{
  "schema": "lri.skills-observation/v1",
  "observed_on": "2026-10-09",
  "scope": "Frozen report evidence, not an executable registry: all lritpc built-in families, all registered Root/Works Skills and unregistered SKILL.md scans, plus all seven Labs rows at the stated revision. Third-party plugins and fleet-wide inventories are excluded.",
  "builtin_registry": "mcpgit.skills-kernel.v9",
  "builtin_skill_version": "2.3.0",
  "root_revision": "b101a158f7a259d319607c4ce4efa8de74b47ed2",
  "root_registry_sha256": "2efc1f7619cb7a193df7e71928b5fd7a34a1ca81144b0e8bdfb2a961f242662b",
  "works_revision": "04924106295bdc2931119d2e1f854090d0eac3fa",
  "works_registry_sha256": "916418edd69237c47da9c109c944210e32e9709be7e630ddd4089e2ec200b825",
  "tablegit_revision": "7338632b73fac7446c5ebe2858a6cfd570d1fd0a",
  "unregistered_skill_files": {
    "rootskills": [],
    "works": []
  },
  "root_row_columns": [
    "id",
    "label_zh",
    "label_en",
    "status"
  ],
  "root_skills": [
    [
      "mst-repo-onboarding",
      "仓库入门与结构核对",
      "Repository onboarding",
      "stable"
    ],
    [
      "mst-repo-transformation",
      "普通仓库转为 Skills 驱动仓库",
      "Repository transformation",
      "stable"
    ],
    [
      "mst-agentsmd-authoring",
      "编写最小 AGENTS 入口",
      "AGENTS bootstrap authoring",
      "stable"
    ],
    [
      "mst-skill-tree-design",
      "设计维护技能树",
      "Maintainer skill-tree design",
      "stable"
    ],
    [
      "mst-tool-adapter-boundary",
      "工具适配层保持薄而非权威",
      "Thin tool-adapter boundaries",
      "stable"
    ],
    [
      "mst-runtime-skill-boundary",
      "区分维护技能与产品能力",
      "Maintainer versus runtime Skills",
      "stable"
    ],
    [
      "mst-transformation-verification",
      "验证仓库转换的一致性",
      "Transformation verification",
      "stable"
    ],
    [
      "mst-practice-iteration-planning",
      "实践迭代目标与反馈",
      "Practice iteration planning",
      "stable"
    ],
    [
      "mst-experience-ingestion",
      "真实经验转为规则与验证资产",
      "Experience ingestion",
      "stable"
    ],
    [
      "mst-skill-governor",
      "治理技能更新、弃用与扩展",
      "Skill lifecycle governance",
      "stable"
    ],
    [
      "mst-git-checkpoint-policy",
      "选择与固化提交发布策略",
      "Checkpoint policy",
      "stable"
    ],
    [
      "mst-maintainer-handoff",
      "维护当前可接续的交接入口",
      "Maintainer handoff",
      "stable"
    ],
    [
      "mst-loop-engineering-framework",
      "心跳、隔离、检查与仓库记忆",
      "Loop engineering framework",
      "stable"
    ],
    [
      "mst-agent-self-orientation",
      "编辑前确认目标与状态",
      "Agent self-orientation",
      "stable"
    ],
    [
      "mst-long-running-iteration",
      "跨会话持久化与恢复",
      "Long-running iteration",
      "stable"
    ],
    [
      "mst-auto-validation-loop",
      "检查点、验证与失败恢复",
      "Autonomous validation loop",
      "stable"
    ],
    [
      "mst-safe-autonomous-push",
      "可审查提交与受控发布",
      "Safe autonomous publication",
      "stable"
    ],
    [
      "mst-task-backlog-management",
      "统一任务队列与下一步",
      "Task backlog management",
      "stable"
    ],
    [
      "mst-stage-completion-criteria",
      "用验收条件定义完成",
      "Stage completion criteria",
      "stable"
    ],
    [
      "mst-rollback-recovery",
      "失败与撤销的恢复决策",
      "Rollback and recovery",
      "stable"
    ],
    [
      "mst-budget-and-guardrails",
      "预算、范围与停止条件",
      "Budgets and guardrails",
      "stable"
    ],
    [
      "mst-self-improvement-loop",
      "复盘转为待审核改进",
      "Supervised self-improvement",
      "stable"
    ],
    [
      "mst-multi-agent-conflict-resolution",
      "多 Agent 同路径冲突治理",
      "Multi-agent conflict resolution",
      "experimental"
    ],
    [
      "mst-mcp-curl-operations",
      "MCP JSON-RPC 服务诊断方法",
      "MCP JSON-RPC diagnostics",
      "stable"
    ],
    [
      "mcpgit-release-rollout",
      "不可变发行包与实例升级",
      "MCPGit release rollout",
      "stable"
    ],
    [
      "mst-translation",
      "跨运行时翻译与保护词保留",
      "Cross-runtime translation",
      "stable"
    ],
    [
      "mst-sandbox-toolchain-discovery",
      "先发现沙箱已挂载工具链",
      "Sandbox toolchain discovery",
      "stable"
    ],
    [
      "mst-harmonyos-repo-maintenance",
      "鸿蒙仓库、打包与签名维护",
      "HarmonyOS repository maintenance",
      "stable"
    ],
    [
      "tablegit-authority-maintenance",
      "表、对象与业务数据权威",
      "TableGit authority maintenance",
      "stable"
    ],
    [
      "youtube-evidence-ingest",
      "有来源和时间戳的字幕证据",
      "YouTube evidence ingestion",
      "stable"
    ],
    [
      "arxiv-evidence-ingest",
      "版本固定的论文与原生插图",
      "arXiv evidence ingestion",
      "experimental"
    ]
  ],
  "builtin_row_columns": [
    "id",
    "label_zh",
    "availability",
    "operations"
  ],
  "builtin_families": [
    [
      "executable.source",
      "临时程序化表操作",
      "configured",
      [
        "executable_source_read",
        "executable_source_write",
        "executable_source_publish"
      ]
    ],
    [
      "identity",
      "身份与 Topic",
      "built_in",
      [
        "person_ensure",
        "identity_status",
        "identity_init",
        "identity_list",
        "identity_resolve",
        "topic_create"
      ]
    ],
    [
      "repo.read",
      "仓库读取",
      "built_in",
      [
        "repo_list",
        "repo_status",
        "list_files",
        "read_file"
      ]
    ],
    [
      "repo.author",
      "版本限定的源码修改",
      "built_in",
      [
        "write_file",
        "delete_file",
        "apply_patch",
        "exec",
        "validate",
        "snapshot"
      ]
    ],
    [
      "repo.history",
      "历史与不可变版本",
      "built_in",
      [
        "history_log",
        "revision_search",
        "git_readonly_query"
      ]
    ],
