/staffing/classify_test.go
internal/modules/staffing/confidence.go
internal/modules/staffing/confidence_test.go
internal/modules/staffing/config.go
internal/modules/staffing/doc.go
internal/modules/staffing/dto.go
internal/modules/staffing/eeo_guard_test.go
internal/modules/staffing/errors.go
internal/modules/staffing/gap.go
internal/modules/staffing/handler.go
internal/modules/staffing/narrate.go
internal/modules/staffing/optimizer.go
internal/modules/staffing/optimizer_test.go
internal/modules/staffing/portfolio.go
internal/modules/staffing/proactive.go
internal/modules/staffing/service.go
internal/modules/staffing/types.go
internal/modules/staffing/value.go
internal/modules/staffing/value_test.go
internal/modules/termalias/termalias.go
internal/modules/wages/dto.go
internal/modules/wages/handler.go
internal/modules/wages/pool.go
internal/modules/wages/service.go
internal/platform/audit/audit.go
internal/platform/benchimport/benchimport.go
internal/platform/benchimport/benchimport_test.go
internal/platform/benchimport/infer.go
internal/platform/benchimport/resume_source.go
internal/platform/benchimport/structured_source.go
internal/platform/benchimport/structured_source_test.go
internal/platform/bls/bls.go
internal/platform/bls/bls_test.go
internal/platform/bls/occupations.go
internal/platform/bls/occupations_test.go
internal/platform/bls/profile.go
internal/platform/config/config.go
internal/platform/config/config_test.go
internal/platform/connector/connector.go
internal/platform/connector/icims.go
internal/platform/connector/icims_test.go
internal/platform/csvsafe/csvsafe.go
internal/platform/database/database.go
internal/platform/database/dbgen/awards.sql.go
internal/platform/database/dbgen/bench_import.sql.go
internal/platform/database/dbgen/candidates.sql.go
internal/platform/database/dbgen/db.go
internal/platform/database/dbgen/evaluations.sql.go
internal/platform/database/dbgen/foundation.sql.go
internal/platform/database/dbgen/governance.sql.go
internal/platform/database/dbgen/mission_tags.sql.go
internal/platform/database/dbgen/models.go
internal/platform/database/dbgen/opportunities.sql.go
internal/platform/database/dbgen/opportunity_records.sql.go
internal/platform/database/dbgen/querier.go
internal/platform/database/dbgen/requirements.sql.go
internal/platform/database/dbgen/sam.sql.go
internal/platform/database/dbgen/skills.sql.go
internal/platform/database/dbgen/slates.sql.go
internal/platform/database/dbgen/sourcing.sql.go
internal/platform/database/dbgen/staffing.sql.go
internal/platform/database/dbgen/teaching.sql.go
internal/platform/database/dbgen/wages.sql.go
internal/platform/database/roles.go
internal/platform/database/roles_test.go
internal/platform/directory/directory.go
internal/platform/docextract/docextract.go
internal/platform/docextract/docextract_test.go
internal/platform/docextract/testdata/sample.html
internal/platform/docextract/testdata/sample.txt
internal/platform/embeddings/embeddings.go
internal/platform/embeddings/embeddings_test.go
internal/platform/embeddings/megamind.go
internal/platform/eval/metrics.go
internal/platform/eval/metrics_test.go
internal/platform/extraction/deterministic.go
internal/platform/extraction/deterministic_test.go
internal/platform/extraction/extraction.go
internal/platform/federated/accountant.go
internal/platform/federated/accountant_test.go
internal/platform/federated/federated.go
internal/platform/federated/federated_test.go
internal/platform/federated/reachability_gate_test.go
internal/platform/forecast/forecast.go
internal/platform/forecast/forecast_test.go
internal/platform/forecast/gsa.go
internal/platform/forecast/source.go
internal/platform/forecast/source_test.go
internal/platform/icalendar/icalendar.go
internal/platform/icalendar/icalendar_test.go
internal/platform/identity/identity.go
internal/platform/imapclient/imapclient.go
internal/platform/imapclient/parse.go
internal/platform/imapclient/parse_test.go
internal/platform/inference/breaker.go
internal/platform/inference/breaker_test.go
internal/platform/inference/client.go
internal/platform/inference/client_test.go
internal/platform/inference/types.go
internal/platform/learn/dataset.go
internal/platform/learn/dataset_test.go
internal/platform/learn/logistic.go
internal/platform/learn/logistic_test.go
internal/platform/learn/metrics.go
internal/platform/learn/metrics_test.go
internal/platform/learn/pairwise.go
internal/platform/learn/pairwise_test.go
internal/platform/learn/survival.go
internal/platform/learn/survival_test.go
internal/platform/magstore/eval.go
internal/platform/magstore/magstore.go
internal/platform/magstore/rerank.go
internal/platform/magstore/rerank_test.go
internal/platform/magstore/survival.go
internal/platform/magstore/train.go
internal/platform/mailer/mailer.go
internal/platform/mailer/mailer_test.go
internal/platform/marketintel/provider.go
internal/platform/marketintel/usaspending.go
internal/platform/marketintel/usaspending_test.go
internal/platform/missionclass/crosswalk.go
internal/platform/missionclass/labor.go
internal/platform/missionclass/labor_test.go
internal/platform/missionclass/missionclass.go
internal/platform/missionclass/missionclass_test.go
internal/platform/missionclass/vocab.go
internal/platform/missionclass/vocab_test.go
internal/platform/obs/obs.go
internal/platform/obs/obs_test.go
internal/platform/orgsettings/policy.go
internal/platform/orgsettings/scope.go
internal/platform/orgsettings/scope_test.go
internal/platform/orgsettings/secrets.go
internal/platform/orgsettings/settings.go
internal/platform/orgsettings/settings_test.go
internal/platform/orgsettings/source_test.go
internal/platform/ratelimit/ratelimit.go
internal/platform/ratelimit/ratelimit_test.go
internal/platform/samawards/client.go
internal/platform/samawards/normalize.go
internal/platform/samawards/normalize_test.go
internal/platform/samgov/client.go
internal/platform/samgov/client_test.go
internal/platform/samgov/normalize.go
internal/platform/samgov/normalize_test.go
internal/platform/samgov/profile.go
internal/platform/samgov/types.go
internal/platform/scrub/binding_sites_test.go
internal/platform/scrub/fixtures_test.go
internal/platform/scrub/scrub.go
internal/platform/scrub/scrub_test.go
internal/platform/security/aesgcm.go
internal/platform/security/aesgcm_test.go
internal/platform/security/csrf.go
internal/platform/security/csrf_test.go
internal/platform/security/doc.go
internal/platform/security/matrix_test.go
internal/platform/security/password.go
internal/platform/security/password_test.go
internal/platform/security/pepper.go
internal/platform/security/platform_gate_test.go
internal/platform/security/rbac.go
internal/platform/security/rbac_middleware.go
internal/platform/security/rbac_test.go
internal/platform/security/recordscope.go
internal/platform/security/recordscope_test.go
internal/platform/security/recovery.go
internal/platform/security/sensitivity.go
internal/platform/security/sensitivity_test.go
internal/platform/security/session_token.go
internal/platform/security/token_recovery_test.go
internal/platform/security/tools.go
internal/platform/security/tools_byrule_test.go
internal/platform/security/tools_test.go
internal/platform/security/totp.go
internal/platform/security/totp_test.go
internal/platform/sourcing/ingest.go
internal/platform/sourcing/ingest_bench.go
internal/platform/sourcing/ingest_bench_test.go
internal/platform/sourcing/pdl.go
internal/platform/sourcing/pdl_test.go
internal/platform/sourcing/provider.go
internal/platform/storage/storage.go
internal/platform/storage/storage_test.go
internal/platform/tenant/tenant.go
internal/platform/tenant/tenant_test.go
internal/platform/tenantpool/manager.go
internal/platform/tenantpool/manager_test.go
ops/m4/README.md
ops/m4/gateway-backend.sh
ops/m4/missionmatch-recover.sh
scripts/deploy.sh
sqlc.yaml
tools/verify/secret-sweep/remote-scan.sh
tools/verify/secret-sweep/sweep.sh
tools/verify/stress/httpload.go
tools/verify/stress/main.go
tools/verify/stress/phase2.go
tools/verify/visual-sweep/sweep.js
tools/verify/walkthrough/README.txt
tools/verify/walkthrough/operator-console.sh
tools/verify/walkthrough/recruiting-funnel.sh

