EXPLORE THIS WEBSITE WITH YOUR AGENT
llms.txtagent.json
improve.teleon.dev

Dual-Track Sister Self-Tuning & Codebase Topology

Each database unit (DB-UNIT-01 through DB-UNIT-18) pairs a database core and SWHID-pinned configuration (active_config_swhid) with Track 1 operational queues and Track 2 sister self-tuning queues across deterministic, hybrid, and agentic connectors.

Surfaces & Agents X-Teleon-Surface-Id Staff & Contributors Track 1: Operational Queues Pinned SWHID Config (Immutable) Deterministic (0 calls) / Hybrid / Agent Track 2: Sister Self-Tuning Shadow Proposals & Bandit Grid Tunes 8 Parametric Dimensions Frozen Holdout & Review train_gain >= 1, holdout_loss == 0 Cross-family grader required Database Core (18 Units) 0 Inline Middleware Steps 1. Core Entity, Graph & Ledger 2. Component Backlog Tables 3. Agent L0 Contract Cards 4. Eight Tuning Dimensions 5. Sister Shadow Experiments

Parametric tuning dimensions

ID Dimension Mutable keys Scope
priority_and_scheduling Priority, BM25F/RRF Weights, EXP3 Bandit & Urgency Scheduling priority_weight, lease_seconds, urgency_decay_rate, starvation_boost, rrf_k_constant, exp3_learning_rate Controls BM25F field weights, RRF k constants, EXP3 bandit rates, and queue urgency multipliers.
diversity_and_coverage MMR Diversity, UCB1 Exploration & MAP-Elites Coverage diversity_floor, mmr_lambda, ucb1_exploration_c, lsh_bucket_spread, family_orthogonality_min, domain_balance_cap Prevents monoculture collapse via Maximal Marginal Relevance lambda, UCB1 exploration, and LSH bucket spread.
pipeline_steps_and_layers Parameterizable Kleisli Steps (0..32), Code Blocks & Tools middleware_steps, code_blocks, tools Adds, removes, or reorders 0..32 Kleisli wrapper steps, verified AST code blocks, and progressive tools.
lexical_and_semantic_expansion 9-Locale Multilingual Lexicons, Synonyms, Aspects & Routines languages, synonyms, aspects, routines Expands multilingual SKOS lexicons (en, zh, es, ja, de, pt, fr, hi, ar), synonym rings, aspects, and routines.
lsh_bit_and_band_geometry SimHash/MinHash Bit-Widths, Banding Matrices & Voronoi Cells simhash_bits, minhash_band_geometry, voronoi_partition_cells Tunes SimHash bit-widths (32/64/128/256), MinHash banding matrices (32x2/16x4/8x8/4x16), and Voronoi centroids.
execution_demotion_and_efficiency Escalation Gates & Agentic -> Hybrid -> Deterministic Demotion default_connector_mode, max_model_calls, wasm_fuel_budget, cache_promotion_threshold, det_to_local_confidence_gate, local_to_frontier_confidence_gate Governs DET_FIRST_AGENT_FALLBACK confidence gates and demotes expensive agentic paths into $0 deterministic code.
speculative_prefetch_and_cache_tiers Markov L0 Prefetch, Edge SQLite Delta Sync & Agent Card Formatting l0_prefetch_top_k, edge_sqlite_delta_sync_seconds, card_token_budget, instruction_density, progressive_disclosure_depth, include_negative_constraints Tunes Markov co-retrieval L0 prefetching, 15m HTTP Range SQLite delta intervals, and agent card token budgets.
agent_fee_tariff_and_royalty_splits Off-Peak AFK Discounts, Budget Holds & 6-Bucket Q12 Royalty Splits afk_offpeak_discount_bps, max_budget_ceiling_micro_usd, q12_royalty_split_bps Tunes off-peak AFK congestion discounts, pre-execution budget holds, and 6-bucket Q12 fractional royalty weights.

Database units & paired sister queues (18)

Unit & sister Component Database & backlog Track 1 operational Track 2 sister
DB-UNIT-01
SISTER-01		 Content-Addressed Entities & Merkle Payload Core
Resolve teleon://swh:1:* identifiers, inspect L0 cards first, and stream AST byte ranges before loading full source.
 entities-db.teleon.dev
teleon_core.entities_cas_todo_backlog		 q03-seed-queue.teleon.dev
cas_fastcdc_swhid_ingestor_v1		 sq01-improve-cas-queue.teleon.dev
sister_cas_chunk_pareto_tuner_v1
DB-UNIT-02
SISTER-02		 Source Acquisition & Findability Taxonomy Core
Claim seed URLs or capability gaps, verify permissive SPDX licenses, and enrich 6+ locale SKOS labels and synonyms.
