{ "architecture_pattern": "database_centered_dual_track_sister_dag/v1", "canonical_domain": "teleon.dev", "unit_count": 18, "parametric_dimensions": { "priority_and_scheduling": { "dimension_id": "DIM-01", "category_name": "PRIORITY_AND_WEIGHTS", "title": "Priority, BM25F/RRF Weights, EXP3 Bandit & Urgency Scheduling", "mutable_keys": [ "priority_weight", "lease_seconds", "urgency_decay_rate", "starvation_boost", "rrf_k_constant", "exp3_learning_rate" ], "description": "Controls BM25F field weights, RRF k constants, EXP3 bandit rates, and queue urgency multipliers." }, "diversity_and_coverage": { "dimension_id": "DIM-02", "category_name": "DIVERSITY_AND_EXPLORATION", "title": "MMR Diversity, UCB1 Exploration & MAP-Elites Coverage", "mutable_keys": [ "diversity_floor", "mmr_lambda", "ucb1_exploration_c", "lsh_bucket_spread", "family_orthogonality_min", "domain_balance_cap" ], "description": "Prevents monoculture collapse via Maximal Marginal Relevance lambda, UCB1 exploration, and LSH bucket spread." }, "pipeline_steps_and_layers": { "dimension_id": "DIM-03", "category_name": "ADDITIONAL_KLEISLI_STEPS", "title": "Parameterizable Kleisli Steps (0..32), Code Blocks & Tools", "mutable_keys": [ "middleware_steps", "code_blocks", "tools" ], "description": "Adds, removes, or reorders 0..32 Kleisli wrapper steps, verified AST code blocks, and progressive tools." }, "lexical_and_semantic_expansion": { "dimension_id": "DIM-04", "category_name": "MULTILINGUAL_AND_SYNONYM_ONTOLOGY", "title": "9-Locale Multilingual Lexicons, Synonyms, Aspects & Routines", "mutable_keys": [ "languages", "synonyms", "aspects", "routines" ], "description": "Expands multilingual SKOS lexicons (en, zh, es, ja, de, pt, fr, hi, ar), synonym rings, aspects, and routines." }, "lsh_bit_and_band_geometry": { "dimension_id": "DIM-05", "category_name": "LSH_BIT_AND_BAND_GEOMETRY", "title": "SimHash/MinHash Bit-Widths, Banding Matrices & Voronoi Cells", "mutable_keys": [ "simhash_bits", "minhash_band_geometry", "voronoi_partition_cells" ], "description": "Tunes SimHash bit-widths (32/64/128/256), MinHash banding matrices (32x2/16x4/8x8/4x16), and Voronoi centroids." }, "execution_demotion_and_efficiency": { "dimension_id": "DIM-06", "category_name": "ESCALATION_AND_CONFIDENCE_GATES", "title": "Escalation Gates & Agentic -> Hybrid -> Deterministic Demotion", "mutable_keys": [ "default_connector_mode", "max_model_calls", "wasm_fuel_budget", "cache_promotion_threshold", "det_to_local_confidence_gate", "local_to_frontier_confidence_gate" ], "description": "Governs DET_FIRST_AGENT_FALLBACK confidence gates and demotes expensive agentic paths into $0 deterministic code." }, "speculative_prefetch_and_cache_tiers": { "dimension_id": "DIM-07", "category_name": "SPECULATIVE_PREFETCH_AND_CACHE_TIERS", "title": "Markov L0 Prefetch, Edge SQLite Delta Sync & Agent Card Formatting", "mutable_keys": [ "l0_prefetch_top_k", "edge_sqlite_delta_sync_seconds", "card_token_budget", "instruction_density", "progressive_disclosure_depth", "include_negative_constraints" ], "description": "Tunes Markov co-retrieval L0 prefetching, 15m HTTP Range SQLite delta intervals, and agent card token budgets." }, "agent_fee_tariff_and_royalty_splits": { "dimension_id": "DIM-08", "category_name": "AGENT_FEE_TARIFF_AND_ROYALTY_SPLITS", "title": "Off-Peak AFK Discounts, Budget Holds & 6-Bucket Q12 Royalty Splits", "mutable_keys": [ "afk_offpeak_discount_bps", "max_budget_ceiling_micro_usd", "q12_royalty_split_bps" ], "description": "Tunes off-peak AFK congestion discounts, pre-execution budget holds, and 6-bucket Q12 fractional royalty weights." } }, "connector_modes": { "deterministic": { "modality_code": "DET", "max_model_calls": 0, "determinism_tier": "strict_zero_model", "description": "Pure deterministic code, SQL, Roaring/BM25F, AST, or Wasmtime execution with 0 model calls." }, "hybrid": { "modality_code": "DET_FIRST_AGENT_FALLBACK", "max_model_calls": 1, "determinism_tier": "bounded_single_call_verified", "description": "Deterministic pre-filter and post-oracle wrapping at most 1 bounded BYO-key model fallback call." }, "agentic": { "modality_code": "AGENT", "max_model_calls": 6, "determinism_tier": "exploratory_sandboxed_loop", "description": "Multi-step Practitioner Loop exploration for novel gaps, always gated by deterministic oracles before commit." } }, "units": [ { "db_unit_id": "DB-UNIT-01", "slug": "entities_and_cas_core", "v26_aliases": [ "CAS-01" ], "title": "Content-Addressed Entities & Merkle Payload Core", "backing_db_cell": "entities_db", "backing_db_subdomain": "entities-db.teleon.dev", "active_config_swhid": "swh:1:cnt:5d56ec16e0ffb9fd9522f9d7c6bccce148037a6f", "db_layer_governance_policy": "acid_commit_kernel_v1", "connector_layer_governance_policy": "functional_kleisli_stack_v1", "core_tables": [ "teleon_core.teleon_entities", "teleon_core.teleon_executable_payloads", "teleon_core.teleon_annotation_revisions" ], "todo_backlog_table": "teleon_core.entities_cas_todo_backlog", "agent_consumption_instructions": { "summary": "Resolve teleon://swh:1:* identifiers, inspect L0 cards first, and stream AST byte ranges before loading full source.", "required_headers": [ "X-Teleon-Surface-Id" ], "invariants": [ "Never rewrite immutable swh:1:cnt digests; append bitemporal annotation revisions instead.", "Prefer HTTP Range slices (<= 64 KiB) over full repository downloads." ] }, "default_settings": { "priority_weight": 100, "diversity_floor": 0.25, "languages": [ "en", "zh", "es", "ja", "de", "pt" ], "synonyms": [ "artifact", "cas_blob", "swhid_slice", "merkle_node", "code_asset" ], "aspects": [ "byte_slicing", "fastcdc_chunking", "license_spdx", "provenance_attestation" ], "routines": [ "stream_ast_symbol_range", "verify_swhid_digest", "dedup_merkle_tree" ], "middleware_steps": [ "version_adaptation_v1", "parameter_clamping_v1" ], "code_blocks": [ "fastcdc_8k_chunker_v1", "http_range_framer_v1" ], "tools": [ "teleon.inspect_or_stream" ], "default_connector_mode": "deterministic", "max_model_calls": 0, "card_token_budget": 140 }, "process_track": { "queue_id": "q03_seed_intake", "queue_subdomain": "q03-seed-queue.teleon.dev", "objective": "Ingest, chunk, deduplicate, and content-address new files, AST slices, and native creative assets.", "connectors": { "deterministic": "cas_fastcdc_swhid_ingestor_v1", "hybrid": "cas_license_boundary_disambiguator_v1", "agentic": "cas_unstructured_bundle_extractor_v1" } }, "improve_track": { "sister_element_id": "SISTER-01", "sister_proposals_table": "teleon_sister.entities_cas_tuning_proposals", "sister_experiments_table": "teleon_sister.entities_cas_shadow_experiments", "sister_queue_id": "sq01_improve_entities_cas", "sister_queue_subdomain": "sq01-improve-cas-queue.teleon.dev", "objective": "Tune chunk boundaries, add AST language grammars, and shrink byte-slice token overhead.", "pre_built_improvement_areas": [ "Tune FastCDC chunk target size per language grammar", "Add AST symbol-slicing code_blocks for new file formats (WGSL, USD, Typst)", "Expand provenance and license synonym mappings" ], "connectors": { "deterministic": "sister_cas_chunk_pareto_tuner_v1", "hybrid": "sister_ast_grammar_synthesizer_v1", "agentic": "sister_format_slicer_author_v1" } } }, { "db_unit_id": "DB-UNIT-02", "slug": "acquire_and_findability", "v26_aliases": [ "DB-02", "q_track1_execute_acquisition", "q_track2_improve_acquisition" ], "title": "Source Acquisition & Findability Taxonomy Core", "backing_db_cell": "entities_db", "backing_db_subdomain": "entities-db.teleon.dev", "active_config_swhid": "swh:1:cnt:da8de477c54bb036e5931b5935ba3421f90b0836", "db_layer_governance_policy": "acid_commit_kernel_v1", "connector_layer_governance_policy": "functional_kleisli_stack_v1", "core_tables": [ "teleon_core.acquisition_seed_registry", "teleon_core.skos_findability_concepts", "teleon_core.capability_gap_ledger" ], "todo_backlog_table": "teleon_core.acquire_findability_todo_backlog", "agent_consumption_instructions": { "summary": "Claim