    [
      "search",
      "能力语料搜索",
      "unconfigured",
      [
        "search_overview",
        "search_corpus_overview",
        "search_execute",
        "search_inspect"
      ]
    ],
    [
      "content",
      "精确内容读写",
      "built_in",
      [
        "content_search",
        "content_read",
        "content_update"
      ]
    ],
    [
      "table.query",
      "结构化表与对象读取",
      "built_in",
      [
        "table_rows_get",
        "table_query",
        "table_relation_query",
        "table_status",
        "table_row_stat",
        "table_object_list",
        "table_object_read",
        "table_object_bulk_describe",
        "table_object_markdown_projection"
      ]
    ],
    [
      "table.author",
      "表事务与对象写入",
      "built_in",
      [
        "table_initialize",
        "worktree_table_open",
        "worktree_table_create",
        "worktree_table_transaction",
        "worktree_table_batch_transaction",
        "table_row_lineage_backfill",
        "table_object_upload_begin",
        "table_object_upload_status",
        "table_object_upload_finalize",
        "table_object_upload_abort",
        "worktree_table_publish"
      ]
    ],
    [
      "workspace",
      "隔离工作区与合入",
      "built_in",
      [
        "worktree_status",
        "worktree_open",
        "worktree_list",
        "worktree_diff",
        "worktree_conflict_context",
        "worktree_sync_status",
        "worktree_push",
        "worktree_publish"
      ]
    ],
    [
      "replication",
      "仓库托管与同步",
      "built_in",
      [
        "repo_clone",
        "repo_fork",
        "repo_sync_status",
        "repo_push",
        "repo_remote_bind",
        "repo_remote_list",
        "repo_remote_status",
        "repo_remote_replicate",
        "repo_remote_unbind"
      ]
    ],
    [
      "access",
      "权限与 SSO 查询",
      "built_in",
      [
        "sso_providers",
        "sso_person_mappings",
        "effective_access",
        "sso_mapping_claim_validate"
      ]
    ],
    [
      "safe",
      "加密机密的生命周期",
      "built_in",
      [
        "safe_status",
        "safe_agent_key_status",
        "safe_agent_key_enroll",
        "safe_init",
        "safe_root_rewrap",
        "safe_unlock",
        "safe_seal",
        "safe_put",
        "safe_get",
        "safe_list",
        "safe_rotate",
        "safe_revoke"
      ]
    ],
    [
      "platform.admin",
      "实例与远端后端初始化",
      "built_in",
      [
        "remote_backend_status",
        "remote_ensure_organization",
        "remote_ensure_repository",
        "instance_bootstrap_status",
        "instance_bootstrap_ensure"
      ]
    ],
    [
      "repository.management",
      "托管仓库与项目检查点",
      "built_in",
      [
        "managed_repository_status",
        "managed_repository_ensure",
        "managed_repository_transition",
        "project_repositories",
        "project_checkpoint"
      ]
    ],
    [
      "binary",
      "不可变二进制对象",
      "built_in",
      [
        "binary_meta_init",
        "binary_put_file",
        "binary_get"
      ]
    ],
    [
      "hosted",
      "托管站点发现",
      "built_in",
      [
        "hosted_site_list",
        "hosted_site_url",
        "hosted_site_explain"
      ]
    ],
    [
      "executable.build",
      "固定编译器与程序构建",
      "configured",
      [
        "wasmc_status",
        "wasmc_guide",
        "executable_analyze",
        "executable_build"
      ]
    ],
    [
      "router.admin",
      "可执行路由生命周期",
      "configured",
      [
        "executable_route_status",
        "executable_route_invoke",
        "executable_route_validate",
        "executable_route_publish",
        "executable_route_rollback",
        "executable_route_disable",
        "executable_route_reconcile"
      ]
    ]
  ],
  "labs_row_columns": [
    "skill_id",
    "name",
    "display_name",
    "version",
    "row_version",
    "runtime_kind"
  ],
  "labs": [
    [
      "1a0470ce-edef-583a-83ea-e0c0a7f6c336",
      "wasmc-mcp-laboratory-v1",
      "WAsmC × MCPGit · 一段程序，连接一张表",
      "1.1.1",
      6,
      "sandboxed_web_component"
    ],
    [
      "238d323a-b03c-5eb8-97bb-63ecdb2291e4",
      "webgame-flappy-bird-v1",
      "Flappy Bird Web Game",
      "2.0.5",
      5,
      "sandboxed_canvas"
    ],
    [
      "517f846b-719f-5a12-aeac-69bdf8fff7f6",
      "lab-pptx-skillgraph-playground-v1",
      "PPTX · 卡片与流程",
      "2.0.5",
      5,
      "sandboxed_web_component"
    ],
    [
      "84f99a2e-a639-5e4d-80e1-8d80116d3240",
      "wasmc-browser-laboratory-v1",
      "WAsmC · 从源码到执行",
      "1.1.0",
      3,
      "sandboxed_web_component"
    ],
    [
      "c21bb327-3474-409c-9d1c-f6967a0ffeaa",
      "llm-svg-bottle-ledger-v1",
      "十九瓶水的来历",
      "1.0.5",
      5,
      "sandboxed_canvas"
    ],
    [
      "e8664a62-11e5-4c10-8ea8-b3a93ec349ee",
      "llm-inference-observatory-v1",
      "大模型推理观测馆",
      "1.0.5",
      5,
      "sandboxed_web_component"
    ],
    [
      "fa0344ce-8f93-5968-b9eb-76742c909f5a",
      "lab-pptx-v1",
      "PPTX · 生成流程工坊",
      "2.0.5",
      5,
      "sandboxed_web_component"
    ]
  ],
  "boundaries": [
    "Root 31/31 and Works 38/38 registered SKILL.md files exist; each repository scan found no additional SKILL.md under .agents/skills.",
    "Maturity labels are registry declarations, not a fresh functional qualification of every capability.",
    "The seven Labs rows are org-visible preview assets. Their 27 owned Objects and runtime behavior were not requalified.",
    "Cross-repository prerequisites are document-bound; local depends_on is not an automatic cross-repository inheritance engine.",
    "Registry and file content were read using official LRIGIT MCP; no native Git, browser encoding or old denied operation was used."