 entities-db.teleon.dev
teleon_core.acquire_findability_todo_backlog		 q01-findability-queue.teleon.dev
skos_lexical_normalizer_v1		 sq02-improve-findability-queue.teleon.dev
sister_yield_bandit_reweighter_v1
DB-UNIT-03
SISTER-03		 Confusion Diagnostics & Card Disambiguation Core
Consume observed agent selection/parameter mistakes and attach crisp when-NOT-to-use boundaries and type pre-conditions.
 queues-db.teleon.dev
teleon_core.confusion_repair_todo_backlog		 q02-confusion-queue.teleon.dev
schema_mismatch_rule_extractor_v1		 sq03-improve-confusion-queue.teleon.dev
sister_confusion_cluster_ranker_v1
DB-UNIT-04
SISTER-04		 48-Cell Hybrid Search, LSH & Retrieval Core
Query 48-cell hybrid retrieval (BM25F + Roaring trigrams + 256-bit SimHash/MinHash + Markov L0 prefetch) with explicit optimize_mode.
 lsh-db.teleon.dev
teleon_core.search_retrieval_todo_backlog		 q14-retrieval-probe-queue.teleon.dev
bm25f_roaring_lsh_zero_model_v1		 sq04-improve-search-queue.teleon.dev
sister_bm25f_pareto_grid_optimizer_v1
DB-UNIT-05
SISTER-05		 Typed Solution Graph & Pareto Composition Core
Compose verified contract cards along typed input->output edges, synthesize missing port shims, and minimize token/model cost.
 graph-db.teleon.dev
teleon_core.dag_composition_todo_backlog		 q13-composition-queue.teleon.dev
dijkstra_pareto_type_planner_v1		 sq05-improve-composition-queue.teleon.dev
sister_subgraph_crystallizer_v1
DB-UNIT-06
SISTER-06		 Multi-Pass Enrichment, Packaging & 6+ Locale Core
Materialize L0/L1/L2 progressive contract cards, harness-specific manifests (Claude, Codex, Cursor, AGY, MCP), and localized glossaries.
 entities-db.teleon.dev
teleon_core.multipass_packaging_todo_backlog		 q07-packaging-queue.teleon.dev
ast_signature_card_compiler_v1		 sq06-improve-packaging-queue.teleon.dev
sister_token_compression_pareto_v1
DB-UNIT-07
SISTER-07		 Deterministic Wasm/gVisor Sandbox & Red-Team Oracle Core
Execute untrusted candidates inside fuel-metered Wasmtime WIT or --net=none gVisor sandboxes against property and mutation oracles.
 queues-db.teleon.dev
teleon_core.sandbox_oracles_todo_backlog		 q08-wasm-verify-queue.teleon.dev
wasmtime_wit_deterministic_runner_v1		 sq07-improve-sandbox-queue.teleon.dev
sister_mutant_survivor_minimizer_v1
DB-UNIT-08
SISTER-08		 Opt-In Prompt & Inference Wire Proxy Rule Core
Intercept prompts only on explicit user opt-in; preserve byte-identical passthrough when off, inject <=2 KiB untrusted cards, or answer deterministically.
 telemetry-db.teleon.dev
teleon_core.prompt_proxy_todo_backlog		 q10-telemetry-queue.teleon.dev
wire_metadata_rule_and_direct_responder_v1		 sq08-improve-proxy-queue.teleon.dev
sister_proxy_threshold_calibrator_v1
DB-UNIT-09
SISTER-09		 Agent Fees, AFK Budget Holds, CPOP Review & Q12 Royalty Clearinghouse
Lock pre-execution AFK budget ceilings, submit AST/PII-scrubbed execution evidence, verify orthogonal CPOP reviewers, and settle 6-bucket Q12 micro-USD splits.
 ledger-db.teleon.dev
teleon_core.telemetry_royalty_todo_backlog		 q11-cpop-review-queue.teleon.dev
q12_ledger_and_cusum_engine_v1		 sq09-improve-ledger-queue.teleon.dev
sister_cusum_and_hebbian_calibrator_v1
DB-UNIT-10
SISTER-10		 Signed Agent Event Feeds, Advisories & Migration Streams Core
Subscribe to signed CloudEvents v1.0.2 deprecation and model-price streams, match impacted SWHIDs, and enqueue bounded AFK repair jobs.
 entities-db.teleon.dev
teleon_core.agent_feeds_todo_backlog		 q05-feeds-queue.teleon.dev
signed_cloudevent_blast_matcher_v1		 sq10-improve-feeds-queue.teleon.dev
sister_feed_noise_pruner_v1
DB-UNIT-11
SISTER-11		 Pre-Effect Handshakes, SWHID Parameter Bundles & Kleisli Wrappers Core
Negotiate THP v1.0 X-Teleon-Handshake-Tokens, pin immutable active_config_swhid parameter bundles, and compose 0..32 Kleisli steps.