seed URLs or capability gaps, verify permissive SPDX licenses, and enrich 6+ locale SKOS labels and synonyms.", "required_headers": [ "X-Teleon-Surface-Id" ], "invariants": [ "Discovery stays effect-free; external repository fetches require pinned source connector grants.", "Record every inspected candidate, rejection reason, and license pin." ] }, "default_settings": { "priority_weight": 115, "diversity_floor": 0.4, "languages": [ "en", "zh", "es", "ja", "de", "pt" ], "synonyms": [ "capability_discovery", "tool_indexing", "skos_taxonomy", "seed_harvest", "gap_bounty" ], "aspects": [ "license_qualification", "domain_coverage", "multilingual_aliasing", "freshness_decay" ], "routines": [ "harvest_permissive_repo", "align_skos_broader_narrower", "score_gap_demand" ], "middleware_steps": [ "version_adaptation_v1", "parameter_clamping_v1", "spdx_allowlist_guard_v1" ], "code_blocks": [ "spdx_expression_parser_v1", "sitemap_seed_normalizer_v1" ], "tools": [ "teleon.discover", "teleon.claim_or_submit_evidence" ], "default_connector_mode": "hybrid", "max_model_calls": 1, "card_token_budget": 160 }, "process_track": { "queue_id": "q01_acquire_findability", "queue_subdomain": "q01-findability-queue.teleon.dev", "objective": "Search external registries for missing capabilities and enrich findable SKOS metadata cards.", "connectors": { "deterministic": "skos_lexical_normalizer_v1", "hybrid": "bilingual_card_tagger_v1", "agentic": "deep_gap_hunter_and_harvester_v1" } }, "improve_track": { "sister_element_id": "SISTER-02", "sister_proposals_table": "teleon_sister.acquire_findability_tuning_proposals", "sister_experiments_table": "teleon_sister.acquire_findability_shadow_experiments", "sister_queue_id": "sq02_improve_acquire_findability", "sister_queue_subdomain": "sq02-improve-findability-queue.teleon.dev", "objective": "Improve source yield, diversify domain priorities, and add new languages, synonyms, and harvesting routines.", "pre_built_improvement_areas": [ "Reprioritize starved creative/scientific domains via urgency weights", "Add new languages (fr, ko, ar, hi) and domain-specific colloquial synonyms", "Demote repetitive repository metadata extraction into deterministic code_blocks" ], "connectors": { "deterministic": "sister_yield_bandit_reweighter_v1", "hybrid": "sister_multilingual_synonym_miner_v1", "agentic": "sister_source_harvester_builder_v1" } } }, { "db_unit_id": "DB-UNIT-03", "slug": "interrogate_and_confusion_repair", "v26_aliases": [ "DB-03", "q_track1_execute_interrogation", "q_track2_improve_interrogation" ], "title": "Confusion Diagnostics & Card Disambiguation Core", "backing_db_cell": "queues_db", "backing_db_subdomain": "queues-db.teleon.dev", "active_config_swhid": "swh:1:cnt:854d973f3bc1aaec2a4de46f8c6a944e3697670c", "db_layer_governance_policy": "acid_commit_kernel_v1", "connector_layer_governance_policy": "functional_kleisli_stack_v1", "core_tables": [ "teleon_core.agent_confusion_incidents", "teleon_core.disambiguation_patches", "teleon_core.negative_constraint_rules" ], "todo_backlog_table": "teleon_core.confusion_repair_todo_backlog", "agent_consumption_instructions": { "summary": "Consume observed agent selection/parameter mistakes and attach crisp when-NOT-to-use boundaries and type pre-conditions.", "required_headers": [ "X-Teleon-Surface-Id" ], "invariants": [ "Every confusion patch must include a deterministic regression probe reproducing the prior failure." ] }, "default_settings": { "priority_weight": 120, "diversity_floor": 0.3, "languages": [ "en", "zh", "es", "ja", "de", "pt" ], "synonyms": [ "disambiguation", "negative_constraints", "failure_diagnosis", "schema_mismatch", "confusion_fix" ], "aspects": [ "near_miss_collision", "parameter_hallucination", "version_drift", "edge_preconditions" ], "routines": [ "cluster_near_miss_cards", "synthesize_when_not_to_use", "emit_disambiguation_test" ], "middleware_steps": [ "version_adaptation_v1", "parameter_clamping_v1" ], "code_blocks": [ "failure_signature_hasher_v1", "json_schema_diff_v1" ], "tools": [ "teleon.inspect_or_stream", "teleon.claim_or_submit_evidence" ], "default_connector_mode": "hybrid", "max_model_calls": 1, "card_token_budget": 180 }, "process_track": { "queue_id": "q02_confusion_repair", "queue_subdomain": "q02-confusion-queue.teleon.dev", "objective": "Diagnose why agents picked the wrong tool or malformed arguments and publish disambiguation patches.", "connectors": { "deterministic": "schema_mismatch_rule_extractor_v1", "hybrid": "contrast_pair_card_rewriter_v1", "agentic": "multi_trace_root_cause_investigator_v1" } }, "improve_track": { "sister_element_id": "SISTER-03", "sister_proposals_table": "teleon_sister.confusion_repair_tuning_proposals", "sister_experiments_table": "teleon_sister.confusion_repair_shadow_experiments", "sister_queue_id": "sq03_improve_confusion_repair", "sister_queue_subdomain": "sq03-improve-confusion-queue.teleon.dev", "objective": "Discover new confusion aspects, sharpen agent consumption formatting, and automate recurring repairs.", "pre_built_improvement_areas": [ "Add new diagnostic aspects for cross-model tool-call quirks", "Tune negative-constraint formatting density for smaller local models (Gemma 4)", "Convert recurring confusion fixes into deterministic lint code_blocks" ], "connectors": { "deterministic": "sister_confusion_cluster_ranker_v1", "hybrid": "sister_card_format_ab_tester_v1", "agentic": "sister_diagnostic_routine_inventor_v1" } } }, { "db_unit_id": "DB-UNIT-04", "slug": "hybrid_search_and_retrieval", "v26_aliases": [ "DB-01", "q_track1_execute_search_retrieval", "q_track2_improve_search_retrieval" ], "title": "48-Cell Hybrid Search, LSH & Retrieval Core", "backing_db_cell": "lsh_db", "backing_db_subdomain": "lsh-db.teleon.dev", "active_config_swhid": "swh:1:cnt:4109c095c5d0a2b12e74a79c47c579cfb5a8a91e", "db_layer_governance_policy": "acid_commit_kernel_v1", "connector_layer_governance_policy": "functional_kleisli_stack_v1", "core_tables": [ "teleon_core.teleon_lsh_signatures_256", "teleon_core.bm25f_seven_field_postings", "teleon_core.roaring_trigram_inverted_index", "teleon_core.markov_l0_prefetch_transitions" ], "todo_backlog_table": "teleon_core.search_retrieval_todo_backlog", "agent_consumption_instructions": { "summary": "Query 48-cell hybrid retrieval (BM25F + Roaring trigrams + 256-bit SimHash/MinHash + Markov L0 prefetch) with explicit optimize_mode.", "required_headers": [ "X-Teleon-Surface-Id" ], "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." ] }, "default_settings": { "priority_weight": 135, "diversity_floor": 0.35, "languages": [ "en", "zh", "es", "ja", "de", "pt" ], "synonyms": [ "hybrid_retrieval", "bm25f_ranking", "roaring_trigram", "simhash_lsh", "markov_prefetch", "recall_tuning" ], "aspects": [ "lexical_precision", "structural_ast_similarity", "type_composability_bonus", "latency_p99", "result_diversity" ], "routines": [ "score_bm25f_7_fields", "intersect_roaring_trigrams", "prefetch_markov_neighbors", "diversify_mmr_slate" ], "middleware_steps": [ "version_adaptation_v1", "parameter_clamping_v1", "query_synonym_expander_v1" ], "code_blocks": [ "bm25f_field_scorer_v1", "simhash_hamming_256_v1", "mmr_diversity_reranker_v1" ], "tools": [ "teleon.discover" ], "default_connector_mode": "deterministic", "max_model_calls": 0, "card_token_budget": 150 }, "process_track": { "queue_id": "q14_retrieval_composability_probe", "queue_subdomain": "q14-retrieval-probe-queue.teleon.dev", "objective": "Execute hybrid search queries, serve diversified L0 contract slates, and log retrieval-composability probes.", "connectors": { "deterministic": "bm25f_roaring_lsh_zero_model_v1", "hybrid": "query_intent_expansion_hybrid_v1", "agentic": "multi_hop_federated_scout_v1" } }, "improve_track": { "sister_element_id": "SISTER-04", "sister_proposals_table": "teleon_sister.search_retrieval_tuning_proposals", "sister_experiments_table": "teleon_sister.search_retrieval_shadow_experiments", "sister_queue_id": "sq04_improve_search_retrieval", "sister_queue_subdomain": "sq04-improve-search-queue.teleon.dev", "objective": "Tune