Behavior & verification limits

Original project documentation

The following documentation is preserved as a dated source account. Claims in it retain the source’s wording and must be read alongside the implementation notes above.

Cleared Workforce Intelligence Platform for US government contractors. Go backend (mm-api), Vite and React frontend, PostgreSQL 16 with pgvector. The grounding doc docs/STACK_DECISIONS.md is the law; CLAUDE.md holds the hard rules (no Python, no dashes in written output, secrets server side only).

Build

The release build is FIPS validated (linux amd64):

make build        # mm-api, the sync jobs, and provision-org, all GOFIPS140=v1.0.0
make test         # unit suite, no database
make ci-gates     # the security gates: no X-Org-ID in the release binary, FIPS stamp present

Run with GODEBUG=fips140=on so the runtime uses the validated module that the build selected.

Authentication and Accounts (Phase 2)

The auth module (internal/modules/auth, primitives in internal/platform/security) issues opaque server side sessions and feeds the validated org into Postgres RLS, replacing the dev X-Org-ID header. Password hashing is PBKDF2 HMAC SHA 256 under the FIPS module; MFA is mandatory TOTP. See CLAUDE.md for the locked decisions and docs/STACK_DECISIONS.md section 7 for the rationale.

Secrets

All auth secrets load from the environment (on Bubbles, /etc/missionmatch/api.env, root owned 0600). Generate each with openssl rand -base64 32:

MM_CREDENTIAL_PEPPER   MM_TOTP_KEK (exactly 32 bytes)   MM_CSRF_KEY   MM_RECOVERY_LOOKUP_KEY

Production also requires MM_REQUIRE_FIPS=true, MM_ALLOW_DEV_HEADER_AUTH=false, a government MM_CLOUD, and a real MM_DATABASE_URL; the server refuses to start otherwise. See .env.example.

Bootstrap an organization

Org creation is provisioning plus invites only (no public signup). The first org and owner are created by the migrator role:

make provision-org NAME="Galapagos Federal Systems" SLUG=galapagos \
    EMAIL=owner@example.com OWNER="Owner Name"

It prints the org id, the owner user id, and a one time activation token. Delivery is manual at pilot: hand the owner the token, they redeem it at POST /api/auth/invite/accept with {token, password}, then enroll MFA. Additional users join the same way through POST /api/users/invite (an owner or admin, bounded to roles below their own).

Integration tests

The live suite runs against PG16 over Tailscale and is behind the integration build tag:

MM_APP_DSN=postgres://missionmatch_app:...@100.94.8.94:5432/missionmatch?sslmode=require \
MM_MIGRATOR_DSN=postgres://missionmatch_migrator:...@100.94.8.94:5432/missionmatch?sslmode=require \
make test-integration

Apply migrations first with make migrate-up (migrator DSN). make test excludes this suite.

Release blocker

The dev/pilot Postgres on M4 is NOT reboot durable (PGDATA lives on an external volume that macOS launchd cannot own). Credentials, MFA enrollments, and session state now live there, so a reboot would lock every user out with no recovery. Before this auth ships to any real pilot user, make the database reboot durable with scheduled backups and one tested restore.

Equations in this build

138 linked mathematical records. Each opens its notation, interpretation and source.

main · pageCap bounds a single NAICS pull (limit 1000 * 5

This relation defines pageCap bounds a single NAICS pull (limit 1000 * 5 in the source section “main · pageCap bounds a single NAICS pull (limit 1000 * 5”. It specifies the…

func TestCaptureReadinessComposesTheBidDecision(t testing.T) · 0.350.5 + 0.300.667 + 0.200.2 + 0.15*0.3

This relation defines 0.35*0.5 + 0.30*0.667 + 0.20*0.2 + 0.15*0.3 in the source section “func TestCaptureReadinessComposesTheBidDecision(t *testing.T) · 0.35*0.5 + 0.30*0.667 +…

cross_tool_consistency_integration_test · relocate to while still being available (50). 25 + 25 + 15 + 0 + 5 + 5

This relation defines relocate to while still being available (50). 25 + 25 + 15 + 0 + 5 + 5 in the source section “cross_tool_consistency_integration_test · relocate to while…

func TestAdverseImpactComplianceJoin(t *testing.T) · Female ratio

This relation defines Female ratio in the source section “func TestAdverseImpactComplianceJoin(t *testing.T) · Female ratio”. It specifies the displayed relationship between the…

eeo_dry_run_integration_test · The test asserts structural correctness (rates in [0,1], ratio

This relation defines The test asserts structural correctness (rates in [0,1], ratio in the source section “eeo_dry_run_integration_test · The test asserts structural correctness…

func TestEEOAdverseImpactDryRun(t *testing.T)

This relation defines The approval pattern is deterministic: candidate index mod 3 != 0 is approved. in the source section “func TestEEOAdverseImpactDryRun(t *testing.T)”. Uses a…

func TestEEOAdverseImpactDryRun(t *testing.T)

This relation defines Candidates at position i%10 == 0 (indices 0, 10, 20 ...) receive NO demographics row. in the source section “func TestEEOAdverseImpactDryRun(t *testing.T)”.…

func TestEEOAdverseImpactDryRun(t *testing.T)