 queues-db.teleon.dev
teleon_core.handshakes_wrappers_todo_backlog		 q06-handshake-queue.teleon.dev
thp_v1_hmac_and_schema_caster_v1		 sq11-improve-handshakes-queue.teleon.dev
sister_caster_equivalence_checker_v1
DB-UNIT-12
SISTER-12		 Context Interrogation, Persona Matrix & Problem-Situation Core
Read stored observations and interrogation personas, ask who/what/where/when/why and scenario questions, and write structured ProblemSituations with bot_harness, bot_version, and llm_model provenance.
 entities-db.teleon.dev
teleon_core.problem_situations_todo_backlog		 q15-problem-situation-queue.teleon.dev
interrogation_template_and_gap_compiler_v1		 sq12-improve-interrogation-queue.teleon.dev
sister_persona_yield_bandit_v1
DB-UNIT-13
SISTER-13		 Polymorphic Solutioning, Harness Packages & 1-Up Efficiency Core
Claim ProblemSituations filtered by cause, country, subject, or harness, emit drop-in working-directory packages, deterministic nodes, Loop DAGs, or further_research_needed loopbacks, or 1-up incumbent token cost.
 entities-db.teleon.dev
teleon_core.polymorphic_solve_todo_backlog		 q16-solutioning-compete-queue.teleon.dev
openapi_schema_and_rule_factory_solver_v1		 sq13-improve-solutioning-queue.teleon.dev
sister_one_up_pareto_demoter_v1
DB-UNIT-14
SISTER-14		 Cross-Stage Mutation, Keyword Multiplication & Problem Remix Core
Mutate database entries across every stage by multiplying keywords across languages/geographies/years, remixing ProblemSituations across constraints, and injecting new search horizons and esoteric feeds.
 queues-db.teleon.dev
teleon_core.mutation_remix_todo_backlog		 q17-mutation-remix-queue.teleon.dev
crt_keyword_time_geo_multiplier_v1		 sq14-improve-mutation-queue.teleon.dev
sister_mutation_novelty_bandit_v1
DB-UNIT-15
SISTER-15		 Thin Per-Site Identity, Surface Lenses & 3-Mode Delivery Core
Instantiate identical thin login shells with isolated per-website account stores, filter shared stages via declarative surface lenses, and serve inline answers, exact SWHID URIs, or HTTP 206 byte streams.
 entities-db.teleon.dev
teleon_core.adaptive_delivery_todo_backlog		 q18-delivery-surface-queue.teleon.dev
three_mode_delivery_and_lens_projector_v1		 sq15-improve-delivery-queue.teleon.dev
sister_delivery_threshold_optimizer_v1
DB-UNIT-16
SISTER-16		 Resource Network Catalog, Capacity Feeds & Eligibility Broker Core
Query live provider quotas, AUP commercial-vs-academic eligibility, privacy posture, and execution capabilities before routing portable work units across local CPU, batch discounts, free-tier pools, or volunteer consensus.
 queues-db.teleon.dev
teleon_core.resource_broker_todo_backlog		 q19-resource-capacity-queue.teleon.dev
quota_aup_and_spdx_eligibility_router_v1		 sq16-improve-capacity-queue.teleon.dev
sister_cost_per_accepted_bandit_v1
DB-UNIT-17
SISTER-17		 Cascading Decision Models, Local Classifiers & Abstention Core
Resolve millions of typed predicates, classifications, scores, and span extractions via 0-call rules and compact CPU encoders first, escalating to sub-cent decision models and reserving full LLMs for <1% ambiguous cases.
 lsh-db.teleon.dev
teleon_core.decision_cascade_todo_backlog		 q20-decision-cascade-queue.teleon.dev
rule_model2vec_setfit_gliner_cpu_cascade_v1		 sq17-improve-decisions-queue.teleon.dev
sister_ece_and_abstention_calibrator_v1
DB-UNIT-18
SISTER-18		 Causal Scenario Foundry, Simulation Federation & Opportunity Core
Compile causal ScenarioIR worlds that strictly isolate hidden WorldTruth from observable ActorObservationViews, run pluggable social/economic/workflow simulators with counterfactual benign twins, and discover open-ended opportunities.