  ],
  "works_content_observed_revision": "906a38af052fda9a6f94f7d9fca6caab7352e21f",
  "works_skills": [
    {
      "id": "insight-repo-onboarding",
      "path": ".agents/skills/insight-repo-onboarding",
      "status": "stable",
      "class": "orient",
      "scope": "repo",
      "capability_stage": "orient",
      "transformation": "Root-oriented LRIGIT task → bounded LRI business task, selected Works capability chain, verified LRI authority/path facts, and business acceptance plan.",
      "inputs": [
        "User intent and constraints",
        "Current repo/worktree status and revision",
        "Target paths and neighboring data/validators",
        "AGENTS.md, registry, git policy, and relevant skill contracts"
      ],
      "outputs": [
        "A bounded task statement and non-goals",
        "The smallest relevant skill composition",
        "Current source-of-truth paths and revision facts",
        "Validation, browser, publish, and rollback plan"
      ],
      "depends_on": [
        "none"
      ],
      "feeds": [
        "insight-skill-governor",
        "insight-review-methodology",
        "insight-topic-workbench",
        "insight-shell-i18n-governance"
      ],
      "triggers": [
        "first task in repository",
        "unclear repository structure",
        "before broad changes"
      ],
      "raw_sha256": "183f3267f6a773a0aa327d293f68ebc1f1f2c85abcbe2886747af05297406418",
      "bytes": 3474
    },
    {
      "id": "insight-evidence-standards",
      "path": ".agents/skills/insight-evidence-standards",
      "status": "stable",
      "class": "assurance",
      "scope": "all-content",
      "capability_stage": "assure",
      "transformation": "Candidate statement or status claim → evidence-graded claim record, explicit boundary, and next upgrade action.",
      "inputs": [
        "Atomic claim or status statement",
        "Source records, timestamps, logs, URLs, commits, or measurements",
        "Counter-signals and freshness requirements",
        "Applicable domain evidence rules"
      ],
      "outputs": [
        "Claim grade and admissible wording",
        "Traceable evidence references",
        "Inference/speculation boundary",
        "Blocker or next evidence action"
      ],
      "depends_on": [
        "insight-repo-onboarding"
      ],
      "feeds": [
        "insight-review-methodology",
        "insight-topic-workbench",
        "insight-conference-tracking"
      ],
      "triggers": [
        "claim completion",
        "conclusion statement",
        "evidence citation"
      ],
      "raw_sha256": "8b8bb7c6585789e1bc6e65a7e3b15f7dd87f252b339e3198a222501c4f18ce55",
      "bytes": 4264
    },
    {
      "id": "insight-source-acquisition",
      "path": ".agents/skills/insight-source-acquisition",
      "status": "stable",
      "class": "research",
      "scope": "public-primary-sources",
      "capability_stage": "acquire",
      "transformation": "Discovered event or source candidate → canonical source record plus the lightest adequate text evidence, provenance, locator, coverage state, and next action.",
      "inputs": [
        "Discovery ledger with stable item IDs and coverage denominator",
        "Canonical and alternate source candidates",
        "Runtime-discovered official, publisher, platform, browser, API, archive, and transcription adapters",
        "Access, rights, cost, credential, and quality boundaries"
      ],
      "outputs": [
        "Canonical and alternate source records",
        "Best available raw text artifact with language, method, locator, and retrieval date",
        "Per-item coverage and attempt states",
        "Quality notes, blocker, and bounded next action"
      ],
      "depends_on": [
        "insight-repo-onboarding"
      ],
      "feeds": [
        "insight-evidence-standards",
        "insight-conference-tracking",
        "insight-review-methodology",
        "insight-topic-workbench"
      ],
      "triggers": [
        "speech or interview transcript acquisition",
        "video, podcast, article, or social-source extraction",
        "caption retrieval",
        "authenticated browser source access",
        "ASR fallback"
      ],
      "raw_sha256": "1d7d71a2dbd0c2ae23d4d24c8c3f8b820e5da118a93fb412e62fc08432806828",
      "bytes": 6798
    },
    {
      "id": "insight-review-methodology",
      "path": ".agents/skills/insight-review-methodology",
      "status": "stable",
      "class": "research",
      "scope": "all-review-topics",
      "capability_stage": "frame",
      "transformation": "Broad or ambiguous research question → reproducible protocol, screened evidence base, resource pool, synthesis, and living-update triggers.",
      "inputs": [
        "Research questions and decision context",
        "Scope, inclusion/exclusion rules, and freshness windows",
        "Available prior reviews, search sources, and seed evidence",
        "Resource categories to discover"
      ],
      "outputs": [
        "Search protocol and transparent logs",
        "Prior-review, screening, quality, and staleness matrices",
        "Evidence chain and graded resource pool",
        "Viewpoint-selection ledger with runner-ups, omissions, and sensitivity notes",
        "Technical/resource/strategic synthesis with update triggers"
      ],
      "depends_on": [
        "insight-repo-onboarding",
        "insight-evidence-standards"
      ],
      "feeds": [
        "academic-resource-loop",
        "insight-russia-search-promo",
        "insight-topic-workbench"
      ],
      "triggers": [
        "systematic review",
        "scoping review",
        "resource pool",
        "evidence chain"
      ],
      "raw_sha256": "8d4460b931acd2f7ccf7c678c521e1f40e2516e6dfb6b68914232a0b00c1ed2a",
      "bytes": 3811
    },
    {
      "id": "insight-conference-tracking",
      "path": ".agents/skills/insight-conference-tracking",
      "status": "stable",
      "class": "research",
      "scope": "conference-insights",
      "capability_stage": "sense",
      "transformation": "Conference announcements and session sources → complete evidence ledger, decision-grade insights, executive briefing, and auditable appendix.",
      "inputs": [
        "Official explorer/session pages and canonical URLs",
        "Indexed metadata/transcript sources when permitted",
        "Conference scope, audience, and decision dimensions",
        "Existing coverage, source manifests, and session states"
      ],
      "outputs": [
        "Session inventory and priority queue",
        "Source manifest and transcript/metadata coverage",
        "Evidence gaps and processing backlog",
        "Conference overview and deep-dive candidates"
      ],
      "depends_on": [
        "insight-repo-onboarding",
        "insight-evidence-standards"
      ],
      "feeds": [
        "insight-wwdc-workbench-framework",
        "insight-index-maintenance"
      ],
      "triggers": [
        "new conference",
        "session triage",
        "coverage update"
      ],
      "raw_sha256": "d50baea69cb0939788ca20d86e9d0d5d133ae83bdbc7919a952dec00ad1c7a99",
      "bytes": 11822
    },
    {
      "id": "insight-wiki-ingestion",
      "path": ".agents/skills/insight-wiki-ingestion",
      "status": "stable",
      "class": "research",
      "scope": "knowledge-base",
      "capability_stage": "acquire",
      "transformation": "External research material → durable knowledge_base entry with provenance, confidence, applicability boundary, and staleness policy.",
      "inputs": [
        "Original source URL/content and publication metadata",