This relation defines no demographics row. So among candidates who have demographics (i%10 != 0): in the source section “func TestEEOAdverseImpactDryRun(t *testing.T)”. Uses a…

func TestEEOAdverseImpactDryRun(t *testing.T) · male: positions 3,5,8,9 of each 10 block. Even: 8. Count per 10

This relation defines male: positions 3,5,8,9 of each 10 block. Even: 8. Count per 10 in the source section “func TestEEOAdverseImpactDryRun(t *testing.T) · male: positions…

func assertRatesInBounds(t *testing.T, rows []eeo.ImpactRow, label string)

This relation defines impact ratio (i.e., the reference group count >= 2 so ratios are not all "n/a"). in the source section “func assertRatesInBounds(t *testing.T, rows…

func TestFairnessSnapshotTimeSeries(t *testing.T) · Female ratio

This relation defines Female ratio in the source section “func TestFairnessSnapshotTimeSeries(t *testing.T) · Female ratio”. It specifies the displayed relationship between the…

func TestFairnessSnapshotTimeSeries(t *testing.T) · approved 7 of 22 (7 from batch 1 plus 0 of 12 new), rate 0.318, ratio 0.318 / 0.80

This relation defines approved 7 of 22 (7 from batch 1 plus 0 of 12 new), rate 0.318, ratio 0.318 / 0.80 in the source section “func TestFairnessSnapshotTimeSeries(t *testing.T) ·…

func TestBenchRouteSuppressesSubKInAnswerPath(t *testing.T) · holds

This relation defines holds in the source section “func TestBenchRouteSuppressesSubKInAnswerPath(t *testing.T) · holds”. It specifies the displayed relationship between the named…

func TestG3SkillSubstitutionClosure(t testing.T) · The deep node at depth 3 carries the product of the three edge strengths (0.90 0.80 * 0.70

This relation defines The deep node at depth 3 carries the product of the three edge strengths (0.90 * 0.80 * 0. in the source section “func TestG3SkillSubstitutionClosure(t…

func TestRetrievalRecallGate(t *testing.T)

This relation defines meanRecall@10 >= 0.8: a healthy search recalls nearly every relevant id within the top ten in the source section “func TestRetrievalRecallGate(t…

func TestRetrievalRecallGate(t *testing.T)

This relation defines meanMRR >= 0.5: a healthy search puts a relevant candidate in the top two on average (rank in the source section “func TestRetrievalRecallGate(t…

func TestRetrievalRecallGate(t *testing.T)

This relation defines meanNDCG@10 >= 0.6: nDCG rewards ranking the relevant ids high, not merely present. 0.6 is in the source section “func TestRetrievalRecallGate(t…

func TestPerfectScorePersistsViaService(t *testing.T)

This relation defines Requirement with nothing required in the source section “func TestPerfectScorePersistsViaService(t *testing.T)”. It specifies the displayed relationship…

func TestVendorScorecardComputesOutcomeRatios(t *testing.T) · performance_score

This relation defines performance_score in the source section “func TestVendorScorecardComputesOutcomeRatios(t *testing.T) · performance_score”. It specifies the displayed…

func TestScoreCaptureReadinessIsAnExactWeightedAverage(t *testing.T)

This relation defines every factor at 1.0 and the weights summing to one in the source section “func TestScoreCaptureReadinessIsAnExactWeightedAverage(t *testing.T)”. It specifies…

mag · log odds

This relation defines log odds in the source section “mag · log odds”. It specifies the displayed relationship between the named quantities or parameters. Its interpretation…

func decimalFromCell(v any) (decimal.Decimal, bool) · An invalid (NULL) or non finite numeric is an honest ok false; a finite one is value

This relation defines An invalid (NULL) or non finite numeric is an honest ok false; a finite one is value in the source section “func decimalFromCell(v any) (decimal.Decimal,…

func TestScoreModelIntentGolden(t testing.T) · The log odds is intercept + 0.5 0.4

This relation defines The log odds is intercept + 0.5 * 0.4 in the source section “func TestScoreModelIntentGolden(t *testing.T) · The log odds is intercept + 0.5 * 0.4”. It…

func TestScoreModelIntentGolden(t *testing.T) · The trace: the intercept term (value 1, coefficient and contribution

This relation defines The trace: the intercept term (value 1, coefficient and contribution in the source section “func TestScoreModelIntentGolden(t *testing.T) · The trace: the…

func TestScoreModelIntentGolden(t *testing.T) · sigmoid(0.6054651081)

This relation defines sigmoid(0.6054651081) in the source section “func TestScoreModelIntentGolden(t *testing.T) · sigmoid(0.6054651081)”. Applies an exponential factor. The…

func TestScoreModelIntentPriorOnlyReturnsBaseRate(t *testing.T) · The base rate is sigmoid(logit(0.60))

This relation defines The base rate is sigmoid(logit(0.60)) in the source section “func TestScoreModelIntentPriorOnlyReturnsBaseRate(t *testing.T) · The base rate is…

func HybridSearch(ctx context.Context, db tenant.DB, client inference.Client, query, mission string, limit int) ([]Hit, error)

This relation defines MATERIALIZED two arm fusion with k in the source section “func HybridSearch(ctx context.Context, db *tenant.DB, client *inference.Client, query, mission…

func referencedTables(lowerSQL string) []string

This relation defines vendor_quality_distribution BENCH intent joins them to the frozen candidate_evaluations ba in the source section “func referencedTables(lowerSQL string)…

suppression · 2026-06-30 de identification research (NIST SP 800-188, FCSM WP22, l diversity, NYC LL144): k

This relation defines 2026-06-30 de identification research (NIST SP 800-188, FCSM WP22, l diversity, NYC LL144) in the source section “suppression · 2026-06-30 de identification…

func (it QueryIntent) IsSQLIntent() bool

This relation defines vendor_quality_distribution is a BENCH intent (person derived headcount partition, k in the source section “func (it QueryIntent) IsSQLIntent() bool”. It…

func TestFoldClearanceGapOverride(t *testing.T)

This relation defines no clearance required (none) with score 0 in the source section “func TestFoldClearanceGapOverride(t *testing.T)”. It specifies the displayed relationship…

vendor

This relation defines - vendor_quality_distribution: a BENCH intent, k in the source section “vendor”. It specifies the displayed relationship between the named quantities or…

vendor

This relation defines IntentVendorQualityDistribution is the registered name of the k in the source section “vendor”. It specifies the displayed relationship between the named…

func TestVendorReadsDedupePerCandidate(t *testing.T)