 entities-db.teleon.dev
teleon_core.scenario_foundry_todo_backlog		 q21-scenario-foundry-queue.teleon.dev
mesa_amlsim_and_sql_state_world_compiler_v1		 sq18-improve-scenarios-queue.teleon.dev
sister_world_consistency_and_leak_checker_v1

Runtime topology (109 nodes, 144 typed edges)

flowchart TB
  Surf["Stateless Edge Surfaces (X-Teleon-Surface-Id)"]
  subgraph DBUNIT01["DB-UNIT-01: Content-Addressed Entities & Merkle Payload Core"]
    DBUNIT01_T1Q["Track 1 Operational Queue: q03_seed_intake"]
    DBUNIT01_T1C["Track 1 Connectors (Deterministic 0-Call | Hybrid | Agentic)"]
    DBUNIT01_T2Q["Track 2 Sister Queue: sq01_improve_entities_cas"]
    DBUNIT01_T2C["Track 2 Sister Connectors (Bandit/Grid | Hybrid | Agentic)"]
    DBUNIT01_GATE["Frozen Holdout + Orthogonal CPOP Gate (SISTER-01)"]
    DBUNIT01_DB[("ACID Database Core + TODO Backlog: entities-db.teleon.dev")]
    DBUNIT01_T1Q --> DBUNIT01_T1C --> DBUNIT01_DB
    DBUNIT01_T2Q --> DBUNIT01_T2C --> DBUNIT01_GATE
    DBUNIT01_GATE -->|Promotes 6D Settings, Locales, Synonyms & Steps| DBUNIT01_T1C
    DBUNIT01_GATE -->|Bitemporal Lineage| DBUNIT01_DB
  end
  Surf --> DBUNIT01_T1Q
  Surf --> DBUNIT01_T2Q
  subgraph DBUNIT02["DB-UNIT-02: Source Acquisition & Findability Taxonomy Core"]
    DBUNIT02_T1Q["Track 1 Operational Queue: q01_acquire_findability"]
    DBUNIT02_T1C["Track 1 Connectors (Deterministic 0-Call | Hybrid | Agentic)"]
    DBUNIT02_T2Q["Track 2 Sister Queue: sq02_improve_acquire_findability"]
    DBUNIT02_T2C["Track 2 Sister Connectors (Bandit/Grid | Hybrid | Agentic)"]
    DBUNIT02_GATE["Frozen Holdout + Orthogonal CPOP Gate (SISTER-02)"]
    DBUNIT02_DB[("ACID Database Core + TODO Backlog: entities-db.teleon.dev")]
    DBUNIT02_T1Q --> DBUNIT02_T1C --> DBUNIT02_DB
    DBUNIT02_T2Q --> DBUNIT02_T2C --> DBUNIT02_GATE
    DBUNIT02_GATE -->|Promotes 6D Settings, Locales, Synonyms & Steps| DBUNIT02_T1C
    DBUNIT02_GATE -->|Bitemporal Lineage| DBUNIT02_DB
  end
  Surf --> DBUNIT02_T1Q
  Surf --> DBUNIT02_T2Q
  subgraph DBUNIT03["DB-UNIT-03: Confusion Diagnostics & Card Disambiguation Core"]
    DBUNIT03_T1Q["Track 1 Operational Queue: q02_confusion_repair"]
    DBUNIT03_T1C["Track 1 Connectors (Deterministic 0-Call | Hybrid | Agentic)"]
    DBUNIT03_T2Q["Track 2 Sister Queue: sq03_improve_confusion_repair"]
    DBUNIT03_T2C["Track 2 Sister Connectors (Bandit/Grid | Hybrid | Agentic)"]
    DBUNIT03_GATE["Frozen Holdout + Orthogonal CPOP Gate (SISTER-03)"]
    DBUNIT03_DB[("ACID Database Core + TODO Backlog: queues-db.teleon.dev")]
    DBUNIT03_T1Q --> DBUNIT03_T1C --> DBUNIT03_DB
    DBUNIT03_T2Q --> DBUNIT03_T2C --> DBUNIT03_GATE
    DBUNIT03_GATE -->|Promotes 6D Settings, Locales, Synonyms & Steps| DBUNIT03_T1C
    DBUNIT03_GATE -->|Bitemporal Lineage| DBUNIT03_DB
  end
  Surf --> DBUNIT03_T1Q
  Surf --> DBUNIT03_T2Q
  subgraph DBUNIT04["DB-UNIT-04: 48-Cell Hybrid Search, LSH & Retrieval Core"]
    DBUNIT04_T1Q["Track 1 Operational Queue: q14_retrieval_composability_probe"]
    DBUNIT04_T1C["Track 1 Connectors (Deterministic 0-Call | Hybrid | Agentic)"]