        "Author/organization and covered time range",
        "Intended applicability and known limitations",
        "Current knowledge_base taxonomy"
      ],
      "outputs": [
        "knowledge_base entry and metadata record",
        "Clear separation of source statements and LRI inference",
        "Staleness status and re-review triggers",
        "Links into relevant topics when applicable"
      ],
      "depends_on": [
        "insight-repo-onboarding",
        "insight-evidence-standards"
      ],
      "feeds": [
        "insight-review-methodology",
        "insight-topic-workbench"
      ],
      "triggers": [
        "external report",
        "knowledge_base entry",
        "staleness refresh"
      ],
      "raw_sha256": "76355c707433dc99e531ccabc84c90009e91a4de2d22d516ecc8a7c9d7d8118d",
      "bytes": 2767
    },
    {
      "id": "academic-resource-loop",
      "path": ".agents/skills/academic-resource-loop",
      "status": "stable",
      "class": "research",
      "scope": "academic-resources",
      "capability_stage": "acquire",
      "transformation": "Challenge/resource gaps and candidates → verified reusable resources, evidence-graded many-to-many matches, and provenance-bounded bidirectional knowledge gains with explicit upgrade queues.",
      "inputs": [
        "Flat Challenge Registry, capability profiles, and uncovered or weakly-covered challenge gaps",
        "Source-backed Challenge records, source assets, extraction/OCR and locale provenance for governed import or refresh",
        "Existing Resource Registry plus candidate people, teams, labs, institutions, projects, papers, datasets, and aliases",
        "Official/public primary evidence, bibliographic evidence, affiliations, repositories, and freshness requirements",
        "Existing matches, discovery provenance, enrichment events, review status, and upgrade queues"
      ],
      "outputs": [
        "Verified reusable Resource entities with identity, evidence, capability details, and source pointers",
        "Evidence-backed many-to-many ChallengeResourceMatches with multidimensional scores and rationale",
        "ResourceDiscoveryLinks that preserve discovery provenance without resource ownership",
        "Match-linked bidirectional Knowledge Gains with resource-fact and challenge-derived promotion boundaries",
        "Review/promotion queues and workbench metrics for Resources, Challenges, Matches, and Knowledge Gains"
      ],
      "depends_on": [
        "insight-repo-onboarding",
        "insight-review-methodology",
        "insight-evidence-standards"
      ],
      "feeds": [
        "insight-topic-workbench",
        "insight-index-maintenance"
      ],
      "triggers": [
        "academic resources",
        "Westar Spark challenge import",
        "Spark challenge refresh",
        "challenge source ingestion",
        "university resource map",
        "professor or paper verification",
        "challenge-resource matching",
        "challenge-driven resource discovery",
        "resource/challenge knowledge flywheel",
        "match-linked knowledge gain"
      ],
      "raw_sha256": "9d54fcf9d610ae15c9901b3dfd529acda3902d45eed682eff5a4d1a97bbfa0d8",
      "bytes": 31487
    },
    {
      "id": "academic-projection-governance",
      "path": ".agents/skills/academic-projection-governance",
      "status": "stable",
      "class": "governance",
      "scope": "academic-resources/projections",
      "capability_stage": "govern",
      "transformation": "Canonical academic TableGit state → validated Tree-fenced projection with durable freshness state.",
      "inputs": [
        "Projection contract/state and exact canonical revision",
        "Registered deterministic builder"
      ],
      "outputs": [
        "Validated projection tables and Tree-fenced projection_state",
        "Checkpoint/Hosted revision evidence"
      ],
      "depends_on": [
        "academic-resource-loop"
      ],
      "feeds": [
        "academic-resource-card-maintainer",
        "insight-topic-workbench",
        "insight-skill-governor"
      ],
      "triggers": [
        "projection freshness or catalog drift",
        "materialized read-model rebuild",
        "投影漂移或映射重建"
      ],
      "raw_sha256": "2fb387e6674c6a5907b0983b2e3cdb3590269db0475f632fcdd8983c7e1f9c09",
      "bytes": 4696
    },
    {
      "id": "academic-challenge-analysis",
      "path": ".agents/skills/academic-challenge-analysis",
      "status": "stable",
      "class": "research",
      "scope": "academic-resources/challenges",
      "capability_stage": "synthesize",
      "transformation": "Source-complete flat Challenge → evidence-bounded derived technical profile with a requirement ledger, bottleneck model, capability demand, candidate method families, verification model, uncertainty boundary, and deterministic analysis provenance.",
      "inputs": [
        "One canonical Challenge row and challenge_sources row at one revision",
        "Primary source imagery plus inherited/refreshed OCR and localization provenance",
        "Current Challenge taxonomy and field contract",
        "Optional primary external evidence for SOTA/benchmark/method calibration"
      ],
      "outputs": [
        "Canonical challenge_analysis_profiles sidecar with archetypes, requirement graph, metric semantics, mechanism/tradeoff model, method provenance, verification/falsification and uncertainty",
        "Compact challenge_registry_v3 projection derived from the sidecar",
        "Derived domain/subsystem/problem family/capability cluster and bottleneck model",
        "Required capabilities, method families, hardware/systems constraints and verification model",
        "Deterministic analysis input hash, origin and completion/blocker state"
      ],
      "depends_on": [
        "insight-evidence-standards"
      ],
      "feeds": [
        "academic-challenge-portfolio-analysis",
        "academic-resource-loop",
        "insight-topic-workbench"
      ],
      "triggers": [
        "analysis_pending Challenge",
        "challenge deep analysis",
        "challenge capability-demand profile",
        "technical bottleneck decomposition",
        "难题深度分析",
        "难题能力画像"
      ],
      "raw_sha256": "31efcc8ee7b662bdef8f334e9726896a2802aa310b2a3e2f9ec9bb7f1cc31215",
      "bytes": 17319
    },
    {
      "id": "academic-challenge-portfolio-analysis",
      "path": ".agents/skills/academic-challenge-portfolio-analysis",
      "status": "stable",
      "class": "research",
      "scope": "academic-resources/challenges/portfolio",
      "capability_stage": "synthesize",
      "transformation": "Completed Challenge analysis profiles and compact Challenge catalog/outcome facts → deterministic analytics projections, cohort-controlled descriptive comparisons, and bounded portfolio insights.",
      "inputs": [
        "Canonical challenge_analysis_profiles at one revision",
        "Challenge catalog/source publication and lifecycle/outcome provenance",
        "Analysis protocol versions and coverage denominator",
        "Optional comparison-cohort definition"
      ],
      "outputs": [
        "challenge_analysis_dimensions / requirements / relations deterministic projections",
        "Challenge catalog facets and lightweight reader aggregates",
        "Coverage, landscape, capability-demand, trade-off, metric-quality, verification-readiness and uncertainty statistics",
        "Publication/exposure-controlled descriptive outcome comparisons with explicit non-causal boundary"
      ],
      "depends_on": [
        "academic-challenge-analysis",