This relation defines (evaluated_candidates >= 10), else NULL. The floor counts PEOPLE, not submissions, so a ha in the source section “func TestVendorReadsDedupePerCandidate(t…

func TestRevenueAtRiskDecimalSumExact(t *testing.T) · 1234567.89 + 2000000.10

This relation defines 1234567.89 + 2000000.10 in the source section “func TestRevenueAtRiskDecimalSumExact(t *testing.T) · 1234567.89 + 2000000.10”. It specifies the displayed…

func TestMissionReadinessImpactPct(t *testing.T) · demandedTotal

This relation defines demandedTotal in the source section “func TestMissionReadinessImpactPct(t *testing.T) · demandedTotal”. It specifies the displayed relationship between the…

func TestMissionReadinessImpactPct(t *testing.T)

This relation defines Rounding: unmet 1 of demanded 3 in the source section “func TestMissionReadinessImpactPct(t *testing.T)”. It specifies the displayed relationship between the…

service

This relation defines WCC composite weights (DISTINCT from the engine's per-candidate weights). Sum == 1.00 (tes in the source section “service”. It specifies the displayed…

func opportunitiesFromAssignment(reqs []reqMeta, assigned map[string]int, opp map[string]oppInfo) ([]Opportunity, int)

This relation defines + required level. Banner staffing_gaps == sum of these (incl Uncategorized) so they reconc in the source section “func opportunitiesFromAssignment(reqs…

drivers

This relation defines drivers computes the four "inventory coverage" drivers (a requirement is COVERED iff >=1 q in the source section “drivers”. It specifies the displayed…

func TestFourFifthsFlagsDisparateRate(t *testing.T) · male 8/10 (rate 0.80), female 4/10 (rate 0.40). Female ratio

This relation defines male 8/10 (rate 0.80), female 4/10 (rate 0.40). Female ratio in the source section “func TestFourFifthsFlagsDisparateRate(t *testing.T) · male 8/10 (rate…

func TestFourFifthsDoesNotFlagBalanced(t *testing.T) · male 8/10 (0.80), female 7/10 (0.70). Ratio 0.70/0.80

This relation defines male 8/10 (0.80), female 7/10 (0.70). Ratio 0.70/0.80 in the source section “func TestFourFifthsDoesNotFlagBalanced(t *testing.T) · male 8/10 (0.80), female…

engine

This relation defines Band cut points (CLAUDE.md): Green >= 90, Yellow 75–89.99, Red < 75. Inclusive lower bound in the source section “engine”. It specifies the displayed…

func TestLocationAvailabilityCombinations(t *testing.T) · available + exact location

This relation defines available + exact location in the source section “func TestLocationAvailabilityCombinations(t *testing.T) · available + exact location”. It specifies the…

func TestLocationAvailabilityCombinations(t *testing.T) · available + relocatable (wrong location)

This relation defines available + relocatable (wrong location) in the source section “func TestLocationAvailabilityCombinations(t *testing.T) · available + relocatable (wrong…

func TestLocationAvailabilityCombinations(t *testing.T) · unavailable + exact location

This relation defines unavailable + exact location in the source section “func TestLocationAvailabilityCombinations(t *testing.T) · unavailable + exact location”. It specifies the…

func TestLocationAvailabilityCombinations(t *testing.T) · remote allowed + remote candidate

This relation defines remote allowed + remote candidate in the source section “func TestLocationAvailabilityCombinations(t *testing.T) · remote allowed + remote candidate”. It…

func TestGoldenScoringSnapshot(t *testing.T) · Skills 50. Total 25+12.5+15+15+10+10

This relation defines Skills 50. Total 25+12.5+15+15+10+10 in the source section “func TestGoldenScoringSnapshot(t *testing.T) · Skills 50. Total 25+12.5+15+15+10+10”. It…

func TestGoldenScoringSnapshot(t *testing.T) · Total 0+12.5+0+0+6+7.5

This relation defines Total 0+12.5+0+0+6+7.5 in the source section “func TestGoldenScoringSnapshot(t *testing.T) · Total 0+12.5+0+0+6+7.5”. It specifies the displayed relationship…

func ToEngineRequirement(id string, rj RequirementJSON) engine.Requirement

This relation defines (Red in the source section “func ToEngineRequirement(id string, rj RequirementJSON) engine.Requirement”. It specifies the displayed relationship between the…

func ToEngineRequirement(id string, rj RequirementJSON) engine.Requirement · FP

This relation defines FP in the source section “func ToEngineRequirement(id string, rj RequirementJSON) engine.Requirement · FP”. It specifies the displayed relationship between…

func (m ConfusionMatrix) BandPrecision(b engine.Band) float64 · FN

This relation defines FN in the source section “func (m ConfusionMatrix) BandPrecision(b engine.Band) float64 · FN”. It specifies the displayed relationship between the named…

func fixtureGreen() eval.Fixture

This relation defines Clearance 100*0.25 in the source section “func fixtureGreen() eval.Fixture”. It specifies the displayed relationship between the named quantities or…

func fixtureGreen() eval.Fixture

This relation defines Exp 100*0.10 in the source section “func fixtureGreen() eval.Fixture”. It specifies the displayed relationship between the named quantities or parameters.…

func fixtureYellowOneMandatorySkillShort() eval.Fixture

This relation defines Missing mandatory Machine Learning. Skills 50%. Clearance 100*0.25 in the source section “func fixtureYellowOneMandatorySkillShort() eval.Fixture”. Uses a…

func fixtureYellowOneMandatorySkillShort() eval.Fixture

This relation defines Certs 100*0.15 in the source section “func fixtureYellowOneMandatorySkillShort() eval.Fixture”. It specifies the displayed relationship between the named…

func fixtureRedExpiredClearance() eval.Fixture · Total

This relation defines Total in the source section “func fixtureRedExpiredClearance() eval.Fixture · Total”. It specifies the displayed relationship between the named quantities or…

func fixtureRedExpiredClearance() eval.Fixture

This relation defines no experience with the required customer agency. The engine scores: clearance 100*0.25 in the source section “func fixtureRedExpiredClearance()…

func fixtureRedExpiredClearance() eval.Fixture

This relation defines skills 100*0.25 in the source section “func fixtureRedExpiredClearance() eval.Fixture”. It specifies the displayed relationship between the named quantities…

func fixtureRedExpiredClearance() eval.Fixture · location 100*0.10=10. Total

This relation defines location 100*0.10 in the source section “func fixtureRedExpiredClearance() eval.Fixture · location 100*0.10=10. Total”. It specifies the displayed…

func TestConfusionMatrixPrecisionAndRecall(t *testing.T) · Green precision

This relation defines Green precision in the source section “func TestConfusionMatrixPrecisionAndRecall(t *testing.T) · Green precision”. It specifies the displayed relationship…

func TestConfusionMatrixPrecisionAndRecall(t *testing.T) · Green recall

This relation defines Green recall in the source section “func TestConfusionMatrixPrecisionAndRecall(t *testing.T) · Green recall”. It specifies the displayed relationship between…

func TestConfusionMatrixPrecisionAndRecall(t *testing.T) · Red recall

This relation defines Red recall in the source section “func TestConfusionMatrixPrecisionAndRecall(t *testing.T) · Red recall”. It specifies the displayed relationship between the…

func TestGoldenAliasExactMatch(t *testing.T)