    DBUNIT04_T2Q["Track 2 Sister Queue: sq04_improve_search_retrieval"]
    DBUNIT04_T2C["Track 2 Sister Connectors (Bandit/Grid | Hybrid | Agentic)"]
    DBUNIT04_GATE["Frozen Holdout + Orthogonal CPOP Gate (SISTER-04)"]
    DBUNIT04_DB[("ACID Database Core + TODO Backlog: lsh-db.teleon.dev")]
    DBUNIT04_T1Q --> DBUNIT04_T1C --> DBUNIT04_DB
    DBUNIT04_T2Q --> DBUNIT04_T2C --> DBUNIT04_GATE
    DBUNIT04_GATE -->|Promotes 6D Settings, Locales, Synonyms & Steps| DBUNIT04_T1C
    DBUNIT04_GATE -->|Bitemporal Lineage| DBUNIT04_DB
  end
  Surf --> DBUNIT04_T1Q
  Surf --> DBUNIT04_T2Q
  subgraph DBUNIT05["DB-UNIT-05: Typed Solution Graph & Pareto Composition Core"]
    DBUNIT05_T1Q["Track 1 Operational Queue: q13_pareto_composition"]
    DBUNIT05_T1C["Track 1 Connectors (Deterministic 0-Call | Hybrid | Agentic)"]
    DBUNIT05_T2Q["Track 2 Sister Queue: sq05_improve_dag_composition"]
    DBUNIT05_T2C["Track 2 Sister Connectors (Bandit/Grid | Hybrid | Agentic)"]
    DBUNIT05_GATE["Frozen Holdout + Orthogonal CPOP Gate (SISTER-05)"]
    DBUNIT05_DB[("ACID Database Core + TODO Backlog: graph-db.teleon.dev")]
    DBUNIT05_T1Q --> DBUNIT05_T1C --> DBUNIT05_DB
    DBUNIT05_T2Q --> DBUNIT05_T2C --> DBUNIT05_GATE
    DBUNIT05_GATE -->|Promotes 6D Settings, Locales, Synonyms & Steps| DBUNIT05_T1C
    DBUNIT05_GATE -->|Bitemporal Lineage| DBUNIT05_DB
  end
  Surf --> DBUNIT05_T1Q
  Surf --> DBUNIT05_T2Q
  subgraph DBUNIT06["DB-UNIT-06: Multi-Pass Enrichment, Packaging & 6+ Locale Core"]
    DBUNIT06_T1Q["Track 1 Operational Queue: q07_harness_packaging"]
    DBUNIT06_T1C["Track 1 Connectors (Deterministic 0-Call | Hybrid | Agentic)"]
    DBUNIT06_T2Q["Track 2 Sister Queue: sq06_improve_multipass_packaging"]
    DBUNIT06_T2C["Track 2 Sister Connectors (Bandit/Grid | Hybrid | Agentic)"]
    DBUNIT06_GATE["Frozen Holdout + Orthogonal CPOP Gate (SISTER-06)"]
    DBUNIT06_DB[("ACID Database Core + TODO Backlog: entities-db.teleon.dev")]
    DBUNIT06_T1Q --> DBUNIT06_T1C --> DBUNIT06_DB
    DBUNIT06_T2Q --> DBUNIT06_T2C --> DBUNIT06_GATE
    DBUNIT06_GATE -->|Promotes 6D Settings, Locales, Synonyms & Steps| DBUNIT06_T1C
    DBUNIT06_GATE -->|Bitemporal Lineage| DBUNIT06_DB
  end
  Surf --> DBUNIT06_T1Q
  Surf --> DBUNIT06_T2Q
  subgraph DBUNIT07["DB-UNIT-07: Deterministic Wasm/gVisor Sandbox & Red-Team Oracle Core"]
    DBUNIT07_T1Q["Track 1 Operational Queue: q08_wasm_verification"]
    DBUNIT07_T1C["Track 1 Connectors (Deterministic 0-Call | Hybrid | Agentic)"]
    DBUNIT07_T2Q["Track 2 Sister Queue: sq07_improve_sandbox_oracles"]
    DBUNIT07_T2C["Track 2 Sister Connectors (Bandit/Grid | Hybrid | Agentic)"]
    DBUNIT07_GATE["Frozen Holdout + Orthogonal CPOP Gate (SISTER-07)"]
    DBUNIT07_DB[("ACID Database Core + TODO Backlog: queues-db.teleon.dev")]
    DBUNIT07_T1Q --> DBUNIT07_T1C --> DBUNIT07_DB
    DBUNIT07_T2Q --> DBUNIT07_T2C --> DBUNIT07_GATE
    DBUNIT07_GATE -->|Promotes 6D Settings, Locales, Synonyms & Steps| DBUNIT07_T1C
    DBUNIT07_GATE -->|Bitemporal Lineage| DBUNIT07_DB
  end
  Surf --> DBUNIT07_T1Q
  Surf --> DBUNIT07_T2Q
  subgraph DBUNIT08["DB-UNIT-08: Opt-In Prompt & Inference Wire Proxy Rule Core"]