BM25F field weights, MMR diversity, synonym rings, multilingual stemmers, and 0..N retrieval steps.", "pre_built_improvement_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" ], "connectors": { "deterministic": "sister_bm25f_pareto_grid_optimizer_v1", "hybrid": "sister_hard_negative_synonym_curator_v1", "agentic": "sister_retrieval_pipeline_architect_v1" } } }, { "db_unit_id": "DB-UNIT-05", "slug": "solve_and_dag_composition", "v26_aliases": [ "DB-04", "DB-05", "q_track1_execute_solutioning", "q_track2_improve_solutioning", "q_track1_execute_composition", "q_track2_improve_composition" ], "title": "Typed Solution Graph & Pareto Composition Core", "backing_db_cell": "graph_db", "backing_db_subdomain": "graph-db.teleon.dev", "active_config_swhid": "swh:1:cnt:b64cd5fc51f548b2aadfeced6ed9c20bfc9093ad", "db_layer_governance_policy": "acid_commit_kernel_v1", "connector_layer_governance_policy": "functional_kleisli_stack_v1", "core_tables": [ "teleon_core.teleon_weighted_graph_edges", "teleon_core.verified_solution_dags", "teleon_core.schema_bridge_adapters" ], "todo_backlog_table": "teleon_core.dag_composition_todo_backlog", "agent_consumption_instructions": { "summary": "Compose verified contract cards along typed input->output edges, synthesize missing port shims, and minimize token/model cost.", "required_headers": [ "X-Teleon-Surface-Id" ], "invariants": [ "Every executable vertex in a composed graph is a Loop; passive files never become model calls.", "Keep the no-extra-material baseline eligible in every Pareto comparison." ] }, "default_settings": { "priority_weight": 130, "diversity_floor": 0.3, "languages": [ "en", "zh", "es", "ja", "de", "pt" ], "synonyms": [ "dag_synthesis", "pareto_frontier", "port_adapter_shim", "cheapest_pipeline", "type_directed_search" ], "aspects": [ "type_safety", "token_cost_pareto", "latency_critical_path", "baseline_preservation", "reusable_shims" ], "routines": [ "plan_type_directed_dag", "synthesize_port_adapter_shim", "prune_pareto_dominated_paths" ], "middleware_steps": [ "version_adaptation_v1", "parameter_clamping_v1", "cycle_and_type_guard_v1" ], "code_blocks": [ "kahn_topological_validator_v1", "pareto_6d_skyline_v1" ], "tools": [ "teleon.discover", "teleon.inspect_or_stream", "teleon.claim_or_submit_evidence" ], "default_connector_mode": "deterministic", "max_model_calls": 0, "card_token_budget": 175 }, "process_track": { "queue_id": "q13_pareto_composition", "queue_subdomain": "q13-composition-queue.teleon.dev", "objective": "Assemble minimum-cost, high-reliability typed solution DAGs and deterministic port-adapter shims.", "connectors": { "deterministic": "dijkstra_pareto_type_planner_v1", "hybrid": "single_shim_bridge_synthesizer_v1", "agentic": "novel_architecture_composer_v1" } }, "improve_track": { "sister_element_id": "SISTER-05", "sister_proposals_table": "teleon_sister.dag_composition_tuning_proposals", "sister_experiments_table": "teleon_sister.dag_composition_shadow_experiments", "sister_queue_id": "sq05_improve_dag_composition", "sister_queue_subdomain": "sq05-improve-composition-queue.teleon.dev", "objective": "Improve planner heuristics, promote recurring agentic subgraphs into cached deterministic macros, and add bridge tools.", "pre_built_improvement_areas": [ "Promote high-traffic multi-node subgraphs into 0-model-call deterministic macro code_blocks", "Rebalance 6D Pareto cost weights (quality, tokens, latency, reliability, determinism, reuse)", "Add new algebraic port-shim templates and composition routines" ], "connectors": { "deterministic": "sister_subgraph_crystallizer_v1", "hybrid": "sister_pareto_heuristic_tuner_v1", "agentic": "sister_macro_compiler_agent_v1" } } }, { "db_unit_id": "DB-UNIT-06", "slug": "multipass_describe_and_locales", "v26_aliases": [ "DB-06", "q_track1_execute_description_hashing", "q_track2_improve_description_hashing" ], "title": "Multi-Pass Enrichment, Packaging & 6+ Locale Core", "backing_db_cell": "entities_db", "backing_db_subdomain": "entities-db.teleon.dev", "active_config_swhid": "swh:1:cnt:43630f42e1e507f8614b783509e4cae8c771db83", "db_layer_governance_policy": "acid_commit_kernel_v1", "connector_layer_governance_policy": "functional_kleisli_stack_v1", "core_tables": [ "teleon_core.multipass_card_projections", "teleon_core.harness_adapter_manifests", "teleon_core.locale_terminology_packs" ], "todo_backlog_table": "teleon_core.multipass_packaging_todo_backlog", "agent_consumption_instructions": { "summary": "Materialize L0/L1/L2 progressive contract cards, harness-specific manifests (Claude, Codex, Cursor, AGY, MCP), and localized glossaries.", "required_headers": [ "X-Teleon-Surface-Id" ], "invariants": [ "Exact source bytes, semantic interpretation, and execution authority stay strictly separated." ] }, "default_settings": { "priority_weight": 105, "diversity_floor": 0.35, "languages": [ "en", "zh", "es", "ja", "de", "pt" ], "synonyms": [ "progressive_disclosure", "harness_packaging", "l0_contract_card", "locale_glossary", "mcp_manifest" ], "aspects": [ "bootstrap_token_economy", "cross_harness_fidelity", "terminology_consistency", "example_minimality" ], "routines": [ "compile_l0_150_token_card", "emit_harness_manifest_pack", "validate_locale_glossary" ], "middleware_steps": [ "version_adaptation_v1", "parameter_clamping_v1" ], "code_blocks": [ "token_budget_trimmer_v1", "mcp_3_tool_manifest_emitter_v1" ], "tools": [ "teleon.discover", "teleon.inspect_or_stream" ], "default_connector_mode": "hybrid", "max_model_calls": 1, "card_token_budget": 150 }, "process_track": { "queue_id": "q07_harness_packaging", "queue_subdomain": "q07-packaging-queue.teleon.dev", "objective": "Package verified components into compact multi-harness manifests and localized L0/L1/L2 cards.", "connectors": { "deterministic": "ast_signature_card_compiler_v1", "hybrid": "multilingual_card_summarizer_v1", "agentic": "cross_harness_skill_adapter_v1" } }, "improve_track": { "sister_element_id": "SISTER-06", "sister_proposals_table": "teleon_sister.multipass_packaging_tuning_proposals", "sister_experiments_table": "teleon_sister.multipass_packaging_shadow_experiments", "sister_queue_id": "sq06_improve_multipass_packaging", "sister_queue_subdomain": "sq06-improve-packaging-queue.teleon.dev", "objective": "Compress L0 token budgets without losing selection accuracy and onboard new languages and harness formats.", "pre_built_improvement_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" ], "connectors": { "deterministic": "sister_token_compression_pareto_v1", "hybrid": "sister_locale_terminology_auditor_v1", "agentic": "sister_harness_format_adapter_author_v1" } } }, { "db_unit_id": "DB-UNIT-07", "slug": "adversarial_sandbox_and_oracles", "v26_aliases": [ "DB-07", "q_track1_execute_validation", "q_track2_improve_validation" ], "title": "Deterministic Wasm/gVisor Sandbox & Red-Team Oracle Core", "backing_db_cell": "queues_db", "backing_db_subdomain": "queues-db.teleon.dev", "active_config_swhid": "swh:1:cnt:6e3869a754083c4d93464ea0c8d85acda7876391", "db_layer_governance_policy": "acid_commit_kernel_v1", "connector_layer_governance_policy": "functional_kleisli_stack_v1", "core_tables": [ "teleon_core.acceptance_oracle_suites", "teleon_core.sandbox_slsa_attestations", "teleon_core.adversarial_redteam_vectors" ], "todo_backlog_table": "teleon_core.sandbox_oracles_todo_backlog", "agent_consumption_instructions": { "summary": "Execute untrusted candidates inside fuel-metered Wasmtime WIT or --net=none gVisor sandboxes against property and mutation oracles.", "required_headers": [ "X-Teleon-Surface-Id" ], "invariants": [ "Content approval grants zero execution authority; sandboxes enforce fuel, memory, and zero-network isolation." ] }, "default_settings": { "priority_weight": 140, "diversity_floor": 0.45, "languages": [ "en", "zh", "es", "ja", "de", "pt" ], "synonyms": [ "wasm_wit_sandbox", "gvisor_isolation", "mutation_testing", "adversarial_redteam", "slsa_attestation" ], "aspects": [ "fuel_determinism", "mutation_kill_rate", "boundary_fuzzing", "zero_network_confinement" ], "routines": [ "run_wasm_wit_conformance", "execute_mutation_survivor_probe", "sign_ed25519_slsa_attestation" ], "middleware_steps": [ "version_adaptation_v1", "parameter_clamping_v1", "fuel_ceiling_enforcer_v1" ], "code_blocks": [ "wasm_fuel_meter_v1", "property_fuzzer_seed_v1" ], "tools": [ "teleon.claim_or_submit_evidence" ], "default_connector_mode": "deterministic", "max_model_calls": 0, "card_token_budget": 145 }, "process_track": { "queue_id": "q08_wasm_verification", "queue_subdomain": "q08-wasm-verify-queue.teleon.dev", "objective": "Verify candidate engines, code blocks, and port shims inside deterministic sandboxes and red-team suites.", "connectors": { "deterministic": "wasmtime_wit_deterministic_runner_v1", "hybrid": "boundary_counterexample_synthesizer_v1", "agentic": "adversarial_exploit_hunter_v1" } }, "improve_track": { "sister_element_id": "SISTER-07", "sister_proposals_table": "teleon_sister.sandbox_oracles_tuning_proposals", "sister_experiments_table": "teleon_sister.sandbox_oracles_shadow_experiments", "sister_queue_id": "sq07_improve_sandbox_oracles", "sister_queue_subdomain": "sq07-improve-sandbox-queue.teleon.dev", "objective": "Strengthen mutation kill rates, reduce sandbox cold-start fuel, and harvest new adversarial fuzzing routines.", "pre_built_improvement_areas": [ "Add deterministic property-testing generators for surviving code mutants", "Tune Wasm fuel ceilings and warm-snapshot pooling priorities", "Expand prompt-injection and path-traversal red-team vector corpora" ], "connectors": { "deterministic": "sister_mutant_survivor_minimizer_v1", "hybrid": "sister_oracle_gap_proposer_v1", "agentic": "sister_redteam_generator_author_v1" } } }, { "db_unit_id": "DB-UNIT-08", "slug": "opt_in_prompt_proxy_rules", "v26_aliases": [ "PROXY-08" ], "title": "Opt-In Prompt & Inference Wire Proxy Rule Core", "backing_db_cell": "telemetry_db", "backing_db_subdomain": "telemetry-db.teleon.dev", "active_config_swhid": "swh:1:cnt:15c6b656ba829e10c00ba9f6dfb070dc3ffa765c", "db_layer_governance_policy": "acid_commit_kernel_v1", "connector_layer_governance_policy": "functional_kleisli_stack_v1", "core_tables": [ "teleon_core.prompt_proxy_rule_sets", "teleon_core.direct_deterministic_hit_catalog", "teleon_core.wire_observation_headers" ], "todo_backlog_table": "teleon_core.prompt_proxy_todo_backlog", "agent_consumption_instructions": { "summary": "Intercept prompts only on explicit user opt-in; preserve byte-identical passthrough when off, inject <=2 KiB untrusted cards, or answer deterministically.", "required_headers": [ "X-Teleon-Surface-Id" ], "invariants": [ "Rule evaluation matches metadata only (never prompt prose) with strict deny -> require -> select precedence.", "User BYO provider keys pass only to the user's chosen inference host and never enter Teleon storage." ] }, "default_settings": { "priority_weight": 110, "diversity_floor": 0.25, "languages": [ "en", "zh", "es", "ja", "de", "pt" ], "synonyms": [ "wire_proxy", "prompt_interception", "untrusted_context_injection", "zero_call_direct_answer", "byo_inference" ], "aspects": [ "byte_identical_passthrough", "context_byte_ceiling", "direct_hit_precision", "five_protocol_parity" ], "routines": [ "evaluate_metadata_rules", "inject_bounded_reference_block", "synthesize_direct_wire_envelope" ], "middleware_steps": [ "version_adaptation_v1", "parameter_clamping_v1", "secret_redaction_guard_v1" ], "code_blocks": [ "five_protocol_wire_codec_v1", "untrusted_fence_formatter_v1" ], "tools": [ "teleon.discover" ], "default_connector_mode": "deterministic", "max_model_calls": 0, "card_token_budget": 135 }, "process_track": { "queue_id": "q10_telemetry_hebbian", "queue_subdomain": "q10-telemetry-queue.teleon.dev", "objective": "Evaluate opt-in proxy rules across 5 wire protocols, inject bounded context, or serve 0-call direct answers.", "connectors": { "deterministic": "wire_metadata_rule_and_direct_responder_v1", "hybrid": "compact_context_selector_hybrid_v1", "agentic": "custom_enterprise_policy_simulator_v1" } }, "improve_track": { "sister_element_id": "SISTER-08", "sister_proposals_table": "teleon_sister.prompt_proxy_tuning_proposals", "sister_experiments_table": "teleon_sister.prompt_proxy_shadow_experiments", "sister_queue_id": "sq08_improve_prompt_proxy", "sister_queue_subdomain": "sq08-improve-proxy-queue.teleon.dev", "objective": "Tune direct-answer confidence thresholds, context byte budgets, and promote frequent queries to 0-call cards.", "pre_built_improvement_areas": [ "Tune direct_response_min_score and max_injected_context_bytes per model family", "Promote high-frequency repeated tasks into verified deterministic direct-hit cards", "Add wire codec support and aspect tags for new local/cloud inference endpoints" ], "connectors": { "deterministic": "sister_proxy_threshold_calibrator_v1", "hybrid": "sister_direct_card_candidate_miner_v1", "agentic": "sister_wire_protocol_adapter_builder_v1" } } }, { "db_unit_id": "DB-UNIT-09", "slug": "agent_fees_cpop_and_royalty_ledger", "v26_aliases": [ "DB-09" ], "title": "Agent Fees, AFK Budget Holds, CPOP Review & Q12 Royalty Clearinghouse", "backing_db_cell": "ledger_db", "backing_db_subdomain": "ledger-db.teleon.dev", "active_config_swhid": "swh:1:cnt:cc95368e360bd37f4e6dadb9713b8009ddaadbe4", "db_layer_governance_policy": "acid_commit_kernel_v1", "connector_layer_governance_policy": "functional_kleisli_stack_v1", "core_tables": [ "teleon_core.agent_fee_tariffs", "teleon_core.agent_fee_quotes_and_holds", "teleon_core.agent_fee_settlement_splits", "teleon_core.agent_fee_savings_evidence", "teleon_core.agent_fee_csr_tax_ledger", "teleon_core.cpop_orthogonal_review_verdicts", "teleon_core.teleon_double_entry_royalty_journal" ], "todo_backlog_table": "teleon_core.telemetry_royalty_todo_backlog", "agent_consumption_instructions": { "summary": "Lock pre-execution AFK budget ceilings, submit AST/PII-scrubbed execution evidence, verify orthogonal CPOP reviewers, and settle 6-bucket Q12 micro-USD splits.", "required_headers": [ "X-Teleon-Surface-Id" ], "invariants": [ "Ledger and fee-hold rows run under SERIALIZABLE ACID_COMMIT_KERNEL_POLICY with zero inline agent middleware.", "A producer family never approves its own work (reviewer_family != producer_family)." ] }, "default_settings": { "priority_weight": 125, "diversity_floor": 0.5, "languages": [ "en", "zh", "es", "ja", "de", "pt" ], "synonyms": [ "agent_fees", "afk_budget_hold", "double_entry_royalty", "q12_micro_usd", "cpop_orthogonal_review", "csr_zero_fee" ], "aspects": [ "exact_conservation_sum", "checkpoint_halt_safety", "sybil_dampening", "model_drift_detection", "cross_family_independence" ], "routines": [ "lock_afk_budget_hold", "scrub_ast_pii_evidence", "verify_cpop_orthogonality", "settle_q12_bounty_journal" ], "middleware_steps": [ "version_adaptation_v1", "parameter_clamping_v1" ], "code_blocks": [ "q12_integer_conserver_v1", "cusum_change_detector_v1", "afk_checkpoint_escrow_v1" ], "tools": [ "teleon.claim_or_submit_evidence" ], "default_connector_mode": "deterministic", "max_model_calls": 0, "card_token_budget": 145, "afk_offpeak_discount_bps": 1500, "max_budget_ceiling_micro_usd": 2500000, "q12_royalty_split_bps": [ 4000, 2500, 1500, 1000, 500, 500 ] }, "process_track": { "queue_id": "q11_cpop_orthogonal_review", "v26_queue_name": "q_track1_execute_agent_fees", "queue_subdomain": "q11-cpop-review-queue.teleon.dev", "objective": "Enforce pre-execution AFK budget holds, execute orthogonal CPOP reviews, and settle 6-bucket Q12 royalty splits.", "connectors": { "deterministic": "q12_ledger_and_cusum_engine_v1", "hybrid": "cpop_evidence_audit_summarizer_v1", "agentic": "cross_family_independent_reviewer_v1" } }, "improve_track": { "sister_element_id": "SISTER-09", "v26_queue_name": "q_track2_improve_agent_fees", "sister_proposals_table": "teleon_sister.telemetry_royalty_tuning_proposals", "sister_experiments_table": "teleon_sister.telemetry_royalty_shadow_experiments", "sister_queue_id": "sq09_improve_telemetry_royalty", "sister_queue_subdomain": "sq09-improve-ledger-queue.teleon.dev", "objective": "Tune