This relation defines Skills component: 1 of 1 required met (the alias resolved) in the source section “func TestGoldenAliasExactMatch(t *testing.T)”. It specifies the displayed…

func TestGoldenAliasExactMatch(t *testing.T) · 0 years req, no location req, candidate is available). Total

This relation defines 0 years req, no location req, candidate is available). Total in the source section “func TestGoldenAliasExactMatch(t *testing.T) · 0 years req, no location…

func TestGoldenAliasExactMatch(t *testing.T)

This relation defines skill fraction is ratio(1,1) in the source section “func TestGoldenAliasExactMatch(t *testing.T)”. It specifies the displayed relationship between the named…

func TestGoldenRelationshipPartialCredit(t *testing.T) · Skills component: ratio(1,1)

This relation defines Skills component: ratio(1,1) in the source section “func TestGoldenRelationshipPartialCredit(t *testing.T) · Skills component: ratio(1,1)”. It specifies the…

func TestGoldenRelationshipPartialCredit(t *testing.T) · skills, which resolved to 100). Total

This relation defines skills, which resolved to 100). Total in the source section “func TestGoldenRelationshipPartialCredit(t *testing.T) · skills, which resolved to 100). Total”.…

func TestGoldenCompartmentSatisfied(t *testing.T) · All six dimensions score 100. Total

This relation defines All six dimensions score 100. Total in the source section “func TestGoldenCompartmentSatisfied(t *testing.T) · All six dimensions score 100. Total”. It…

func TestGoldenCompartmentSatisfied(t testing.T) · The total is: 00.25 + 1000.25 + 1000.15 + 1000.15 + 1000.10 + 100*0.10

This relation defines The total is: 0*0.25 + 100*0.25 + 100*0.15 + 100*0.15 + 100*0.10 + 100*0.10 in the source section “func TestGoldenCompartmentSatisfied(t *testing.T) · The…

func TestGoldenCompartmentSatisfied(t *testing.T)

This relation defines (RequiredLevel TS/SCI >= ClearanceConfidential, clearanceScore == 0). The band cap lowers in the source section “func TestGoldenCompartmentSatisfied(t…

func TestGoldenCompartmentMissing(t *testing.T) · Total

This relation defines Total in the source section “func TestGoldenCompartmentMissing(t *testing.T) · Total”. It specifies the displayed relationship between the named quantities…

func clearanceGapGoldenReq() engine.Requirement · are 100 (no requirements). The raw total is 00.25 + 1000.75

This relation defines are 100 (no requirements). The raw total is 0*0.25 + 100*0.75 in the source section “func clearanceGapGoldenReq() engine.Requirement · are 100 (no…

func TestGoldenClearanceGapCap(t testing.T) · Uncapped total: 00.25 + 1000.25 + 1000.15 + 1000.15 + 1000.10 + 100*0.10

This relation defines Uncapped total: 0*0.25 + 100*0.25 + 100*0.15 + 100*0.15 + 100*0.10 + 100*0.10 in the source section “func TestGoldenClearanceGapCap(t *testing.T) · Uncapped…

func TestGoldenMandatorySkillGapCap(t *testing.T) · Skills component: 3 of 4 required met

This relation defines Skills component: 3 of 4 required met in the source section “func TestGoldenMandatorySkillGapCap(t *testing.T) · Skills component: 3 of 4 required met”. It…

func Win(c engine.Candidate, r engine.Requirement, res engine.MatchResult) WinImpact

This relation defines monthsBetween returns whole calendar months from a to b (>= 0). in the source section “func Win(c engine.Candidate, r engine.Requirement, res…

skillmatcher

This relation defines engine's threshold. Vectors from the provider are L2-normalized, so cosine == dot product. in the source section “skillmatcher”. It specifies the displayed…

func TestEmbeddingSkillMatcher(t *testing.T)

This relation defines Unit vectors: cosine("Amazon EKS","Kubernetes") in the source section “func TestEmbeddingSkillMatcher(t *testing.T)”. It specifies the displayed relationship…

func TestParseONETTechSkills(t *testing.T) · Fixture has 2 examples in first category + 1 in second

This relation defines Fixture has 2 examples in first category + 1 in second in the source section “func TestParseONETTechSkills(t *testing.T) · Fixture has 2 examples in first…

analytics_math · S(t)

This relation defines S(t) in the source section “analytics_math · S(t)”. It specifies the displayed relationship between the named quantities or parameters. Its interpretation…

func TestTiedEventsAndCensorings(t *testing.T) · 1 - 2/4

This relation defines 1 - 2/4 in the source section “func TestTiedEventsAndCensorings(t *testing.T) · 1 - 2/4”. It specifies the displayed relationship between the named…

dto

This relation defines same live candidate set (rm_cand), so identified >= screened >= submitted >= approved alwa in the source section “dto”. It specifies the displayed…

confidence · confidence

This relation defines confidence in the source section “confidence · confidence”. It specifies the displayed relationship between the named quantities or parameters. Its…

func TestConfidenceBounds(t testing.T) · 0.60 + 0.250.4 + 0.150

This relation defines 0.6*0 + 0.25*0.4 + 0.15*0 in the source section “func TestConfidenceBounds(t *testing.T) · 0.6*0 + 0.25*0.4 + 0.15*0”. It specifies the displayed…

func TestCounterfactualsKnown(t *testing.T) · c0 assigned to r1 (8); next best requirement is r0 (10); delta

This relation defines c0 assigned to r1 (8); next best requirement is r0 (10); delta in the source section “func TestCounterfactualsKnown(t *testing.T) · c0 assigned to r1 (8);…

value · value(i, j)

This relation defines value(i, j) in the source section “value · value(i, j)”. It specifies the displayed relationship between the named quantities or parameters. Its…

func TestScaledValueDeterministicRounding(t testing.T) · 0.0000005 1 * 1e6

This relation defines 0.0000005 * 1 * 1e6 in the source section “func TestScaledValueDeterministicRounding(t *testing.T) · 0.0000005 * 1 * 1e6”. It specifies the displayed…

func (q *Queries) ListCandidatesScoped(ctx context.Context, arg ListCandidatesScopedParams) ([]Candidate, error)

