# Stage 130: Orthogonal Corpus Remix (aq130_remix_orthogonal_chunks_and_verify_net_benefit / DB-UNIT-14)

Pairs high-priority chunks from orthogonal subsystems and distinct 16-Dyad cells into composite capabilities and ranked research tasks.

- Atomic micro-queue: `aq130_remix_orthogonal_chunks_and_verify_net_benefit` (visibility: `public_commons`)
- Backing database unit: `DB-UNIT-14` (`Cross-Stage Mutation, Keyword Multiplication & Problem Remix Core`)
- Database cell: `queues-db.teleon.dev` (`teleon_core.keyword_multiplication_matrix`, `teleon_core.cross_stage_mutation_lineage`, `teleon_core.bot_horizon_suggestions`)
- Claim row hydration: `single_self_contained_flat_task_row` (100% context inline, normalized writeback)
- Track 2 Sister queue (`SISTER-14`): `sq14-improve-mutation-queue.teleon.dev` (Prune low-yield mutation axes, discover new contrast dimensions, and onboard esoteric feed connectors.)
- Lanes: Cross-Subsystem Pairing, Distinct Dyad Synthesis, Research Roadmap Emit

## Execution engines & AI Agent freedom contract

- **Deterministic (0 model calls)**: `crt_keyword_time_geo_multiplier_v1` (Orthogonal subsystem/Dyad pairing engine & synergy scorer (0 calls))
- **Hybrid (<=1 model call)**: `multilingual_query_and_constraint_translator_v1`
- **AI Agent & Bot Fleet (1..6 calls)**: `esoteric_horizon_and_problem_remixer_v1` (Cross-domain capability composer & PoC experiment designer)
  - Contract: **Instructions + Resources + Freedom to search for new resources and new ways not bound by instructions**

## Database invariants

- Every mutated query, problem situation, or solution preserves immutable parent SWHID lineage links.
- Coprime keyword multiplication avoids duplicate combinatorial sweeps across locales and timeframes.

## External & internal bot fleet actions

- Combine orthogonal primitives (such as HOT leases + WORM WAL or Rubrics + System-1) into unified specs
- Score composite synergy and verify zero regression against existing conformance gates
- Emit concrete, queue-linked research tasks onto admin.teleon.dev

## Sister self-tuning areas

- Reweight coprime language, geography, and timeframe axes by downstream solution yield (DIM-01, DIM-02)
- Add new contrast-pair and constraint-perturbation operators for ProblemSituations (DIM-03, DIM-04)
- Convert high-yield bot horizon suggestions into deterministic scheduled feed pollers (DIM-06)