        "insight-evidence-standards"
      ],
      "feeds": [
        "academic-projection-governance",
        "academic-resource-loop",
        "insight-topic-workbench"
      ],
      "triggers": [
        "challenge portfolio analysis",
        "challenge statistics",
        "capability demand distribution",
        "trade-off graph",
        "open versus uncovered challenges",
        "难题整体分析",
        "难题统计",
        "揭榜率分析"
      ],
      "raw_sha256": "1655c5ab1273b9bedb60327bdcbc3ad8b327d1b0384a80c28bd5e1d449981467",
      "bytes": 13692
    },
    {
      "id": "academic-resource-card-maintainer",
      "path": ".agents/skills/academic-resource-card-maintainer",
      "status": "stable",
      "class": "product",
      "scope": "academic-resources",
      "capability_stage": "productize",
      "transformation": "Canonical Resource/Match data and communication need → versioned SkillsTable card templates, deterministic 16:9 Resource Card projections, renderer compatibility, and browser-verified reusable cards.",
      "inputs": [
        "Canonical Resource, Challenge, Match and governed sidecar data",
        "Resource-card product Skill packages and active template registry",
        "Renderer contract, bilingual presentation requirements and fixture matrix"
      ],
      "outputs": [
        "Versioned general/challenge Resource Card template Skills",
        "Deterministic 16:9 Resource Card renderer and stable URLs",
        "Template/renderer validators and browser visual evidence"
      ],
      "depends_on": [
        "academic-resource-loop",
        "insight-evidence-standards",
        "insight-shell-i18n-governance"
      ],
      "feeds": [
        "insight-topic-workbench",
        "insight-index-maintenance"
      ],
      "triggers": [
        "resource card",
        "资源卡",
        "resource card template",
        "challenge resource card",
        "one-page resource briefing"
      ],
      "raw_sha256": "4c5b05ff07a56c17b560aaee9cb605dcde4cac774804b6103c646755d4c25b36",
      "bytes": 35301
    },
    {
      "id": "insight-russia-search-promo",
      "path": ".agents/skills/insight-russia-search-promo",
      "status": "stable",
      "class": "research",
      "scope": "regional-resources",
      "capability_stage": "synthesize",
      "transformation": "Regional ecosystem candidates → evidence-graded resource tiers, capability mapping, risk register, and cooperation/benchmark hypotheses.",
      "inputs": [
        "Regional scope and technical tracks",
        "Official product, paper, dataset, institution, and engineering evidence",
        "Commercial/governance constraints and risk evidence",
        "Existing resource tiers and upgrade queues"
      ],
      "outputs": [
        "Resource tiers and capability matrix",
        "Research, commercial, platform, and academic asset records",
        "Risk register and evidence boundaries",
        "Cooperation/benchmark hypotheses with upgrade actions"
      ],
      "depends_on": [
        "insight-repo-onboarding",
        "insight-review-methodology",
        "insight-evidence-standards"
      ],
      "feeds": [
        "insight-topic-workbench",
        "insight-index-maintenance"
      ],
      "triggers": [
        "regional_resources",
        "search recommendation advertising",
        "regional resource tiers"
      ],
      "raw_sha256": "f9b620062c0bb8711ad56e29b41598f985d14667cec595de3352c49ba6f4924d",
      "bytes": 3117
    },
    {
      "id": "insight-topic-workbench",
      "path": ".agents/skills/insight-topic-workbench",
      "status": "stable",
      "class": "product",
      "scope": "formal-topics",
      "capability_stage": "productize",
      "transformation": "Evidence/resource model → decision-ready topic workbench, one-page alias, data/UI separation, navigation, and validation evidence.",
      "inputs": [
        "Validated workbench facts and evidence chain",
        "Reader decisions, reading order, and resource model",
        "Chinese and English reader-facing copy",
        "Shared Shell/content-adapter contracts"
      ],
      "outputs": [
        "workbench.html, index.html, and onepage.html roles",
        "data/workbench.json plus locale packs",
        "Evidence/resource/risk/gap presentation",
        "Evidence-first briefing outline and web deck with bilingual deep links",
        "Focused, full, browser, and publish evidence"
      ],
      "depends_on": [
        "insight-repo-onboarding",
        "insight-evidence-standards",
        "insight-shell-i18n-governance"
      ],
      "feeds": [
        "insight-cdp-ui-debug-loop",
        "insight-index-maintenance"
      ],
      "triggers": [
        "topic workbench",
        "resource matrix",
        "decision workbench",
        "evidence-linked briefing deck"
      ],
      "raw_sha256": "17337f510812c3325d49809f60a27317d48e7e7889074be1195d59a5951069f7",
      "bytes": 23280
    },
    {
      "id": "insight-ai-computing-trend",
      "path": ".agents/skills/insight-ai-computing-trend",
      "status": "stable",
      "class": "research",
      "scope": "ai-computing-trends",
      "capability_stage": "synthesize",
      "transformation": "AI-computing expert framework or recurring research need → governed full-stack Watch Themes, requalified evidence, bounded Trends/Forecasts, and Domain publication contribution.",
      "inputs": [
        "AI-computing decision context, structural horizon, and monthly freshness horizon",
        "Expert framework or prior AI-computing report",
        "Primary evidence across industry, academia, open source, standards, patents, and independent reproduction"
      ],
      "outputs": [
        "Five-layer AI-computing interpretation framework plus durable Watch Theme taxonomy",
        "Requalification queue and bounded evidence-backed Trend candidates",
        "Route competition, metric, maturity, Forecast and Domain contribution outputs"
      ],
      "depends_on": [
        "insight-technology-trend-intelligence",
        "insight-review-methodology",
        "insight-source-acquisition",
        "insight-evidence-standards"
      ],
      "feeds": [
        "insight-trend-refresh",
        "insight-trend-quality",
        "insight-trend-publication",
        "insight-skill-governor"
      ],
      "triggers": [
        "AI Computing trend",
        "AI计算趋势",
        "GPU NPU HBM interconnect rack inference serving",
        "AI factory / supernode",
        "KV cache / inference infrastructure"
      ],
      "raw_sha256": "ec30fadba5664e06897735a2d19f1646f8809259eae7bb9b53dbefc8c8e6823c",
      "bytes": 8315
    },
    {
      "id": "insight-ct-technology-trend",
      "path": ".agents/skills/insight-ct-technology-trend",
      "status": "stable",
      "class": "research",
      "scope": "ct-technology-trends",
      "capability_stage": "synthesize",
      "transformation": "Broad CT technology question → evidence-triangulated trend map, route competition, maturity/lifecycle judgment, and decision-ready strategic priorities.",
      "inputs": [
        "Research theme, geography, observation window, and optional historical window",
        "Wireless, datacom, optical, core, network-intelligence, convergence, or connectivity scope",
        "Primary/secondary evidence and existing review artifacts",
        "Optional target organization and decision context"
      ],
      "outputs": [
        "Fact/Judgement/Forecast executive summary and CT trend matrix",
        "Key trend evidence chains, maturity, significance, and counter-signals",
        "Technology-route competition and 3–5 year lifecycle outlook",