This relation defines Hybrid retrieval: pgvector cosine kNN fused with full-text rank via Reciprocal Rank Fusion in the source section “func (q *Queries) ListCandidatesScoped(ctx…

querier

This relation defines Hybrid retrieval: pgvector cosine kNN fused with full-text rank via Reciprocal Rank Fusion in the source section “querier”. It specifies the displayed…

func TestNDCGAtK(t *testing.T) · rank 1 discount

This relation defines rank 1 discount in the source section “func TestNDCGAtK(t *testing.T) · rank 1 discount”. Uses logarithmic scaling; its base and the positivity of its…

func TestNDCGAtK(t *testing.T) · rank 2 discount

This relation defines rank 2 discount in the source section “func TestNDCGAtK(t *testing.T) · rank 2 discount”. Uses logarithmic scaling; its base and the positivity of its…

func TestNDCGAtK(t *testing.T) · rank 3 discount

This relation defines rank 3 discount in the source section “func TestNDCGAtK(t *testing.T) · rank 3 discount”. Uses logarithmic scaling; its base and the positivity of its…

func TestNDCGAtK(t *testing.T) · One relevant id at rank two: dcg

This relation defines One relevant id at rank two: dcg in the source section “func TestNDCGAtK(t *testing.T) · One relevant id at rank two: dcg”. It specifies the displayed…

func TestNDCGAtK(t *testing.T) · One relevant id at rank three (k high enough): dcg

This relation defines One relevant id at rank three (k high enough): dcg in the source section “func TestNDCGAtK(t *testing.T) · One relevant id at rank three (k high enough):…

func TestNDCGAtK(t *testing.T) · Two relevant ids at ranks one and three: dcg

This relation defines Two relevant ids at ranks one and three: dcg in the source section “func TestNDCGAtK(t *testing.T) · Two relevant ids at ranks one and three: dcg”. It…

func TestNDCGAtK(t *testing.T) · copy at rank two adds nothing; dcg

This relation defines copy at rank two adds nothing; dcg in the source section “func TestNDCGAtK(t *testing.T) · copy at rank two adds nothing; dcg”. It specifies the displayed…

accountant · Gaussian mechanism depends only on the noise multiplier sigma

This relation defines Gaussian mechanism depends only on the noise multiplier sigma in the source section “accountant · Gaussian mechanism depends only on the noise multiplier…

accountant · units, C

This relation defines units, C in the source section “accountant · units, C”. It specifies the displayed relationship between the named quantities or parameters. Its…

accountant · noiseMultiplier returns sigma

This relation defines noiseMultiplier returns sigma in the source section “accountant · noiseMultiplier returns sigma”. It specifies the displayed relationship between the named…

100

func gaussianRDP(sigma, alpha float64) float64 · the standard closed form epsilon(alpha)

This relation defines the standard closed form epsilon(alpha) in the source section “func gaussianRDP(sigma, alpha float64) float64 · the standard closed form epsilon(alpha)”.…

101

func (a *rdpAccountant) composedRDP(release GaussianRelease) []float64 · MINIMUM over the grid of epsilon(alpha)

This relation defines MINIMUM over the grid of epsilon(alpha) in the source section “func (a *rdpAccountant) composedRDP(release GaussianRelease) []float64 · MINIMUM over the grid…

102

func TestPerReleaseRDPClosedForm(t testing.T) · sigma=2, alpha=2: 2 / (2 4)

This relation defines sigma in the source section “func TestPerReleaseRDPClosedForm(t *testing.T) · sigma=2, alpha=2: 2 / (2 * 4)”. It specifies the displayed relationship between…

103

func TestPerReleaseRDPClosedForm(t testing.T) · sigma=1, alpha=10: 10 / (2 1)

This relation defines sigma in the source section “func TestPerReleaseRDPClosedForm(t *testing.T) · sigma=1, alpha=10: 10 / (2 * 1)”. It specifies the displayed relationship…

104

func TestPerReleaseRDPClosedForm(t testing.T) · sigma=0.5, alpha=3: 3 / (2 0.25)

This relation defines sigma in the source section “func TestPerReleaseRDPClosedForm(t *testing.T) · sigma=0.5, alpha=3: 3 / (2 * 0.25)”. It specifies the displayed relationship…

105

func TestPerReleaseRDPClosedForm(t testing.T) · sigma=4, alpha=8: 8 / (2 16)

This relation defines sigma in the source section “func TestPerReleaseRDPClosedForm(t *testing.T) · sigma=4, alpha=8: 8 / (2 * 16)”. It specifies the displayed relationship…

106

func TestPerReleaseRDPClosedForm(t *testing.T) · on is sigma

This relation defines on is sigma in the source section “func TestPerReleaseRDPClosedForm(t *testing.T) · on is sigma”. It specifies the displayed relationship between the named…

107

func TestNoiseMultiplierConvention(t *testing.T) · hand computed closed form epsilon(alpha)

This relation defines hand computed closed form epsilon(alpha) in the source section “func TestNoiseMultiplierConvention(t *testing.T) · hand computed closed form epsilon(alpha)”.…

108

func TestRDPToEpsilonConversionClosedForm(t *testing.T) · rdp=0.25 at alpha=2, delta=1e-5: 0.25 + ln(1e5) / 1

This relation defines rdp in the source section “func TestRDPToEpsilonConversionClosedForm(t *testing.T) · rdp=0.25 at alpha=2, delta=1e-5: 0.25 + ln(1e5) / 1”. Uses logarithmic…

109

func TestRDPToEpsilonConversionClosedForm(t *testing.T)

This relation defines A second independent point: rdp in the source section “func TestRDPToEpsilonConversionClosedForm(t *testing.T)”. Uses logarithmic scaling; its base and the…

110

func TestCompositionMonotonicity(t *testing.T) · SOURCE AND DERIVATION. For the Gaussian mechanism with noise multiplier sigma and no subsampling (q

This relation defines SOURCE AND DERIVATION. For the Gaussian mechanism with noise multiplier sigma and no subsa in the source section “func TestCompositionMonotonicity(t…

111

func TestCompositionMonotonicity(t *testing.T) · FIXED PUBLISHED CONSTANT. For sigma

This relation defines FIXED PUBLISHED CONSTANT. For sigma in the source section “func TestCompositionMonotonicity(t *testing.T) · FIXED PUBLISHED CONSTANT. For sigma”. It…

112

func TestCompositionMonotonicity(t *testing.T) · RDP accountant over a dense order grid yields the analytic optimum epsilon

This relation defines RDP accountant over a dense order grid yields the analytic optimum epsilon in the source section “func TestCompositionMonotonicity(t *testing.T) · RDP…

113

func FitLogistic(x [][]float64, y []int, l2 float64) (LogisticModel, error) · the design row is xi

This relation defines the design row is xi in the source section “func FitLogistic(x [][]float64, y []int, l2 float64) (LogisticModel, error) · the design row is xi”. It specifies…

114

func solveLinear(h [][]float64, g []float64) ([]float64, error) · probabilities, returning a and b such that calibrated

This relation defines probabilities, returning a and b such that calibrated in the source section “func solveLinear(h [][]float64, g []float64) ([]float64, error) · probabilities,…