    DBUNIT08_T1Q["Track 1 Operational Queue: q10_telemetry_hebbian"]
    DBUNIT08_T1C["Track 1 Connectors (Deterministic 0-Call | Hybrid | Agentic)"]
    DBUNIT08_T2Q["Track 2 Sister Queue: sq08_improve_prompt_proxy"]
    DBUNIT08_T2C["Track 2 Sister Connectors (Bandit/Grid | Hybrid | Agentic)"]
    DBUNIT08_GATE["Frozen Holdout + Orthogonal CPOP Gate (SISTER-08)"]
    DBUNIT08_DB[("ACID Database Core + TODO Backlog: telemetry-db.teleon.dev")]
    DBUNIT08_T1Q --> DBUNIT08_T1C --> DBUNIT08_DB
    DBUNIT08_T2Q --> DBUNIT08_T2C --> DBUNIT08_GATE
    DBUNIT08_GATE -->|Promotes 6D Settings, Locales, Synonyms & Steps| DBUNIT08_T1C
    DBUNIT08_GATE -->|Bitemporal Lineage| DBUNIT08_DB
  end
  Surf --> DBUNIT08_T1Q
  Surf --> DBUNIT08_T2Q
  subgraph DBUNIT09["DB-UNIT-09: Agent Fees, AFK Budget Holds, CPOP Review & Q12 Royalty Clearinghouse"]
    DBUNIT09_T1Q["Track 1 Operational Queue: q11_cpop_orthogonal_review"]
    DBUNIT09_T1C["Track 1 Connectors (Deterministic 0-Call | Hybrid | Agentic)"]
    DBUNIT09_T2Q["Track 2 Sister Queue: sq09_improve_telemetry_royalty"]
    DBUNIT09_T2C["Track 2 Sister Connectors (Bandit/Grid | Hybrid | Agentic)"]
    DBUNIT09_GATE["Frozen Holdout + Orthogonal CPOP Gate (SISTER-09)"]
    DBUNIT09_DB[("ACID Database Core + TODO Backlog: ledger-db.teleon.dev")]
    DBUNIT09_T1Q --> DBUNIT09_T1C --> DBUNIT09_DB
    DBUNIT09_T2Q --> DBUNIT09_T2C --> DBUNIT09_GATE
    DBUNIT09_GATE -->|Promotes 6D Settings, Locales, Synonyms & Steps| DBUNIT09_T1C
    DBUNIT09_GATE -->|Bitemporal Lineage| DBUNIT09_DB
  end
  Surf --> DBUNIT09_T1Q
  Surf --> DBUNIT09_T2Q
  subgraph DBUNIT10["DB-UNIT-10: Signed Agent Event Feeds, Advisories & Migration Streams Core"]
    DBUNIT10_T1Q["Track 1 Operational Queue: q05_feed_advisory_stream"]
    DBUNIT10_T1C["Track 1 Connectors (Deterministic 0-Call | Hybrid | Agentic)"]
    DBUNIT10_T2Q["Track 2 Sister Queue: sq10_improve_agent_feeds"]
    DBUNIT10_T2C["Track 2 Sister Connectors (Bandit/Grid | Hybrid | Agentic)"]
    DBUNIT10_GATE["Frozen Holdout + Orthogonal CPOP Gate (SISTER-10)"]
    DBUNIT10_DB[("ACID Database Core + TODO Backlog: entities-db.teleon.dev")]
    DBUNIT10_T1Q --> DBUNIT10_T1C --> DBUNIT10_DB
    DBUNIT10_T2Q --> DBUNIT10_T2C --> DBUNIT10_GATE
    DBUNIT10_GATE -->|Promotes 6D Settings, Locales, Synonyms & Steps| DBUNIT10_T1C
    DBUNIT10_GATE -->|Bitemporal Lineage| DBUNIT10_DB
  end
  Surf --> DBUNIT10_T1Q
  Surf --> DBUNIT10_T2Q
  subgraph DBUNIT11["DB-UNIT-11: Pre-Effect Handshakes, SWHID Parameter Bundles & Kleisli Wrappers Core"]
    DBUNIT11_T1Q["Track 1 Operational Queue: q06_handshake_negotiation"]
    DBUNIT11_T1C["Track 1 Connectors (Deterministic 0-Call | Hybrid | Agentic)"]
    DBUNIT11_T2Q["Track 2 Sister Queue: sq11_improve_handshakes"]
    DBUNIT11_T2C["Track 2 Sister Connectors (Bandit/Grid | Hybrid | Agentic)"]
    DBUNIT11_GATE["Frozen Holdout + Orthogonal CPOP Gate (SISTER-11)"]
    DBUNIT11_DB[("ACID Database Core + TODO Backlog: queues-db.teleon.dev")]
    DBUNIT11_T1Q --> DBUNIT11_T1C --> DBUNIT11_DB