        "Evidence-linked strategic priorities and uncertainty register"
      ],
      "depends_on": [
        "insight-review-methodology",
        "insight-source-acquisition",
        "insight-evidence-standards"
      ],
      "feeds": [
        "insight-topic-workbench",
        "insight-index-maintenance",
        "insight-skill-governor"
      ],
      "triggers": [
        "CT technology trend insight",
        "CT行业技术趋势",
        "6G / AI-RAN technology planning",
        "AI data-center networking trend",
        "optical interconnect trend",
        "core network / autonomous network trend"
      ],
      "raw_sha256": "2c407934e6e1349f667d5df7613f412c927c706050287edf1a5443e3e5eaf851",
      "bytes": 21773
    },
    {
      "id": "labskills",
      "path": ".agents/skills/labskills",
      "status": "experimental",
      "class": "governance",
      "scope": "labs",
      "capability_stage": "govern",
      "transformation": "Lab idea or existing vertical capability → Skill-native Lab model with single authority, scalable TableGit relations, browser discovery surface, and reproducible release boundary.",
      "inputs": [
        "Candidate Lab, experiment, capability, or instance",
        "Existing Skill identities and package Objects",
        "Browser runtime and entrypoint",
        "Category, collection, relation, release, and visibility requirements"
      ],
      "outputs": [
        "Canonical Labs skill_document Rows",
        "Normalized Lab JSON relation/catalog Rows",
        "Bounded Hosted Table discovery contract",
        "Validated browser-first Labs surface"
      ],
      "depends_on": [
        "insight-repo-onboarding",
        "insight-skill-governor"
      ],
      "feeds": [
        "insight-lab-page-authoring",
        "insight-shell-i18n-governance",
        "insight-index-maintenance"
      ],
      "triggers": [
        "labs",
        "labskills",
        "实验场",
        "垂域实验",
        "Skill-native Lab"
      ],
      "raw_sha256": "8718c917dcf6b127b50e16f71cd1e7d60ecaa070f37fdc4b60387ee85a9751c0",
      "bytes": 26011
    },
    {
      "id": "insight-lab-page-authoring",
      "path": ".agents/skills/insight-lab-page-authoring",
      "status": "stable",
      "class": "product",
      "scope": "supporting-pages",
      "capability_stage": "productize",
      "transformation": "Bounded research artifact → accessible public supporting page with evidence boundary, shared shell/style, and verification links.",
      "inputs": [
        "Page purpose and reader task",
        "Validated facts, claims, and source links",
        "Target directory and page class",
        "Locale requirements and visualization source data"
      ],
      "outputs": [
        "Public HTML page using shared shell/style",
        "Source/status/review navigation",
        "Accessible fallback for visualizations",
        "Validation and browser evidence"
      ],
      "depends_on": [
        "insight-repo-onboarding",
        "insight-evidence-standards",
        "insight-shell-i18n-governance"
      ],
      "feeds": [
        "insight-cdp-ui-debug-loop",
        "insight-index-maintenance"
      ],
      "triggers": [
        "research page",
        "evidence page",
        "supporting report"
      ],
      "raw_sha256": "617244bc698a9ec5f15ad9fe6e72632868210e9f44e077c507f5a78586c45ef1",
      "bytes": 2759
    },
    {
      "id": "insight-wwdc-workbench-framework",
      "path": ".agents/skills/insight-wwdc-workbench-framework",
      "status": "stable",
      "class": "product",
      "scope": "conference-insights/wwdc-2026",
      "capability_stage": "productize",
      "transformation": "Structured conference/session data → video-first evidence workbench with renderer routing, synchronized anchors, mobile dual window, and publish gates.",
      "inputs": [
        "Session metadata, HLS/subtitle status, sections, insights, anchors, sources",
        "View/navigation registry and renderer contracts",
        "Evidence and public-citation rules",
        "Target desktop/mobile interaction behavior"
      ],
      "outputs": [
        "Runtime view and renderer implementation",
        "Video/session/source/evidence workbench surfaces",
        "Shareable URL state and lifecycle cleanup",
        "Static/browser regression evidence and reusable framework rules"
      ],
      "depends_on": [
        "insight-conference-tracking",
        "insight-evidence-standards",
        "insight-shell-i18n-governance",
        "insight-cdp-ui-debug-loop"
      ],
      "feeds": [
        "insight-index-maintenance",
        "insight-skill-governor"
      ],
      "triggers": [
        "WWDC runtime",
        "SessionWorkbench",
        "video evidence workbench"
      ],
      "raw_sha256": "ef8dc1db2dcb2556818185ec1ffabda9c6d6ef050313df0d8f464cd987160d0b",
      "bytes": 7130
    },
    {
      "id": "insight-shell-i18n-governance",
      "path": ".agents/skills/insight-shell-i18n-governance",
      "status": "stable",
      "class": "governance",
      "scope": "all-public-html",
      "capability_stage": "govern",
      "transformation": "Diverse page implementations → one shell, one visual grammar, explicit content adapters, governed locale resources, and whole-site migration/validation.",
      "inputs": [
        "Page inventory and adapter types",
        "Shell config/component and shared CSS",
        "Locale coverage and page data contracts",
        "Browser and static audit results"
      ],
      "outputs": [
        "Updated universal shell and shared content contract",
        "Versioned whole-site migration",
        "Locale/style/shell coverage reports",
        "Desktop/mobile browser acceptance evidence"
      ],
      "depends_on": [
        "insight-repo-onboarding"
      ],
      "feeds": [
        "insight-topic-workbench",
        "insight-lab-page-authoring",
        "insight-wwdc-workbench-framework",
        "insight-index-maintenance"
      ],
      "triggers": [
        "global shell",
        "bilingual site",
        "visual contract",
        "PWA refresh"
      ],
      "raw_sha256": "ec8e63374d7c3959ff1069ca7059971fae4b70fc0ea27a722a02d4a21ecae362",
      "bytes": 3693
    },
    {
      "id": "insight-tools-usage",
      "path": ".agents/skills/insight-tools-usage",
      "status": "stable",
      "class": "operations",
      "scope": "tools",
      "capability_stage": "operate",
      "transformation": "Repeatable LRI product/research maintenance need → selected or extended Works-owned tool, reproducible invocation, verified business outputs, and domain rollback boundary.",
      "inputs": [
        "Desired state transition and target artifacts",
        "Current tool inventory and actual executable paths",
        "Input schema, runtime dependencies, and safety boundaries",
        "Expected output and validator"
      ],
      "outputs": [
        "Reproducible command/run record",
        "Verified generated or transformed artifacts",
        "Tool documentation and tests when code changes",
        "Failure/rollback behavior"
      ],
      "depends_on": [
        "insight-repo-onboarding"
      ],
      "feeds": [
        "insight-review-methodology",
        "insight-conference-tracking",
        "insight-cdp-ui-debug-loop"
      ],
      "triggers": [
        "run tool",
        "batch update",
        "add validator or automation"
      ],
      "raw_sha256": "ba3b49a953ca260833c29945616a99a759df902c58272de036f4256b5c4384b9",
      "bytes": 3288
    },
    {
      "id": "insight-cdp-ui-debug-loop",
      "path": ".agents/skills/insight-cdp-ui-debug-loop",