115

func FitPlatt(scores []float64, y []int) (a, b float64, err error) · standardized eta

This relation defines standardized eta in the source section “func FitPlatt(scores []float64, y []int) (a, b float64, err error) · standardized eta”. It specifies the displayed…

116

func TestReliabilityBinsAreHandComputed(t *testing.T)

This relation defines two points land in the [0.0,0.5) bin and two in the [0.5,1.0) bin with 5 bins in the source section “func TestReliabilityBinsAreHandComputed(t *testing.T)”.…

117

func TestReliabilityBinsAreHandComputed(t *testing.T) · bin 0: mean predicted (0.1+0.15)/2

This relation defines bin 0: mean predicted (0.1+0.15)/2 in the source section “func TestReliabilityBinsAreHandComputed(t *testing.T) · bin 0: mean predicted (0.1+0.15)/2”. It…

118

func TestReliabilityBinsAreHandComputed(t *testing.T) · bin 4: mean predicted (0.85+0.95)/2

This relation defines bin 4: mean predicted (0.85+0.95)/2 in the source section “func TestReliabilityBinsAreHandComputed(t *testing.T) · bin 4: mean predicted (0.85+0.95)/2”. It…

119

pairwise · fit, so a fitted coefficient vector w scores a candidate by utility

This relation defines fit, so a fitted coefficient vector w scores a candidate by utility in the source section “pairwise · fit, so a fitted coefficient vector w scores a…

120

func TestPairwiseDatasetIsSymmetric(t *testing.T)

This relation defines one approved and one rejected in the source section “func TestPairwiseDatasetIsSymmetric(t *testing.T)”. It specifies the displayed relationship between the…

121

func TestPairwiseAccuracyBounds(t *testing.T)

This relation defines equal utilities (zero weights) are all ties in the source section “func TestPairwiseAccuracyBounds(t *testing.T)”. It specifies the displayed relationship…

122

survival · (1 based, index m-1 in the returned vector), hazard[m]

This relation defines (1 based, index m-1 in the returned vector), hazard[m] in the source section “survival · (1 based, index m-1 in the returned vector), hazard[m]”. It…

123

func TestEmpiricalHazardBasic(t *testing.T) · At risk: month1

This relation defines At risk: month1 in the source section “func TestEmpiricalHazardBasic(t *testing.T) · At risk: month1”. It specifies the displayed relationship between the…

124

func TestEmpiricalHazardBasic(t *testing.T) · Events: month1

This relation defines Events: month1 in the source section “func TestEmpiricalHazardBasic(t *testing.T) · Events: month1”. It specifies the displayed relationship between the…

125

func TestSurvivalIsCumulativeProduct(t *testing.T) · hazards 0.25, 0.5 => S1

This relation defines hazards 0.25, 0.5 in the source section “func TestSurvivalIsCumulativeProduct(t *testing.T) · hazards 0.25, 0.5 => S1”. It specifies the displayed…

126

func TestFillWithin(t *testing.T) · P(fill within 1)

This relation defines P(fill within 1) in the source section “func TestFillWithin(t *testing.T) · P(fill within 1)”. It specifies the displayed relationship between the named…

127

func TestFillWithin(t *testing.T) · P(fill within 3)

This relation defines P(fill within 3) in the source section “func TestFillWithin(t *testing.T) · P(fill within 3)”. It specifies the displayed relationship between the named…

128

coefficients but writes nothing. minEvents <= 0 auto

This relation defines coefficients but writes nothing. minEvents <= 0 auto computes the floor as twenty decided in the source section “coefficients but writes nothing. minEvents…

129

func Train(ctx context.Context, pool *pgxpool.Pool, modelKey string, l2 float64, minEvents int, dryRun bool) (TrainResult, error) · Standardized to raw feature space: rawCoef_j

This relation defines Standardized to raw feature space: rawCoef_j in the source section “func Train(ctx context.Context, pool *pgxpool.Pool, modelKey string, l2 float64,…

130

func Train(ctx context.Context, pool *pgxpool.Pool, modelKey string, l2 float64, minEvents int, dryRun bool) (TrainResult, error) · rawIntercept

This relation defines rawIntercept in the source section “func Train(ctx context.Context, pool *pgxpool.Pool, modelKey string, l2 float64, minEvents int, dryRun bool)…

131

func Train(ctx context.Context, pool *pgxpool.Pool, modelKey string, l2 float64, minEvents int, dryRun bool) (TrainResult, error) · (calibrated

This relation defines (calibrated in the source section “func Train(ctx context.Context, pool *pgxpool.Pool, modelKey string, l2 float64, minEvents int, dryRun bool) (TrainResult,…

132

Weighted vendor-performance test example

The four components contribute 0.175, 0.15, approximately 0.20, and 0.1125, giving approximately 0.6375. The speed term is described as near one, so the exact result depends on…

133

Weighted capture-readiness test example

The example multiplies staffing, market, incumbency, and past-performance features by weights 0.35, 0.30, 0.20, and 0.15. The terms sum exactly to 0.63 with the stated inputs. It…

134

Linear log-odds score before logistic conversion

The model adds an intercept to the sum of each coefficient times its corresponding feature. Applying a logistic transform converts that log-odds score into a value between zero…

135

Uncapped matching score in the golden test

The six weights sum to one and form a weighted average of component scores on a 0–100 scale. The stated inputs produce 93.75. The test expects this value to enter the configured…

136

Basic Rényi-to-approximate-DP conversion bound

For each order α>1, the expression converts a valid accumulated Rényi-divergence privacy bound into an (ε,δ) bound, then selects the smallest candidate. It is the basic conversion…

137

Survival probability from conditional hazards

Each hazard is the conditional probability of an event in that period given survival up to that period. Multiplying successive complements yields the probability of remaining…

138

Logistic prediction followed by a calibration map

The raw score is the sigmoid of an intercept-plus-feature-weight sum. The implementation then maps that value through stored calibration bins, or leaves it unchanged when no bins…

Sources & provenance

Janady13/missionmatch / README.md

· 720d47fae476

Janady13/missionmatch / docs/STACK_DECISIONS.md

· 720d47fae476

Read the architecture

Purpose & architecture

This source generation

Recovered implementation structure

Behavior & verification limits

Original project documentation

missionMATCH

Build

Authentication and Accounts (Phase 2)