    DBUNIT11_T2Q --> DBUNIT11_T2C --> DBUNIT11_GATE
    DBUNIT11_GATE -->|Promotes 6D Settings, Locales, Synonyms & Steps| DBUNIT11_T1C
    DBUNIT11_GATE -->|Bitemporal Lineage| DBUNIT11_DB
  end
  Surf --> DBUNIT11_T1Q
  Surf --> DBUNIT11_T2Q
  subgraph DBUNIT12["DB-UNIT-12: Context Interrogation, Persona Matrix & Problem-Situation Core"]
    DBUNIT12_T1Q["Track 1 Operational Queue: q15_problem_situation_generation"]
    DBUNIT12_T1C["Track 1 Connectors (Deterministic 0-Call | Hybrid | Agentic)"]
    DBUNIT12_T2Q["Track 2 Sister Queue: sq12_improve_problem_interrogation"]
    DBUNIT12_T2C["Track 2 Sister Connectors (Bandit/Grid | Hybrid | Agentic)"]
    DBUNIT12_GATE["Frozen Holdout + Orthogonal CPOP Gate (SISTER-12)"]
    DBUNIT12_DB[("ACID Database Core + TODO Backlog: entities-db.teleon.dev")]
    DBUNIT12_T1Q --> DBUNIT12_T1C --> DBUNIT12_DB
    DBUNIT12_T2Q --> DBUNIT12_T2C --> DBUNIT12_GATE
    DBUNIT12_GATE -->|Promotes 6D Settings, Locales, Synonyms & Steps| DBUNIT12_T1C
    DBUNIT12_GATE -->|Bitemporal Lineage| DBUNIT12_DB
  end
  Surf --> DBUNIT12_T1Q
  Surf --> DBUNIT12_T2Q
  subgraph DBUNIT13["DB-UNIT-13: Polymorphic Solutioning, Harness Packages & 1-Up Efficiency Core"]
    DBUNIT13_T1Q["Track 1 Operational Queue: q16_polymorphic_solutioning"]
    DBUNIT13_T1C["Track 1 Connectors (Deterministic 0-Call | Hybrid | Agentic)"]
    DBUNIT13_T2Q["Track 2 Sister Queue: sq13_improve_polymorphic_solutioning"]
    DBUNIT13_T2C["Track 2 Sister Connectors (Bandit/Grid | Hybrid | Agentic)"]
    DBUNIT13_GATE["Frozen Holdout + Orthogonal CPOP Gate (SISTER-13)"]
    DBUNIT13_DB[("ACID Database Core + TODO Backlog: entities-db.teleon.dev")]
    DBUNIT13_T1Q --> DBUNIT13_T1C --> DBUNIT13_DB
    DBUNIT13_T2Q --> DBUNIT13_T2C --> DBUNIT13_GATE
    DBUNIT13_GATE -->|Promotes 6D Settings, Locales, Synonyms & Steps| DBUNIT13_T1C
    DBUNIT13_GATE -->|Bitemporal Lineage| DBUNIT13_DB
  end
  Surf --> DBUNIT13_T1Q
  Surf --> DBUNIT13_T2Q
  subgraph DBUNIT14["DB-UNIT-14: Cross-Stage Mutation, Keyword Multiplication & Problem Remix Core"]
    DBUNIT14_T1Q["Track 1 Operational Queue: q17_cross_stage_mutation"]
    DBUNIT14_T1C["Track 1 Connectors (Deterministic 0-Call | Hybrid | Agentic)"]
    DBUNIT14_T2Q["Track 2 Sister Queue: sq14_improve_mutation_remix"]
    DBUNIT14_T2C["Track 2 Sister Connectors (Bandit/Grid | Hybrid | Agentic)"]
    DBUNIT14_GATE["Frozen Holdout + Orthogonal CPOP Gate (SISTER-14)"]
    DBUNIT14_DB[("ACID Database Core + TODO Backlog: queues-db.teleon.dev")]
    DBUNIT14_T1Q --> DBUNIT14_T1C --> DBUNIT14_DB
    DBUNIT14_T2Q --> DBUNIT14_T2C --> DBUNIT14_GATE
    DBUNIT14_GATE -->|Promotes 6D Settings, Locales, Synonyms & Steps| DBUNIT14_T1C
    DBUNIT14_GATE -->|Bitemporal Lineage| DBUNIT14_DB
  end
  Surf --> DBUNIT14_T1Q
  Surf --> DBUNIT14_T2Q
  subgraph DBUNIT15["DB-UNIT-15: Thin Per-Site Identity, Surface Lenses & 3-Mode Delivery Core"]
    DBUNIT15_T1Q["Track 1 Operational Queue: q18_adaptive_delivery_and_lenses"]
    DBUNIT15_T1C["Track 1 Connectors (Deterministic 0-Call | Hybrid | Agentic)"]
    DBUNIT15_T2Q["Track 2 Sister Queue: sq15_improve_adaptive_delivery"]