      "status": "stable",
      "class": "operations",
      "scope": "rendered-ui",
      "capability_stage": "verify",
      "transformation": "UI or interaction change → measured browser evidence, reproduced defects, validated fix, and regression assertions.",
      "inputs": [
        "Public or preview URL and expected behavior",
        "Target viewport/locale/state matrix",
        "Console/network/runtime signals",
        "Relevant static validators"
      ],
      "outputs": [
        "Reproduction facts and root cause",
        "Before/after measurements and interaction assertions",
        "Console/network/error evidence",
        "Regression test or reusable probe when warranted"
      ],
      "depends_on": [
        "insight-repo-onboarding"
      ],
      "feeds": [
        "insight-shell-i18n-governance",
        "insight-topic-workbench",
        "insight-wwdc-workbench-framework"
      ],
      "triggers": [
        "UI layout change",
        "browser verification",
        "interaction regression"
      ],
      "raw_sha256": "a7bd9149e9af01f193eb4913adf8e834a41f8ab6b78aedd9b28fc4622a466da5",
      "bytes": 3617
    },
    {
      "id": "insight-index-maintenance",
      "path": ".agents/skills/insight-index-maintenance",
      "status": "stable",
      "class": "product",
      "scope": "public-indexes",
      "capability_stage": "publish",
      "transformation": "Repository/topic state → accurate public inventory, canonical navigation, maturity labels, and synchronized counts.",
      "inputs": [
        "Current repository tree and canonical entries",
        "Topic status, evidence maturity, and source data",
        "Site structure and locale coverage data",
        "Shared navigation contract"
      ],
      "outputs": [
        "Updated root/container indexes",
        "Accurate counts and maturity labels",
        "Canonical links and alias boundaries",
        "Synchronized site-structure data"
      ],
      "depends_on": [
        "insight-repo-onboarding",
        "insight-evidence-standards",
        "insight-shell-i18n-governance"
      ],
      "feeds": [
        "insight-skill-governor"
      ],
      "triggers": [
        "update index",
        "topic inventory change",
        "navigation change"
      ],
      "raw_sha256": "a164de4777c745c69bbb5d67501c36e04dbbb966e1da3b40fb80489220cbab80",
      "bytes": 2962
    },
    {
      "id": "insight-skill-governor",
      "path": ".agents/skills/insight-skill-governor",
      "status": "stable",
      "class": "governance",
      "scope": "organizational-skills",
      "capability_stage": "evolve",
      "transformation": "Repeated LRI business task pattern, failure, or capability gap → updated Works business-skill contract, local dependency graph, validator, and adoption path.",
      "inputs": [
        "Observed repeated tasks, failures, or successful procedures",
        "Current skill contracts, references, registry, and composition recipes",
        "Evidence of reuse and organizational impact",
        "Validation and Git governance"
      ],
      "outputs": [
        "Updated or new executable SKILL.md contract",
        "Preserved/updated REFERENCE.md knowledge",
        "Registry stage/transformation/dependencies/feeds",
        "Validator and migration/adoption changes",
        "Deprecation/retirement decision when appropriate"
      ],
      "depends_on": [
        "insight-repo-onboarding"
      ],
      "feeds": [
        "none"
      ],
      "triggers": [
        "update skills",
        "repeated workflow",
        "skill system audit",
        "deprecate skill"
      ],
      "raw_sha256": "e192206cc69abb7fcf47623634534939ce8fb4358ff771979a05134373f27ace",
      "bytes": 6459
    },
    {
      "id": "insight-waic-topic-maintainer",
      "path": ".agents/skills/insight-waic-topic-maintainer",
      "status": "stable",
      "class": "governance",
      "scope": "conference-insights/waic-2026",
      "capability_stage": "govern",
      "transformation": "Fragmented WAIC evidence and product surfaces → one goal-led, coverage-honest, newcomer-readable and decision-ready topic.",
      "inputs": [
        "57-paper inventory and evidence levels",
        "Topic thesis, workbench, briefing and decision goal",
        "Child maintainer outputs and validation evidence"
      ],
      "outputs": [
        "Topic definition of done and maintainer routing",
        "Consistent coverage, synthesis and public narrative",
        "Residual gap and next iteration"
      ],
      "depends_on": [
        "insight-conference-tracking",
        "insight-evidence-standards"
      ],
      "feeds": [
        "insight-index-maintenance",
        "insight-skill-governor"
      ],
      "triggers": [
        "WAIC topic maintenance",
        "57 papers",
        "专题维护者"
      ],
      "raw_sha256": "c015f3cac1602044ea913118e1f7569887c5b4553bfa8343dbc1345d571e3b40",
      "bytes": 3691
    },
    {
      "id": "insight-waic-paper-analysis",
      "path": ".agents/skills/insight-waic-paper-analysis",
      "status": "stable",
      "class": "research",
      "scope": "conference-insights/waic-2026/papers",
      "capability_stage": "acquire",
      "transformation": "WAIC paper metadata or artifact → auditable full-text analysis or explicit unresolved boundary.",
      "inputs": [
        "Official paper identity",
        "Primary full text or attributable artifact"
      ],
      "outputs": [
        "Structured paper analysis",
        "Quote, locator, results, limitations and thesis relation"
      ],
      "depends_on": [
        "insight-waic-topic-maintainer",
        "insight-evidence-standards"
      ],
      "feeds": [
        "insight-waic-evidence-synthesis",
        "insight-waic-coverage-auditor"
      ],
      "triggers": [
        "analyze WAIC paper",
        "full-text upgrade"
      ],
      "raw_sha256": "4abb44d218527a7f4fbd739b92b9fc689e1607645396bf71992f1daa0abc21b1",
      "bytes": 2183
    },
    {
      "id": "insight-waic-evidence-synthesis",
      "path": ".agents/skills/insight-waic-evidence-synthesis",
      "status": "stable",
      "class": "research",
      "scope": "conference-insights/waic-2026/synthesis",
      "capability_stage": "synthesize",
      "transformation": "Paper-level WAIC evidence → balanced conference claims with support, counterweight and confidence.",
      "inputs": [
        "All paper records and evidence levels",
        "Candidate conference thesis"
      ],
      "outputs": [
        "Atomic claims and evidence maps",
        "Reasoning bridges, boundaries and upgrade actions"
      ],
      "depends_on": [
        "insight-waic-paper-analysis"
      ],
      "feeds": [
        "insight-waic-briefing-maintainer"
      ],
      "triggers": [
        "WAIC synthesis",
        "conference signal"
      ],
      "raw_sha256": "64d3dc616edd61e19d39efa59058b0a981ae4ee4e86b58c6029c6b42a4c0a20a",
      "bytes": 2147
    },
    {
      "id": "insight-waic-briefing-maintainer",
      "path": ".agents/skills/insight-waic-briefing-maintainer",
      "status": "stable",
      "class": "product",
      "scope": "conference-insights/waic-2026/briefing",
      "capability_stage": "productize",
      "transformation": "Validated WAIC claims → newcomer-readable workbench and leadership decision narrative.",
      "inputs": [
        "Approved claims and evidence mappings",
        "Audience and decision context"
      ],
      "outputs": [
        "Consistent workbench, one-page and briefing",
        "Decision package and evidence-linked narrative"
      ],