off-peak AFK discounts, Shapley/Q12 attribution weights, Hebbian decay, and CUSUM drift windows.", "pre_built_improvement_areas": [ "Tune off-peak AFK congestion discounts and 6-bucket Q12 royalty weights (DIM-08)", "Calibrate Hebbian learning rate and CUSUM drift sensitivity on historical anomalies (DIM-01)", "Add deterministic Sybil-collusion graph detectors (DIM-06)" ], "connectors": { "deterministic": "sister_cusum_and_hebbian_calibrator_v1", "hybrid": "sister_attribution_fairness_analyzer_v1", "agentic": "sister_sybil_graph_detector_author_v1" } } }, { "db_unit_id": "DB-UNIT-10", "slug": "agent_feeds_and_advisories", "v26_aliases": [ "DB-08" ], "title": "Signed Agent Event Feeds, Advisories & Migration Streams Core", "backing_db_cell": "entities_db", "backing_db_subdomain": "entities-db.teleon.dev", "active_config_swhid": "swh:1:cnt:76361d4b0d2e36d88f2203f5d1ed0f180828fa6b", "db_layer_governance_policy": "acid_commit_kernel_v1", "connector_layer_governance_policy": "functional_kleisli_stack_v1", "core_tables": [ "teleon_core.agent_event_feeds", "teleon_core.signed_deprecation_advisories", "teleon_core.verified_codemod_migrations" ], "todo_backlog_table": "teleon_core.agent_feeds_todo_backlog", "agent_consumption_instructions": { "summary": "Subscribe to signed CloudEvents v1.0.2 deprecation and model-price streams, match impacted SWHIDs, and enqueue bounded AFK repair jobs.", "required_headers": [ "X-Teleon-Surface-Id" ], "invariants": [ "Breaking deprecation advisories join against pinned SWHID dependency edges before spawning repair tasks.", "Every migration codemod must pass deterministic sandbox verification before broadcast." ] }, "default_settings": { "priority_weight": 118, "diversity_floor": 0.3, "languages": [ "en", "zh", "es", "ja", "de", "pt" ], "synonyms": [ "agent_feeds", "cloudevents_stream", "deprecation_advisory", "security_bulletin", "codemod_migration" ], "aspects": [ "signal_to_noise_ratio", "swhid_blast_radius", "price_drop_detection", "verified_patch_readiness" ], "routines": [ "match_deprecated_swhids", "broadcast_signed_cloudevent", "enqueue_afk_bounded_repair" ], "middleware_steps": [ "version_adaptation_v1", "parameter_clamping_v1", "cloudevent_signature_guard_v1" ], "code_blocks": [ "semver_blast_radius_matcher_v1", "codemod_ast_verifier_v1" ], "tools": [ "teleon.discover", "teleon.inspect_or_stream" ], "default_connector_mode": "deterministic", "max_model_calls": 0, "card_token_budget": 140 }, "process_track": { "queue_id": "q05_feed_advisory_stream", "v26_queue_name": "q_track1_execute_agent_feeds", "queue_subdomain": "q05-feeds-queue.teleon.dev", "objective": "Broadcast signed CloudEvents advisories, match impacted SWHIDs, and trigger bounded repair workflows.", "connectors": { "deterministic": "signed_cloudevent_blast_matcher_v1", "hybrid": "deprecation_migration_summarizer_v1", "agentic": "autonomous_codemod_patch_synthesizer_v1" } }, "improve_track": { "sister_element_id": "SISTER-10", "v26_queue_name": "q_track2_improve_agent_feeds", "sister_proposals_table": "teleon_sister.agent_feeds_tuning_proposals", "sister_experiments_table": "teleon_sister.agent_feeds_shadow_experiments", "sister_queue_id": "sq10_improve_agent_feeds", "sister_queue_subdomain": "sq10-improve-feeds-queue.teleon.dev", "objective": "Filter advisory alert noise, tune urgency weights, and pre-verify deterministic codemod patches.", "pre_built_improvement_areas": [ "Tune alert deduplication and breaking-change urgency weights (DIM-01, DIM-06)", "Synthesize deterministic AST codemod code_blocks for common API migrations (DIM-03)", "Tune edge delta sync intervals for high-priority security bulletins (DIM-07)" ], "connectors": { "deterministic": "sister_feed_noise_pruner_v1", "hybrid": "sister_advisory_impact_calibrator_v1", "agentic": "sister_codemod_rule_author_v1" } } }, { "db_unit_id": "DB-UNIT-11", "slug": "handshakes_and_kleisli_wrappers", "v26_aliases": [ "DB-10" ], "title": "Pre-Effect Handshakes, SWHID Parameter Bundles & Kleisli Wrappers Core", "backing_db_cell": "queues_db", "backing_db_subdomain": "queues-db.teleon.dev", "active_config_swhid": "swh:1:cnt:ee97a49647fc3bd9c97f402f3b66b8bf94b1c2ec", "db_layer_governance_policy": "acid_commit_kernel_v1", "connector_layer_governance_policy": "functional_kleisli_stack_v1", "core_tables": [ "teleon_core.teleon_surface_handshakes", "teleon_core.component_parametric_configs", "teleon_core.schema_migration_casters" ], "todo_backlog_table": "teleon_core.handshakes_wrappers_todo_backlog", "agent_consumption_instructions": { "summary": "Negotiate THP v1.0 X-Teleon-Handshake-Tokens, pin immutable active_config_swhid parameter bundles, and compose 0..32 Kleisli steps.", "required_headers": [ "X-Teleon-Surface-Id" ], "invariants": [ "Unsupported versions fail closed prior to side effects unless a verified pure-function SchemaMigrationGate caster exists.", "Track-1 workers read pinned active_config_swhid snapshots and never mutate parameters mid-flight." ] }, "default_settings": { "priority_weight": 145, "diversity_floor": 0.2, "languages": [ "en", "zh", "es", "ja", "de", "pt" ], "synonyms": [ "thp_v1_handshake", "schema_migration_gate", "kleisli_wrapper", "capability_token", "universal_agent_plugin" ], "aspects": [ "sub_millisecond_verification", "upcast_downcast_purity", "parameter_clamping", "ten_host_plugin_parity" ], "routines": [ "negotiate_thp_v1_token", "apply_schema_migration_caster", "export_universal_plugin_bundle" ], "middleware_steps": [ "version_adaptation_v1", "parameter_clamping_v1" ], "code_blocks": [ "hmac_capability_signer_v1", "rolling_12m_schema_caster_v1" ], "tools": [ "teleon.discover" ], "default_connector_mode": "deterministic", "max_model_calls": 0, "card_token_budget": 130 }, "process_track": { "queue_id": "q06_handshake_negotiation", "v26_queue_name": "q_track1_execute_handshakes", "queue_subdomain": "q06-handshake-queue.teleon.dev", "objective": "Verify THP v1.0 capability profiles, pin active_config_swhid bundles, and run up/down-casters in <1.2ms.", "connectors": { "deterministic": "thp_v1_hmac_and_schema_caster_v1", "hybrid": "schema_drift_compat_advisor_v1", "agentic": "cross_version_downgrade_shim_synthesizer_v1" } }, "improve_track": { "sister_element_id": "SISTER-11", "v26_queue_name": "q_track2_improve_handshakes", "sister_proposals_table": "teleon_sister.handshakes_wrappers_tuning_proposals", "sister_experiments_table": "teleon_sister.handshakes_wrappers_shadow_experiments", "sister_queue_id": "sq11_improve_handshakes", "sister_queue_subdomain": "sq11-improve-handshakes-queue.teleon.dev", "objective": "Synthesize cross-version up/down-casters, compress middleware overhead, and maintain 10-host plugin parity.", "pre_built_improvement_areas": [ "Synthesize pure-function downgrade/upgrade shims for rolling 12-month SDK versions (DIM-03)", "Tune edge KV handshake cache TTLs and pre-warmed parameter bundles (DIM-07)", "Expand universal plugin hooks across ZCode, Claude Code, T3 Code/Chat, Zed, and Cursor (DIM-03, DIM-06)" ], "connectors": { "deterministic": "sister_caster_equivalence_checker_v1", "hybrid": "sister_hook_compatibility_miner_v1", "agentic": "sister_protocol_shim_author_v1" } } }, { "db_unit_id": "DB-UNIT-12", "slug": "interrogate_and_problem_situations", "v26_aliases": [ "DB-11", "q_track1_execute_problem_situations", "q_track2_improve_problem_situations" ], "title": "Context Interrogation, Persona Matrix & Problem-Situation Core", "backing_db_cell": "entities_db", "backing_db_subdomain": "entities-db.teleon.dev", "active_config_swhid": "swh:1:cnt:b10864e5bb4008a025463a8d404d238601e105cd", "db_layer_governance_policy": "acid_commit_kernel_v1", "connector_layer_governance_policy": "functional_kleisli_stack_v1", "core_tables": [ "teleon_core.acquired_observations", "teleon_core.interrogation_personas_and_rubrics", "teleon_core.problem_situations" ], "todo_backlog_table": "teleon_core.problem_situations_todo_backlog", "agent_consumption_instructions": { "summary": "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.", "required_headers": [ "X-Teleon-Surface-Id" ], "invariants": [ "Partial problem situations remain valid when opportunity, context, and parent observation digests are recorded.", "Every bot-generated interrogation row records exact bot_harness, bot_version, and llm_model metadata." ] }, "default_settings": { "priority_weight": 132, "diversity_floor": 0.45, "languages": [ "en", "zh", "es", "ja", "de", "pt" ], "synonyms": [ "problem_situation", "persona_interrogation", "scenario_generation", "opportunity_framing", "observation_questioning" ], "aspects": [ "who_what_where_when_why", "partial_specification_tolerance", "persona_diversity", "faceted_cause_labels" ], "routines": [ "apply_interrogation_grid", "run_persona_scenario_sweep", "emit_problem_situation_record" ], "middleware_steps": [ "version_adaptation_v1", "parameter_clamping_v1" ], "code_blocks": [ "interrogation_template_expander_v1", "search_gap_to_problem_compiler_v1" ], "tools": [ "teleon.discover", "teleon.inspect_or_stream", "teleon.claim_or_submit_evidence" ], "default_connector_mode": "hybrid", "max_model_calls": 1, "card_token_budget": 165 }, "process_track": { "queue_id": "q15_problem_situation_generation", "v26_queue_name": "q_track1_execute_problem_situations", "queue_subdomain": "q15-problem-situation-queue.teleon.dev", "objective": "Interrogate scraped observations across personas and scenarios to produce structured, faceted ProblemSituation entries.", "connectors": { "deterministic": "interrogation_template_and_gap_compiler_v1", "hybrid": "persona_scenario_problemizer_hybrid_v1", "agentic": "bot_fleet_persona_interrogator_v1" } }, "improve_track": { "sister_element_id": "SISTER-12", "v26_queue_name": "q_track2_improve_problem_situations", "sister_proposals_table": "teleon_sister.problem_situations_tuning_proposals", "sister_experiments_table": "teleon_sister.problem_situations_shadow_experiments", "sister_queue_id": "sq12_improve_problem_interrogation", "sister_queue_subdomain": "sq12-improve-interrogation-queue.teleon.dev", "objective": "Add sharper interrogation questions, expand domain personas, and prioritize high-leverage problem scenarios.", "pre_built_improvement_areas": [ "Add domain personas and who/what/where/when/why question sets (DIM-02, DIM-04)", "Tune urgency weights across humanitarian SDG, competition ML, math, and science labels (DIM-01)", "Compile recurring structured-observation anomaly checks into deterministic code_blocks (DIM-03, DIM-06)" ], "connectors": { "deterministic": "sister_persona_yield_bandit_v1", "hybrid": "sister_question_rubric_expander_v1", "agentic": "sister_scenario_persona_author_v1" } } }, { "db_unit_id": "DB-UNIT-13", "slug": "polymorphic_solve_and_pareto_compete", "v26_aliases": [ "DB-12", "q_track1_execute_polymorphic_solve", "q_track2_improve_polymorphic_solve" ], "title": "Polymorphic Solutioning, Harness Packages & 1-Up Efficiency Core", "backing_db_cell": "entities_db", "backing_db_subdomain": "entities-db.teleon.dev", "active_config_swhid": "swh:1:cnt:cf990ebba9d0ff40b9e77a994c0f5e5879cac628", "db_layer_governance_policy": "acid_commit_kernel_v1", "connector_layer_governance_policy": "functional_kleisli_stack_v1", "core_tables": [ "teleon_core.solution_artifacts", "teleon_core.competitive_one_up_challenges", "teleon_core.faceted_worker_subscriptions" ], "todo_backlog_table": "teleon_core.polymorphic_solve_todo_backlog", "agent_consumption_instructions": { "summary": "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.", "required_headers": [ "X-Teleon-Surface-Id" ], "invariants": [ "Competitive 1-up challengers preserve the incumbent typed input/output contract while lowering token or compute cost.", "Solutions returning further_research_needed atomically enqueue targeted acquisition tasks back to Stage 01." ] }, "default_settings": { "priority_weight": 138, "diversity_floor": 0.4, "languages": [ "en", "zh", "es", "ja", "de", "pt" ], "synonyms": [ "polymorphic_solution", "working_directory_package", "beat_efficiency_one_up", "deterministic_demotion", "research_loopback" ], "aspects": [ "drop_in_harness_confidence", "pareto_token_efficiency", "faceted_cause_routing", "deterministic_replacement" ], "routines": [ "compile_openapi_or_schema_package", "evaluate_one_up_efficiency_delta", "enqueue_further_research_loopback" ], "middleware_steps": [ "version_adaptation_v1", "parameter_clamping_v1", "cycle_and_type_guard_v1" ], "code_blocks": [ "working_dir_manifest_packager_v1", "pareto_one_up_comparator_v1" ], "tools": [ "teleon.discover", "teleon.inspect_or_stream", "teleon.claim_or_submit_evidence" ], "default_connector_mode": "hybrid", "max_model_calls": 1, "card_token_budget": 170 }, "process_track": { "queue_id": "q16_polymorphic_solutioning", "v26_queue_name": "q_track1_execute_polymorphic_solve", "queue_subdomain": "q16-solutioning-compete-queue.teleon.dev", "objective": "Generate drop-in harness files, deterministic code nodes, or Loop DAGs for ProblemSituations and run 1-up efficiency challenges.", "connectors": { "deterministic": "openapi_schema_and_rule_factory_solver_v1", "hybrid": "guided_harness_package_synthesizer_v1", "agentic": "polymorphic_solver_and_one_up_challenger_v1" } }, "improve_track": { "sister_element_id": "SISTER-13", "v26_queue_name": "q_track2_improve_polymorphic_solve", "sister_proposals_table": "teleon_sister.polymorphic_solve_tuning_proposals", "sister_experiments_table": "teleon_sister.polymorphic_solve_shadow_experiments", "sister_queue_id": "sq13_improve_polymorphic_solutioning", "sister_queue_subdomain": "sq13-improve-solutioning-queue.teleon.dev", "objective": "Improve working-directory package templates, reward 1-up token reductions, and automate agent-to-code demotion.", "pre_built_improvement_areas": [ "Expand drop-in working-directory package templates across coding harnesses (DIM-03, DIM-07)", "Tune bounty multipliers for 1-upping high-token solutions into 0-call deterministic nodes (DIM-06, DIM-08)", "Add faceted routing labels for humanitarian goals, countries, ML competitions, math, and physics (DIM-01, DIM-04)" ], "connectors": { "deterministic": "sister_one_up_pareto_demoter_v1", "hybrid": "sister_working_dir_template_tuner_v1", "agentic": "sister_deterministic_compiler_author_v1" } } }, { "db_unit_id": "DB-UNIT-14", "slug": "cross_stage_mutation_and_remix", "v26_aliases": [ "DB-13", "q_track1_execute_mutation_remix", "q_track2_improve_mutation_remix" ], "title": "Cross-Stage Mutation, Keyword Multiplication & Problem Remix Core", "backing_db_cell": "queues_db", "backing_db_subdomain": "queues-db.teleon.dev", "active_config_swhid": "swh:1:cnt:17c4a8be7b5fdf6d0ea013260b83c23042d59dae", "db_layer_governance_policy": "acid_commit_kernel_v1", "connector_layer_governance_policy": "functional_kleisli_stack_v1", "core_tables": [ "teleon_core.keyword_multiplication_matrix", "teleon_core.cross_stage_mutation_lineage", "teleon_core.bot_horizon_suggestions" ], "todo_backlog_table": "teleon_core.mutation_remix_todo_backlog", "agent_consumption_instructions": { "summary": "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.", "required_headers": [ "X-Teleon-Surface-Id" ], "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." ] }, "default_settings": { "priority_weight": 122, "diversity_floor": 0.5, "languages": [ "en", "zh", "es", "ja", "de", "pt" ], "synonyms": [ "keyword_multiplication", "cross_stage_mutation", "problem_remix", "horizon_expansion", "noise_resilience" ], "aspects": [ "locale_translation_breadth", "timeframe_geography_axes", "contrast_polarity_flip", "esoteric_source_yield" ], "routines": [ "multiply_crt_query_axes", "remix_problem_constraints", "inject_search_noise_probe" ], "middleware_steps": [ "version_adaptation_v1", "parameter_clamping_v1" ], "code_blocks": [ "crt_coprime_axis_stepper_v1", "lineage_parent_hash_linker_v1" ], "tools": [ "teleon.discover", "teleon.claim_or_submit_evidence" ], "default_connector_mode": "deterministic", "max_model_calls": 0, "card_token_budget": 150 }, "process_track": { "queue_id": "q17_cross_stage_mutation", "v26_queue_name": "q_track1_execute_mutation_remix", "queue_subdomain": "q17-mutation-remix-queue.teleon.dev", "objective": "Multiply search queries across languages/years/geographies, remix ProblemSituations, and expand esoteric horizons.", "connectors": { "deterministic": "crt_keyword_time_geo_multiplier_v1", "hybrid": "multilingual_query_and_constraint_translator_v1", "agentic": "esoteric_horizon_and_problem_remixer_v1" } }, "improve_track": { "sister_element_id": "SISTER-14", "v26_queue_name": "q_track2_improve_mutation_remix", "sister_proposals_table": "teleon_sister.mutation_remix_tuning_proposals", "sister_experiments_table": "teleon_sister.mutation_remix_shadow_experiments", "sister_queue_id": "sq14_improve_mutation_remix", "sister_queue_subdomain": "sq14-improve-mutation-queue.teleon.dev", "objective": "Prune low-yield mutation axes, discover new contrast dimensions, and onboard esoteric feed connectors.", "pre_built_improvement_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)" ], "connectors": { "deterministic": "sister_mutation_novelty_bandit_v1", "hybrid": "sister_contrast_axis_synthesizer_v1", "agentic": "sister_remix_operator_author_v1" } } }, { "db_unit_id": "DB-UNIT-15", "slug": "thin_surface_identity_and_adaptive_delivery", "v26_aliases": [ "DB-14", "q_track1_execute_adaptive_delivery", "q_track2_improve_adaptive_delivery" ], "title": "Thin Per-Site Identity, Surface Lenses & 3-Mode Delivery Core", "backing_db_cell": "entities_db", "backing_db_subdomain": "entities-db.teleon.dev", "active_config_swhid": "swh:1:cnt:45bedb6fb77b2cda8b72bbbdf462ca319e6a3fcf", "db_layer_governance_policy": "acid_commit_kernel_v1", "connector_layer_governance_policy": "functional_kleisli_stack_v1", "core_tables": [ "teleon_core.surface_lens_projections", "teleon_core.adaptive_delivery_manifests", "teleon_core.bot_and_contributor_lineage_index" ], "todo_backlog_table": "teleon_core.adaptive_delivery_todo_backlog", "agent_consumption_instructions": { "summary": "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.", "required_headers": [ "X-Teleon-Surface-Id" ], "invariants": [ "Each downstream website keeps an isolated identity database and cookie while sharing non-personal content-addressed supply.", "Delivery selects inline_answer (<=64 KiB), uri_manifest (<=8 MiB), or range_stream_206 (>8 MiB) deterministically." ] }, "default_settings": { "priority_weight": 128, "diversity_floor": 0.3, "languages": [ "en", "zh", "es", "ja", "de", "pt" ], "synonyms": [ "thin_login_shell", "surface_lens", "inline_or_uri_or_stream", "semantic_cache_delivery", "contributor_lineage" ], "aspects": [ "per_site_auth_isolation", "byte_threshold_routing", "zero_roundtrip_inline", "full_provenance_visibility" ], "routines": [ "select_three_mode_delivery", "project_surface_stage_lens", "query_contributor_lineage_graph" ], "middleware_steps": [ "version_adaptation_v1", "parameter_clamping_v1" ], "code_blocks": [ "byte_threshold_delivery_router_v1", "isolated_relying_party_guard_v1" ], "tools": [ "teleon.discover", "teleon.inspect_or_stream" ], "default_connector_mode": "deterministic", "max_model_calls": 0, "card_token_budget": 145 }, "process_track": { "queue_id": "q18_adaptive_delivery_and_lenses", "v26_queue_name": "q_track1_execute_adaptive_delivery", "queue_subdomain": "q18-delivery-surface-queue.teleon.dev", "objective": "Route search hits as inline answers, SWHID manifests, or HTTP 206 streams across isolated per-site surface lenses.", "connectors": { "deterministic": "three_mode_delivery_and_lens_projector_v1", "hybrid": "surface_onboarding_lens_calibrator_v1", "agentic": "cross_surface_gap_and_ux_auditor_v1" } }, "improve_track": { "sister_element_id": "SISTER-15", "v26_queue_name": "q_track2_improve_adaptive_delivery", "sister_proposals_table": "teleon_sister.adaptive_delivery_tuning_proposals", "sister_experiments_table": "teleon_sister.adaptive_delivery_shadow_experiments", "sister_queue_id": "sq15_improve_adaptive_delivery", "sister_queue_subdomain": "sq15-improve-delivery-queue.teleon.dev", "objective": "Tune inline/URI/stream byte cutoffs, semantic cache hit rates, and isolated surface lens presets.", "pre_built_improvement_areas": [ "Tune inline payload vs URI manifest vs HTTP 206 stream thresholds per client harness (DIM-07)", "Add declarative surface lens presets for humanitarian SDG, ML competitions, and STEM domains (DIM-02, DIM-04)", "Optimize contributor and bot lineage index queries for real-time reuse visibility (DIM-01, DIM-06)" ], "connectors": { "deterministic": "sister_delivery_threshold_optimizer_v1", "hybrid": "sister_surface_filter_calibrator_v1", "agentic": "sister_delivery_transport_author_v1" } } }, { "db_unit_id": "DB-UNIT-16", "slug": "resource_capacity_and_compute_broker", "v26_aliases": [ "DB-15", "q_track1_execute_resource_capacity", "q_track2_improve_resource_capacity" ], "title": "Resource Network Catalog, Capacity Feeds & Eligibility Broker Core", "backing_db_cell": "queues_db", "backing_db_subdomain": "queues-db.teleon.dev", "active_config_swhid": "swh:1:cnt:34d41b604856b863e1fb91b2d029cae8a7d98826", "db_layer_governance_policy": "acid_commit_kernel_v1", "connector_layer_governance_policy": "functional_kleisli_stack_v1", "core_tables": [ "teleon_core.resource_provider_catalog", "teleon_core.capacity_feed_snapshots", "teleon_core.portable_work_unit_leases" ], "todo_backlog_table": "teleon_core.resource_broker_todo_backlog", "agent_consumption_instructions": { "summary": "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.", "required_headers": [ "X-Teleon-Surface-Id" ], "invariants": [ "Free inference endpoints are never conflated with sandboxed code execution runtimes.", "Academic or noncommercial AUP pools are strictly refused for commercial surface workloads.", "Untrusted volunteer or opportunistic nodes never receive secrets, private code, or unverified single-quorum acceptance." ] }, "default_settings": { "priority_weight": 130, "diversity_floor": 0.35, "languages": [ "en", "zh", "es", "ja", "de", "pt" ], "synonyms": [ "capacity_feeds", "resource_router", "batch_discount_broker", "adaptive_quorum", "eligibility_gate" ], "aspects": [ "inference_vs_execution", "aup_license_compliance", "cost_per_accepted_output", "adaptive_replication" ], "routines": [ "check_resource_eligibility_gate", "select_cheapest_permissible_pool", "assign_adaptive_quorum_lease" ], "middleware_steps": [ "version_adaptation_v1", "parameter_clamping_v1" ], "code_blocks": [ "aup_privacy_eligibility_matcher_v1", "boinc_adaptive_quorum_planner_v1" ], "tools": [ "teleon.discover", "teleon.inspect_or_stream", "teleon.claim_or_submit_evidence" ], "default_connector_mode": "deterministic", "max_model_calls": 0, "card_token_budget": 155 }, "process_track": { "queue_id": "q19_resource_capacity_broker", "v26_queue_name": "q_track1_execute_resource_capacity", "queue_subdomain": "q19-resource-capacity-queue.teleon.dev", "objective": "Match portable work units to permissible local, free-tier, 50%-batch, or quorum-verified compute pools under hard AUP and privacy gates.", "connectors": { "deterministic": "quota_aup_and_spdx_eligibility_router_v1", "hybrid": "capacity_feed_anomaly_and_deprecation_watcher_v1", "agentic": "provider_terms_and_allowance_scout_v1" } }, "improve_track": { "sister_element_id": "SISTER-16", "v26_queue_name": "q_track2_improve_resource_capacity", "sister_proposals_table": "teleon_sister.resource_broker_tuning_proposals", "sister_experiments_table": "teleon_sister.resource_broker_shadow_experiments", "sister_queue_id": "sq16_improve_resource_capacity", "sister_queue_subdomain": "sq16-improve-capacity-queue.teleon.dev", "objective": "Track