# Stage 45: Suggest SCD2 Context Pack (aq45_suggest_context_pack / DB-UNIT-04)

Curates versioned flat SCD Type 2 packs of contexts, locales, settings, instructions, suggestion paths, and tools while keeping bare tasks 100% runnable.

- Atomic micro-queue: `aq45_suggest_context_pack` (visibility: `public_commons`)
- Backing database unit: `DB-UNIT-04` (`48-Cell Hybrid Search, LSH & Retrieval Core`)
- Database cell: `lsh-db.teleon.dev` (`teleon_core.teleon_lsh_signatures_256`, `teleon_core.bm25f_seven_field_postings`, `teleon_core.roaring_trigram_inverted_index`, `teleon_core.markov_l0_prefetch_transitions`)
- Claim row hydration: `single_self_contained_flat_task_row` (100% context inline, normalized writeback)
- Track 2 Sister queue (`SISTER-04`): `sq04-improve-search-queue.teleon.dev` (Tune BM25F field weights, MMR diversity, synonym rings, multilingual stemmers, and 0..N retrieval steps.)
- Lanes: Flat SCD Type 2 Table, 3 Claim Modes, Bare-Baseline Optional

## Execution engines & AI Agent freedom contract

- **Deterministic (0 model calls)**: `bm25f_roaring_lsh_zero_model_v1` (SCD Type 2 row versioner (valid_from/to, is_current) & <5ms claim hydrator)
- **Hybrid (<=1 model call)**: `query_intent_expansion_hybrid_v1`
- **AI Agent & Bot Fleet (1..6 calls)**: `multi_hop_federated_scout_v1` (Suggestion-path, resource-pack & tool-bundle scout)
  - Contract: **Instructions + Resources + Freedom to search for new resources and new ways not bound by instructions**

## Database invariants

- Retrieval stays deterministic at 0 model calls when optimize_mode=zero_model_deterministic.
- Return compact contract cards first; defer source bytes until inspect_or_stream.

## External & internal bot fleet actions

- Close superseded pack versions cleanly with valid_to_utc and append immutable pack_sk rows with edit_reason
- Stamp optional pack_* scalar columns ahead of time or hydrate on claim without blocking bare_baseline execution
- Sweep pack_sk variants in Store S8 grids to measure real lift against the no-extra-material baseline

## Sister self-tuning areas

- Tune 7-field BM25F weights and MMR diversity_floor on frozen retrieval benchmarks
- Expand multilingual query synonym tables and domain aspect boosters
- Add pre-retrieval / post-retrieval deterministic reranking steps and code_blocks