Secrets

Bootstrap an organization

Integration tests

Release blocker

Equations in this build

main · pageCap bounds a single NAICS pull (limit 1000 * 5

func TestCaptureReadinessComposesTheBidDecision(t *testing.T) · 0.35*0.5 + 0.30*0.667 + 0.20*0.2 + 0.15*0.3

cross_tool_consistency_integration_test · relocate to while still being available (50). 25 + 25 + 15 + 0 + 5 + 5

func TestAdverseImpactComplianceJoin(t *testing.T) · Female ratio

eeo_dry_run_integration_test · The test asserts structural correctness (rates in [0,1], ratio

func TestEEOAdverseImpactDryRun(t *testing.T)

func TestEEOAdverseImpactDryRun(t *testing.T)

func TestEEOAdverseImpactDryRun(t *testing.T)

func TestEEOAdverseImpactDryRun(t *testing.T) · male: positions 3,5,8,9 of each 10 block. Even: 8. Count per 10

func assertRatesInBounds(t *testing.T, rows []eeo.ImpactRow, label string)

func TestFairnessSnapshotTimeSeries(t *testing.T) · Female ratio

func TestFairnessSnapshotTimeSeries(t *testing.T) · approved 7 of 22 (7 from batch 1 plus 0 of 12 new), rate 0.318, ratio 0.318 / 0.80

func TestBenchRouteSuppressesSubKInAnswerPath(t *testing.T) · holds

func TestG3SkillSubstitutionClosure(t *testing.T) · The deep node at depth 3 carries the product of the three edge strengths (0.90 * 0.80 * 0.70

func TestRetrievalRecallGate(t *testing.T)

func TestRetrievalRecallGate(t *testing.T)

func TestRetrievalRecallGate(t *testing.T)

func TestPerfectScorePersistsViaService(t *testing.T)

func TestVendorScorecardComputesOutcomeRatios(t *testing.T) · performance_score

func TestScoreCaptureReadinessIsAnExactWeightedAverage(t *testing.T)

mag · log odds

func decimalFromCell(v any) (decimal.Decimal, bool) · An invalid (NULL) or non finite numeric is an honest ok false; a finite one is value

func TestScoreModelIntentGolden(t *testing.T) · The log odds is intercept + 0.5 * 0.4

func TestScoreModelIntentGolden(t *testing.T) · The trace: the intercept term (value 1, coefficient and contribution

func TestScoreModelIntentGolden(t *testing.T) · sigmoid(0.6054651081)

func TestScoreModelIntentPriorOnlyReturnsBaseRate(t *testing.T) · The base rate is sigmoid(logit(0.60))

func HybridSearch(ctx context.Context, db *tenant.DB, client *inference.Client, query, mission string, limit int) ([]Hit, error)

func referencedTables(lowerSQL string) []string

suppression · 2026-06-30 de identification research (NIST SP 800-188, FCSM WP22, l diversity, NYC LL144): k

func (it QueryIntent) IsSQLIntent() bool

func TestFoldClearanceGapOverride(t *testing.T)

vendor

vendor

func TestVendorReadsDedupePerCandidate(t *testing.T)

func TestRevenueAtRiskDecimalSumExact(t *testing.T) · 1234567.89 + 2000000.10

func TestMissionReadinessImpactPct(t *testing.T) · demandedTotal

func TestMissionReadinessImpactPct(t *testing.T)

service

func opportunitiesFromAssignment(reqs []reqMeta, assigned map[string]int, opp map[string]oppInfo) ([]Opportunity, int)

drivers

func TestFourFifthsFlagsDisparateRate(t *testing.T) · male 8/10 (rate 0.80), female 4/10 (rate 0.40). Female ratio

func TestFourFifthsDoesNotFlagBalanced(t *testing.T) · male 8/10 (0.80), female 7/10 (0.70). Ratio 0.70/0.80

engine

func TestLocationAvailabilityCombinations(t *testing.T) · available + exact location

func TestLocationAvailabilityCombinations(t *testing.T) · available + relocatable (wrong location)

func TestLocationAvailabilityCombinations(t *testing.T) · unavailable + exact location

func TestLocationAvailabilityCombinations(t *testing.T) · remote allowed + remote candidate

func TestGoldenScoringSnapshot(t *testing.T) · Skills 50. Total 25+12.5+15+15+10+10

func TestGoldenScoringSnapshot(t *testing.T) · Total 0+12.5+0+0+6+7.5

func ToEngineRequirement(id string, rj RequirementJSON) engine.Requirement

func ToEngineRequirement(id string, rj RequirementJSON) engine.Requirement · FP

func (m ConfusionMatrix) BandPrecision(b engine.Band) float64 · FN

func fixtureGreen() eval.Fixture

func fixtureGreen() eval.Fixture

func fixtureYellowOneMandatorySkillShort() eval.Fixture

func fixtureYellowOneMandatorySkillShort() eval.Fixture

func fixtureRedExpiredClearance() eval.Fixture · Total

func fixtureRedExpiredClearance() eval.Fixture

func fixtureRedExpiredClearance() eval.Fixture

func fixtureRedExpiredClearance() eval.Fixture · location 100*0.10=10. Total

func TestConfusionMatrixPrecisionAndRecall(t *testing.T) · Green precision

func TestConfusionMatrixPrecisionAndRecall(t *testing.T) · Green recall

func TestConfusionMatrixPrecisionAndRecall(t *testing.T) · Red recall

func TestGoldenAliasExactMatch(t *testing.T)

func TestGoldenAliasExactMatch(t *testing.T) · 0 years req, no location req, candidate is available). Total

func TestGoldenAliasExactMatch(t *testing.T)

func TestCaptureReadinessComposesTheBidDecision(t testing.T) · 0.350.5 + 0.300.667 + 0.200.2 + 0.15*0.3

func TestG3SkillSubstitutionClosure(t testing.T) · The deep node at depth 3 carries the product of the three edge strengths (0.90 0.80 * 0.70

func TestScoreModelIntentGolden(t testing.T) · The log odds is intercept + 0.5 0.4

func HybridSearch(ctx context.Context, db tenant.DB, client inference.Client, query, mission string, limit int) ([]Hit, error)

func TestGoldenCompartmentSatisfied(t testing.T) · The total is: 00.25 + 1000.25 + 1000.15 + 1000.15 + 1000.10 + 100*0.10

func clearanceGapGoldenReq() engine.Requirement · are 100 (no requirements). The raw total is 00.25 + 1000.75

func TestGoldenClearanceGapCap(t testing.T) · Uncapped total: 00.25 + 1000.25 + 1000.15 + 1000.15 + 1000.10 + 100*0.10

func TestConfidenceBounds(t testing.T) · 0.60 + 0.250.4 + 0.150

func TestScaledValueDeterministicRounding(t testing.T) · 0.0000005 1 * 1e6

func TestPerReleaseRDPClosedForm(t testing.T) · sigma=2, alpha=2: 2 / (2 4)

func TestPerReleaseRDPClosedForm(t testing.T) · sigma=1, alpha=10: 10 / (2 1)

func TestPerReleaseRDPClosedForm(t testing.T) · sigma=0.5, alpha=3: 3 / (2 0.25)

func TestPerReleaseRDPClosedForm(t testing.T) · sigma=4, alpha=8: 8 / (2 16)