# Stage 82: Spectral Audit & Hot-Swap Gate (aq82_audit_spectral_and_hotswap / DB-UNIT-06)

Runs adversarial micro-to-macro spectral validation and swaps subsystem engines or scoring logic at runtime behind conformance smoke probes with 1-call rollback and admin.teleon.dev telemetry.

- Atomic micro-queue: `aq82_audit_spectral_and_hotswap` (visibility: `public_commons`)
- Backing database unit: `DB-UNIT-06` (`Multi-Pass Enrichment, Packaging & 6+ Locale Core`)
- Database cell: `entities-db.teleon.dev` (`teleon_core.multipass_card_projections`, `teleon_core.harness_adapter_manifests`, `teleon_core.locale_terminology_packs`)
- Claim row hydration: `single_self_contained_flat_task_row` (100% context inline, normalized writeback)
- Track 2 Sister queue (`SISTER-06`): `sq06-improve-packaging-queue.teleon.dev` (Compress L0 token budgets without losing selection accuracy and onboard new languages and harness formats.)
- Lanes: Micro/Meso/Miso/Macro Fuzz, Pre-Swap Conformance Probe, 1-Call Rollback

## Execution engines & AI Agent freedom contract

- **Deterministic (0 model calls)**: `ast_signature_card_compiler_v1` (Pre-activation conformance smoke gate, pointer hot-swapper & Admin SVG SPC projector)
- **Hybrid (<=1 model call)**: `multilingual_card_summarizer_v1`
- **AI Agent & Bot Fleet (1..6 calls)**: `cross_harness_skill_adapter_v1` (Multi-perspective adversarial red-teamer & alternative engine adapter author)
  - Contract: **Instructions + Resources + Freedom to search for new resources and new ways not bound by instructions**

## Database invariants

- Exact source bytes, semantic interpretation, and execution authority stay strictly separated.

## External & internal bot fleet actions

- Probe NaN/Inf, bool-as-int, CJK SimHash, reserved-key, and 52-bot lease contention edge cases
- Swap scoring, LSH, routing, entity, or mutator logic at runtime without editing callers
- Project live tenant, component, bot-lease, and SPC control charts onto admin.teleon.dev

## Sister self-tuning areas

- Onboard additional languages and technical terminology packs without English bias
- A/B test L0 card schemas (100 vs 150 vs 220 tokens) across small and frontier models
- Add deterministic compilers for emerging agent harness manifest formats