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THE CONSCIOUSNESS ATLAS
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ConsciousnessLearn · Explore · Joseph Anady

missionmatch · phase2-eval-fairness

This branch preserves 131 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.

Branch generationSource recoveredJun 30, 2026
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Purpose & architecture

This branch preserves 131 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 phase2-eval-fairness branch of Janady13/missionmatch at commit d361af254701975fe239927656ababb56374655e. The snapshot identifies the source inspected in this audit. It is not a statement about which revision is currently running on a device.

FieldSource record
Revisiond361af254701975fe239927656ababb56374655e
Branchphase2-eval-fairness
Recorded generationPreserved 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/api/main.go
  • cmd/embed-backfill/main.go
  • cmd/eval/main.go
  • cmd/megamind-gateway/main.go
  • cmd/ontology-sync/main.go
  • cmd/promote-ontology/main.go
  • cmd/provision-tenant/main.go
  • cmd/sam-sync/main.go
  • cmd/staffing-proactive-sync/main.go
  • cmd/verify-resolver/main.go
  • db/queries/candidates.sql
  • db/queries/evaluations.sql
  • db/queries/opportunity_records.sql
  • db/queries/wages.sql
  • db/seed/demo_base.sql
  • db/seed/demo_gapfillers.sql
  • docs/AI_RESEARCH.md
  • docs/MODEL_CARD.md
  • docs/STACK_DECISIONS.md
  • frontend/index.html
  • frontend/package.json
  • frontend/src/App.tsx
  • frontend/src/components/AppShell.tsx
  • frontend/src/components/ScreeningResults.tsx
  • frontend/src/lib/AuthContext.tsx
  • frontend/src/lib/api.ts
  • frontend/src/lib/auth.ts
  • frontend/src/lib/queries.ts
  • frontend/src/lib/types.ts
  • frontend/src/main.tsx
  • frontend/src/screens/Compliance.tsx
  • frontend/src/screens/Dashboard.tsx
  • frontend/src/screens/Login.tsx
  • frontend/src/screens/Placeholder.tsx
  • frontend/src/screens/Settings.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/screenmatch/CandidateEvaluation.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/Slate.tsx
  • frontend/src/tools/slatematch/brand.ts
  • go.mod
  • 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/rls_integration_test.go
  • internal/modules/ai/handler.go
  • internal/modules/ai/orchestrator.go
  • internal/modules/ai/retrieval.go
  • internal/modules/ai/safety.go
  • internal/modules/ai/safety_test.go
  • internal/modules/ai/tag.go
  • internal/modules/ai/vectorguard.go
  • internal/modules/auth/dto.go
  • internal/modules/auth/handler.go
  • internal/modules/auth/helpers.go
  • internal/modules/auth/service.go
  • internal/modules/auth/service_users.go
  • internal/modules/awards/handler.go
  • internal/modules/awards/service.go
  • internal/modules/commandcenter/dto.go
  • internal/modules/commandcenter/handler.go
  • internal/modules/commandcenter/service.go
  • internal/modules/eeo/service.go
  • internal/modules/governance/handler.go
  • internal/modules/governance/service.go
  • internal/modules/matching/aliasresolver.go
  • internal/modules/matching/aliasresolver_test.go
  • internal/modules/matching/chainedresolver.go
  • internal/modules/matching/convert.go
  • internal/modules/matching/dto.go
  • internal/modules/matching/engine/engine.go
  • internal/modules/matching/engine/types.go
  • internal/modules/matching/eval/eval.go
  • internal/modules/matching/handler.go
  • internal/modules/matching/intel.go
  • internal/modules/matching/missioncheck.go
  • internal/modules/matching/service.go
  • internal/modules/matching/service_test.go
  • internal/modules/matching/skillmatcher.go
  • internal/modules/matching/slate_service.go
  • internal/modules/ontology/adapters/psc_test.go
  • internal/modules/opportunities/handler.go
  • internal/modules/opportunities/service.go
  • internal/modules/opportunity_intelligence/service.go
  • internal/modules/sourcing/service.go
  • internal/modules/staffing/portfolio.go
  • internal/modules/staffing/proactive.go
  • internal/modules/staffing/service.go
  • internal/modules/wages/handler.go
  • internal/modules/wages/service.go
  • internal/platform/audit/audit.go
  • internal/platform/bls/bls_test.go
  • internal/platform/bls/profile.go
  • internal/platform/config/config.go
  • internal/platform/database/database.go
  • internal/platform/database/dbgen/candidates.sql.go
  • internal/platform/database/dbgen/evaluations.sql.go
  • internal/platform/database/dbgen/foundation.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/database/dbgen/wages.sql.go
  • internal/platform/embeddings/embeddings.go
  • internal/platform/embeddings/megamind.go
  • internal/platform/inference/client.go
  • internal/platform/inference/client_test.go
  • internal/platform/scrub/scrub.go
  • internal/platform/scrub/scrub_test.go
  • internal/platform/security/csrf.go
  • internal/platform/security/rbac.go
  • internal/platform/security/rbac_middleware.go
  • internal/platform/security/rbac_test.go
  • internal/platform/sourcing/ingest.go
  • internal/platform/tenant/tenant.go
  • sqlc.yaml

Behavior & verification limits

Read-only source inspection. No native engine, generator, database, payment, or production service was executed.

Equations in this build

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

01

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…

02

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…

03

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…

04

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…

05

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…

06

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…

07

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…

08

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…

09

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)…

10

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…

Sources & provenance

Search equations, builds, manuscript text, and recovered sources.