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THE CONSCIOUSNESS ATLAS
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ConsciousnessLearn · Explore · Joseph Anady

missionmatch · vendor-intelligence

This branch preserves 148 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 recoveredJul 1, 2026
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Purpose & architecture

This branch preserves 148 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 vendor-intelligence branch of Janady13/missionmatch at commit fe9796a19c261951d3f2565206c0c1b5ac294465. 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
Revisionfe9796a19c261951d3f2565206c0c1b5ac294465
Branchvendor-intelligence
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/alert-sweep/main.go
  • cmd/api/main.go
  • cmd/embed-backfill/main.go
  • cmd/eval-model/main.go
  • cmd/eval/main.go
  • cmd/fairness-snapshot/main.go
  • cmd/import-bench/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/tag-missions/main.go
  • cmd/teach-aggregate/main.go
  • cmd/verify-resolver/main.go
  • db/migrations/0040_alerts_collision.sql
  • db/queries/candidates.sql
  • db/queries/evaluations.sql
  • db/seed/demo_base.sql
  • db/seed/demo_gapfillers.sql
  • docs/AI_RESEARCH.md
  • docs/MODEL_CARD.md
  • docs/STACK_DECISIONS.md
  • docs/plans/2026-06-30-graphrag-phase2-bench-clearance.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/retrieval_recall_integration_test.go
  • internal/modules/ai/capture_readiness.go
  • internal/modules/ai/graph_loop.go
  • internal/modules/ai/graph_route.go
  • internal/modules/ai/graph_route_test.go
  • internal/modules/ai/handler.go
  • internal/modules/ai/mag.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/tag.go
  • internal/modules/ai/tag_test.go
  • internal/modules/ai/vectorguard.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/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/bidoutcomes/service.go
  • internal/modules/commandcenter/dto.go
  • internal/modules/commandcenter/service.go
  • internal/modules/eeo/fairness.go
  • internal/modules/eeo/ranking.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/benchimport/benchimport.go
  • internal/platform/benchimport/structured_source.go
  • internal/platform/benchimport/structured_source_test.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/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/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/tenant/tenant.go

Behavior & verification limits

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

Equations in this build

17 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 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…

03

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…

04

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…

05

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…

06

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,…

07

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)…

08

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…

09

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…

10

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…

11

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…

12

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…

13

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…

14

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…

15

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)…

16

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…

17

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…

Sources & provenance

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