provider quota shifts, tune adaptive quorum factors, and minimize total cost per independently accepted output.", "pre_built_improvement_areas": [ "Update provider free-tier neuron/batch ceilings and commercial-use flags from primary docs (DIM-01, DIM-08)", "Tune BOINC-style adaptive replication quorum factors by worker reliability history (DIM-06)", "Compile prefix-aware batch packing rules to capture 50% batch plus 90% cache discounts (DIM-07, DIM-08)" ], "connectors": { "deterministic": "sister_cost_per_accepted_bandit_v1", "hybrid": "sister_provider_policy_diff_extractor_v1", "agentic": "sister_capacity_adapter_author_v1" } } }, { "db_unit_id": "DB-UNIT-17", "slug": "cascading_decision_and_extraction_router", "v26_aliases": [ "DB-16", "q_track1_execute_decision_cascade", "q_track2_improve_decision_cascade" ], "title": "Cascading Decision Models, Local Classifiers & Abstention Core", "backing_db_cell": "lsh_db", "backing_db_subdomain": "lsh-db.teleon.dev", "active_config_swhid": "swh:1:cnt:40c86f1a8308452446004418f4d7a7527390255c", "db_layer_governance_policy": "acid_commit_kernel_v1", "connector_layer_governance_policy": "functional_kleisli_stack_v1", "core_tables": [ "teleon_core.decision_rubric_schemas", "teleon_core.cascade_classification_ledger", "teleon_core.abstention_calibration_sets" ], "todo_backlog_table": "teleon_core.decision_cascade_todo_backlog", "agent_consumption_instructions": { "summary": "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.", "required_headers": [ "X-Teleon-Surface-Id" ], "invariants": [ "Static rubrics precede dynamic item state so input-only decision APIs capture cached-prefix discounts.", "Below-threshold confidence returns explicit ABSTAIN or escalates rather than pushing mismatched components." ] }, "default_settings": { "priority_weight": 136, "diversity_floor": 0.3, "languages": [ "en", "zh", "es", "ja", "de", "pt" ], "synonyms": [ "decision_cascade", "system_one_classifier", "typed_predicates", "span_extraction", "calibrated_abstention" ], "aspects": [ "zero_output_token_decisions", "local_onnx_cpu_first", "natural_no_match_abstention", "prefix_cached_rubrics" ], "routines": [ "run_four_tier_decision_cascade", "extract_typed_spans_zero_shot", "calibrate_abstention_floor" ], "middleware_steps": [ "version_adaptation_v1", "parameter_clamping_v1" ], "code_blocks": [ "model2vec_fasttext_l0_gate_v1", "static_rubric_prefix_packer_v1" ], "tools": [ "teleon.discover", "teleon.inspect_or_stream" ], "default_connector_mode": "deterministic", "max_model_calls": 0, "card_token_budget": 150 }, "process_track": { "queue_id": "q20_decision_cascade_router", "v26_queue_name": "q_track1_execute_decision_cascade", "queue_subdomain": "q20-decision-cascade-queue.teleon.dev", "objective": "Execute 4-tier cascading classification and extraction (rules -> local CPU ONNX -> sub-cent decision/extraction APIs -> reasoning escalation).", "connectors": { "deterministic": "rule_model2vec_setfit_gliner_cpu_cascade_v1", "hybrid": "clef_jev_clairic_typed_decision_escalation_v1", "agentic": "ambiguous_tail_reasoning_arbitrator_v1" } }, "improve_track": { "sister_element_id": "SISTER-17", "v26_queue_name": "q_track2_improve_decision_cascade", "sister_proposals_table": "teleon_sister.decision_cascade_tuning_proposals", "sister_experiments_table": "teleon_sister.decision_cascade_shadow_experiments", "sister_queue_id": "sq17_improve_decision_cascade", "sister_queue_subdomain": "sq17-improve-decisions-queue.teleon.dev", "objective": "Distill frontier decisions into compact SetFit/ModernBERT/GLiNER2 CPU heads and tighten natural no-match abstention thresholds.", "pre_built_improvement_areas": [ "Distill recurring multi-question rubrics into 8-to-32-shot SetFit and ONNX INT8 CPU classifiers (DIM-03, DIM-06)", "Calibrate per-domain abstention thresholds on 25%+ natural no-suitable-component holdouts (DIM-01, DIM-06)", "Benchmark choice-order invariance across Clef-flash, Jev, Clairic, and Decisions endpoints (DIM-02, DIM-08)" ], "connectors": { "deterministic": "sister_ece_and_abstention_calibrator_v1", "hybrid": "sister_setfit_distillation_trainer_v1", "agentic": "sister_rubric_schema_designer_v1" } } }, { "db_unit_id": "DB-UNIT-18", "slug": "scenario_world_and_opportunity_foundry", "v26_aliases": [ "DB-17", "q_track1_execute_scenario_foundry", "q_track2_improve_scenario_foundry" ], "title": "Causal Scenario Foundry, Simulation Federation & Opportunity Core", "backing_db_cell": "entities_db", "backing_db_subdomain": "entities-db.teleon.dev", "active_config_swhid": "swh:1:cnt:a994b29f04c2d4c99c2d3dfd079d35094e1ccb08", "db_layer_governance_policy": "acid_commit_kernel_v1", "connector_layer_governance_policy": "functional_kleisli_stack_v1", "core_tables": [ "teleon_core.scenario_ir_manifests", "teleon_core.world_hidden_truth_vault", "teleon_core.actor_observation_views", "teleon_core.opportunity_hypotheses" ], "todo_backlog_table": "teleon_core.scenario_foundry_todo_backlog", "agent_consumption_instructions": { "summary": "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.", "required_headers": [ "X-Teleon-Surface-Id" ], "invariants": [ "Investigator and solver views never access world_hidden_truth_vault or derive test fixtures from detector rules.", "Every suspicious or failure scenario pairs with a matched benign counterfactual and abstention control.", "Opportunity and problem generation stays decoupled from pre-selected solution promotion." ] }, "default_settings": { "priority_weight": 134, "diversity_floor": 0.55, "languages": [ "en", "zh", "es", "ja", "de", "pt" ], "synonyms": [ "scenario_ir", "causal_world_simulation", "counterfactual_twin", "scenario_aware_retrieval", "opportunity_foundry" ], "aspects": [ "hidden_ground_truth_isolation", "multi_engine_simulation_federation", "pass_hat_k_stability", "explore_first_task_synthesis" ], "routines": [ "compile_causal_world_before_observations", "generate_counterfactual_benign_twin", "run_foresight_opportunity_sweep" ], "middleware_steps": [ "version_adaptation_v1", "parameter_clamping_v1", "cycle_and_type_guard_v1" ], "code_blocks": [ "mesa_amlsim_seeded_world_compiler_v1", "ground_truth_leakage_blocker_v1" ], "tools": [ "teleon.discover", "teleon.inspect_or_stream", "teleon.claim_or_submit_evidence" ], "default_connector_mode": "hybrid", "max_model_calls": 1, "card_token_budget": 170 }, "process_track": { "queue_id": "q21_scenario_opportunity_foundry", "v26_queue_name": "q_track1_execute_scenario_foundry", "queue_subdomain": "q21-scenario-foundry-queue.teleon.dev", "objective": "Generate causal worlds, counterfactual observations, executable OpenEnv/ARE/Mesa simulations, and 24-archetype opportunity hypotheses.", "connectors": { "deterministic": "mesa_amlsim_and_sql_state_world_compiler_v1", "hybrid": "autoplay_explore_first_scenario_synthesizer_v1", "agentic": "multi_engine_concordia_oasis_and_foresight_author_v1" } }, "improve_track": { "sister_element_id": "SISTER-18", "v26_queue_name": "q_track2_improve_scenario_foundry", "sister_proposals_table": "teleon_sister.scenario_foundry_tuning_proposals", "sister_experiments_table": "teleon_sister.scenario_foundry_shadow_experiments", "sister_queue_id": "sq18_improve_scenario_foundry", "sister_queue_subdomain": "sq18-improve-scenarios-queue.teleon.dev", "objective": "Enforce POET minimal-criterion solvability bands, audit SPDX simulator licenses, and turn production failures into regression worlds.", "pre_built_improvement_areas": [ "Enforce POET solvability bands and family-level train/holdout lineage splits (DIM-01, DIM-02)", "Wrap permissive simulation adapters (MIT/Apache-2.0/BSD-3) while blocking copyleft or BSL traps (DIM-03)", "Convert verified production traces and failed experiments into permanent regression scenarios (DIM-06, DIM-07)" ], "connectors": { "deterministic": "sister_world_consistency_and_leak_checker_v1", "hybrid": "sister_counterfactual_diversity_scorer_v1", "agentic": "sister_simulator_adapter_and_archetype_author_v1" } } } ] }