    DBUNIT15_T2C["Track 2 Sister Connectors (Bandit/Grid | Hybrid | Agentic)"]
    DBUNIT15_GATE["Frozen Holdout + Orthogonal CPOP Gate (SISTER-15)"]
    DBUNIT15_DB[("ACID Database Core + TODO Backlog: entities-db.teleon.dev")]
    DBUNIT15_T1Q --> DBUNIT15_T1C --> DBUNIT15_DB
    DBUNIT15_T2Q --> DBUNIT15_T2C --> DBUNIT15_GATE
    DBUNIT15_GATE -->|Promotes 6D Settings, Locales, Synonyms & Steps| DBUNIT15_T1C
    DBUNIT15_GATE -->|Bitemporal Lineage| DBUNIT15_DB
  end
  Surf --> DBUNIT15_T1Q
  Surf --> DBUNIT15_T2Q
  subgraph DBUNIT16["DB-UNIT-16: Resource Network Catalog, Capacity Feeds & Eligibility Broker Core"]
    DBUNIT16_T1Q["Track 1 Operational Queue: q19_resource_capacity_broker"]
    DBUNIT16_T1C["Track 1 Connectors (Deterministic 0-Call | Hybrid | Agentic)"]
    DBUNIT16_T2Q["Track 2 Sister Queue: sq16_improve_resource_capacity"]
    DBUNIT16_T2C["Track 2 Sister Connectors (Bandit/Grid | Hybrid | Agentic)"]
    DBUNIT16_GATE["Frozen Holdout + Orthogonal CPOP Gate (SISTER-16)"]
    DBUNIT16_DB[("ACID Database Core + TODO Backlog: queues-db.teleon.dev")]
    DBUNIT16_T1Q --> DBUNIT16_T1C --> DBUNIT16_DB
    DBUNIT16_T2Q --> DBUNIT16_T2C --> DBUNIT16_GATE
    DBUNIT16_GATE -->|Promotes 6D Settings, Locales, Synonyms & Steps| DBUNIT16_T1C
    DBUNIT16_GATE -->|Bitemporal Lineage| DBUNIT16_DB
  end
  Surf --> DBUNIT16_T1Q
  Surf --> DBUNIT16_T2Q
  subgraph DBUNIT17["DB-UNIT-17: Cascading Decision Models, Local Classifiers & Abstention Core"]
    DBUNIT17_T1Q["Track 1 Operational Queue: q20_decision_cascade_router"]
    DBUNIT17_T1C["Track 1 Connectors (Deterministic 0-Call | Hybrid | Agentic)"]
    DBUNIT17_T2Q["Track 2 Sister Queue: sq17_improve_decision_cascade"]
    DBUNIT17_T2C["Track 2 Sister Connectors (Bandit/Grid | Hybrid | Agentic)"]
    DBUNIT17_GATE["Frozen Holdout + Orthogonal CPOP Gate (SISTER-17)"]
    DBUNIT17_DB[("ACID Database Core + TODO Backlog: lsh-db.teleon.dev")]
    DBUNIT17_T1Q --> DBUNIT17_T1C --> DBUNIT17_DB
    DBUNIT17_T2Q --> DBUNIT17_T2C --> DBUNIT17_GATE
    DBUNIT17_GATE -->|Promotes 6D Settings, Locales, Synonyms & Steps| DBUNIT17_T1C
    DBUNIT17_GATE -->|Bitemporal Lineage| DBUNIT17_DB
  end
  Surf --> DBUNIT17_T1Q
  Surf --> DBUNIT17_T2Q
  subgraph DBUNIT18["DB-UNIT-18: Causal Scenario Foundry, Simulation Federation & Opportunity Core"]
    DBUNIT18_T1Q["Track 1 Operational Queue: q21_scenario_opportunity_foundry"]
    DBUNIT18_T1C["Track 1 Connectors (Deterministic 0-Call | Hybrid | Agentic)"]
    DBUNIT18_T2Q["Track 2 Sister Queue: sq18_improve_scenario_foundry"]
    DBUNIT18_T2C["Track 2 Sister Connectors (Bandit/Grid | Hybrid | Agentic)"]
    DBUNIT18_GATE["Frozen Holdout + Orthogonal CPOP Gate (SISTER-18)"]
    DBUNIT18_DB[("ACID Database Core + TODO Backlog: entities-db.teleon.dev")]
    DBUNIT18_T1Q --> DBUNIT18_T1C --> DBUNIT18_DB
    DBUNIT18_T2Q --> DBUNIT18_T2C --> DBUNIT18_GATE
    DBUNIT18_GATE -->|Promotes 6D Settings, Locales, Synonyms & Steps| DBUNIT18_T1C
    DBUNIT18_GATE -->|Bitemporal Lineage| DBUNIT18_DB
  end
  Surf --> DBUNIT18_T1Q
  Surf --> DBUNIT18_T2Q