Purpose & architecture
This branch preserves 101 file blobs that differ from the audited default snapshot. Its exact file inventory and commit identify the generation without inferring runtime capabilities from its name.
This page records a pinned branch snapshot. Differences are compared with the audited default branch, not assumed to be chronological improvements. Author claims in the source documentation are retained as claims. Source recovery does not establish successful deployment, scientific validity, or equivalence with another branch.
This source generation
This record follows the feature/aioe-upgrade branch of Janady13/missionmatch at commit 2178e7298d0e5d9af83afa12402fd587f0ba6ed8. 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 | 2178e7298d0e5d9af83afa12402fd587f0ba6ed8 |
| Branch | feature/aioe-upgrade |
| Recorded generation | Preserved branch generation |
Recovered implementation structure
These paths locate the components and entry points represented by this build. The source register contains their inspected revisions.
- CLAUDE.md
- cmd/aioe-backfill/main.go
- cmd/aioe-run/main.go
- cmd/alert-sweep/main.go
- cmd/api/main.go
- cmd/demo-seed/main.go
- cmd/embed-backfill/main.go
- cmd/eval-model/main.go
- cmd/fairness-snapshot/main.go
- cmd/import-bench/main.go
- cmd/megamind-gateway/main.go
- cmd/migrate-all-tenants/main.go
- cmd/promote-ontology/main.go
- cmd/provision-tenant/main.go
- cmd/register-tenant/main.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/verify-resolver/main.go
- cmd/verify-vector-model/main.go
- db/queries/candidates.sql
- docs/AI_GROUNDING_PROGRAM.md
- docs/AI_RESEARCH.md
- docs/STACK_DECISIONS.md
- docs/plans/2026-06-30-graphrag-phase2-bench-clearance.md
- docs/presentation/missionmatch_presentation.html
- docs/superpowers/plans/2026-07-20-recruitmatch.md
- frontend/index.html
- frontend/src/App.tsx
- frontend/src/components/AppShell.tsx
- frontend/src/lib/AuthContext.tsx
- frontend/src/lib/api.ts
- frontend/src/lib/auth.ts
- frontend/src/lib/can.ts
- frontend/src/lib/types.ts
- frontend/src/screens/Admin.tsx
- frontend/src/screens/Compliance.tsx
- frontend/src/screens/Settings.tsx
- frontend/src/tools/recruitmatch/Analytics.tsx
- frontend/src/tools/recruitmatch/Assignment.tsx
- frontend/src/tools/recruitmatch/RecruiterDashboard.tsx
- internal/integration/ai_phase1_integration_test.go
- internal/integration/ai_phase8_integration_test.go
- internal/integration/brain_integration_test.go
- internal/integration/megamind_integration_test.go
- internal/integration/retrieval_recall_integration_test.go
- internal/modules/ai/orchestrator.go
- internal/modules/ai/retrieval.go
- internal/modules/alerts/dto.go
- internal/modules/alerts/dto_test.go
- internal/modules/alerts/repo.go
- internal/modules/alerts/service.go
- internal/modules/auth/dto.go
- internal/modules/auth/handler.go
- internal/modules/auth/service.go
- internal/modules/auth/service_security_test.go
- internal/modules/auth/service_users.go
- internal/modules/governance/handler.go
- internal/modules/governance/service.go
- internal/modules/matching/handler.go
- internal/modules/matching/missioncheck.go
- internal/modules/matching/service.go
- internal/modules/opportunities/service.go
- internal/modules/org/service.go
- internal/modules/recruiting/analytics_service.go
- internal/modules/recruiting/errors.go
- internal/modules/recruiting/handler.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/report_service.go
- internal/modules/recruiting/requisition_dto.go
- internal/modules/recruiting/requisition_service.go
- internal/modules/recruiting/service.go
- internal/platform/audit/audit.go
- internal/platform/benchimport/benchimport.go
- internal/platform/benchimport/structured_source.go
- internal/platform/benchimport/structured_source_test.go
- internal/platform/config/config.go
- internal/platform/database/dbgen/candidates.sql.go
- internal/platform/database/dbgen/foundation.sql.go
- internal/platform/database/dbgen/mission_tags.sql.go
- internal/platform/database/dbgen/models.go
- internal/platform/database/dbgen/opportunity_records.sql.go
- internal/platform/database/dbgen/querier.go
- internal/platform/database/dbgen/sam.sql.go
- internal/platform/database/dbgen/slates.sql.go
- internal/platform/embeddings/embeddings.go
- internal/platform/embeddings/megamind.go
- internal/platform/scrub/scrub.go
- internal/platform/scrub/scrub_test.go
- internal/platform/security/matrix_test.go
- internal/platform/security/rbac.go
- internal/platform/security/rbac_middleware.go
- internal/platform/security/tools.go
- internal/platform/security/tools_test.go
Behavior & verification limits
Read-only source inspection. No native engine, generator, database, payment, or production service was executed.
Equations in this build
6 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 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 (q *Queries) ListCandidatesForIntel(ctx context.Context, limit int32) ([]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)…
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…