      "depends_on": [
        "insight-waic-evidence-synthesis",
        "insight-topic-workbench"
      ],
      "feeds": [
        "insight-cdp-ui-debug-loop",
        "insight-index-maintenance"
      ],
      "triggers": [
        "WAIC briefing",
        "insight deck"
      ],
      "raw_sha256": "da8fa2e2576af361aaf8bd3122f37a650192e1a4621036b79cc2bee382cd4035",
      "bytes": 2350
    },
    {
      "id": "insight-waic-coverage-auditor",
      "path": ".agents/skills/insight-waic-coverage-auditor",
      "status": "stable",
      "class": "assurance",
      "scope": "conference-insights/waic-2026/coverage",
      "capability_stage": "verify",
      "transformation": "WAIC topic files → derived coverage facts, drift report and release decision.",
      "inputs": [
        "Paper inventory and derived topic files",
        "Analysis-level contract"
      ],
      "outputs": [
        "Coverage counts and unresolved queue",
        "Consistency failures and repair targets"
      ],
      "depends_on": [
        "insight-waic-topic-maintainer"
      ],
      "feeds": [
        "insight-waic-topic-maintainer",
        "insight-index-maintenance"
      ],
      "triggers": [
        "WAIC coverage audit",
        "completion claim"
      ],
      "raw_sha256": "c4ea71175e0906d42f8c338d0ee277aeabfa72a2af2f0bb94f0b27bfc59009cd",
      "bytes": 2572
    },
    {
      "id": "insight-apple-keyframe-capture",
      "path": ".agents/skills/insight-apple-keyframe-capture",
      "status": "deprecated",
      "class": "deprecated",
      "scope": "wwdc-keyframes",
      "capability_stage": "retired",
      "transformation": "Unsupported keyframe-capture request → explicit safe alternative, provenance record, and reactivation requirements.",
      "inputs": [
        "Requested source URL/time and intended evidence use",
        "Available browser/screenshot tooling",
        "Repository binary policy"
      ],
      "outputs": [
        "Safe capture alternative or explicit blocker",
        "Source/time/method/output provenance",
        "Reactivation backlog when durable automation is needed"
      ],
      "depends_on": [
        "insight-conference-tracking",
        "insight-evidence-standards"
      ],
      "feeds": [
        "none"
      ],
      "triggers": [
        "historical Apple keyframe skill invoked"
      ],
      "raw_sha256": "4d92d933764ef8194e80e76b60d952d19e3c9519f09963f1bb10a86b6f996241",
      "bytes": 2160
    },
    {
      "id": "insight-codebase-loop",
      "path": ".agents/skills/insight-codebase-loop",
      "status": "deprecated",
      "class": "deprecated",
      "scope": "codebase-analysis",
      "capability_stage": "retired",
      "transformation": "Unsupported autonomous loop request → bounded analysis workflow, durable findings, and explicit reactivation requirements.",
      "inputs": [
        "Repository analysis question",
        "Current tree, history, validators, and tool availability"
      ],
      "outputs": [
        "Bounded repository findings in an appropriate topic/knowledge entry",
        "Explicit missing-runner blocker",
        "Reactivation requirements when justified"
      ],
      "depends_on": [
        "insight-repo-onboarding"
      ],
      "feeds": [
        "none"
      ],
      "triggers": [
        "historical codebase loop invoked"
      ],
      "raw_sha256": "2d682d78c4e338a1456430f44e26f93c896451f133878938c73cf657767e9e6b",
      "bytes": 2156
    },
    {
      "id": "insight-technology-trend-intelligence",
      "path": ".agents/skills/insight-technology-trend-intelligence",
      "status": "stable",
      "class": "research",
      "scope": "organization-technology-trends",
      "capability_stage": "frame",
      "transformation": "Recurring technology-research need and organizational evidence → governed trend-intelligence program with authority, observation, forecast, review, promotion, and publication lifecycle.",
      "inputs": [
        "Decision context, domains, geography, observation window, and audience",
        "Current LRIGIT TableGit trend authority and research artifacts",
        "Relevant domain Skills and prior evidence",
        "Optional external promotion package with exact source revision"
      ],
      "outputs": [
        "Topics, Observation Questions and Watch Plan policy",
        "Formal authority and domain-plugin contract",
        "Refresh, quality, governance and publication capability chain",
        "Forecast/review/promotion lifecycle"
      ],
      "depends_on": [
        "insight-repo-onboarding",
        "insight-review-methodology",
        "insight-evidence-standards"
      ],
      "feeds": [
        "insight-trend-refresh",
        "insight-trend-quality",
        "insight-trend-governance",
        "insight-trend-publication"
      ],
      "triggers": [
        "formal technology trend program",
        "technology trend flywheel",
        "monthly technology intelligence"
      ],
      "raw_sha256": "0187bbbc8816493616e720a83e7c60b68cd390165254b94d8dbab3874cfc9c8c",
      "bytes": 24266
    },
    {
      "id": "insight-trend-refresh",
      "path": ".agents/skills/insight-trend-refresh",
      "status": "stable",
      "class": "operations",
      "scope": "organization-technology-trends",
      "capability_stage": "operate",
      "transformation": "Due Watch Plans or unfinished refresh state → bounded resumable evidence refresh with checkpoints, exact provenance, challenge work, and clean no-op semantics.",
      "inputs": [
        "Watch Plans, cutoff, budgets and current time",
        "Refresh Runs/Tasks and canonical revision",
        "Topics, Questions, current Claims/Trends and findings"
      ],
      "outputs": [
        "Resumed/completed Run and idempotent Tasks",
        "Promoted Items/Signals/Provenance and counterevidence attempts",
        "Updated Watch Plan schedule/checkpoint state",
        "Clean no-op when nothing is due"
      ],
      "depends_on": [
        "insight-technology-trend-intelligence",
        "insight-source-acquisition",
        "insight-evidence-standards"
      ],
      "feeds": [
        "insight-trend-quality",
        "insight-trend-governance"
      ],
      "triggers": [
        "due trend watch plan",
        "scheduled trend refresh",
        "manual trend refresh",
        "refresh recovery"
      ],
      "raw_sha256": "900c5a160c47a350c6db37877442d3e977cd0a41a03560d69bd943b06f60c5d2",
      "bytes": 9266
    },
    {
      "id": "insight-trend-quality",
      "path": ".agents/skills/insight-trend-quality",
      "status": "stable",
      "class": "assurance",
      "scope": "organization-technology-trends",
      "capability_stage": "assure",
      "transformation": "Candidate trend intelligence state → adversarial quality findings, calibrated confidence, remediation actions, and release decision.",
      "inputs": [
        "Signals/Provenance and Evidence Edges",
        "Claims, Trends, Snapshots and Scorecards",
        "Forecast, promotion, review and publication lineage"
      ],
      "outputs": [
        "Durable Quality Findings",
        "Confidence ceilings and penalties",
        "Pass/review/block decision and remediation queue"
      ],
      "depends_on": [
        "insight-technology-trend-intelligence",
        "insight-evidence-standards"
      ],
      "feeds": [
        "insight-trend-governance",
        "insight-trend-publication"
      ],
      "triggers": [
        "trend quality gate",
        "forecast resolution",
        "promotion review",
        "publication readiness"
      ],
      "raw_sha256": "5e0d94a9e4d1fc724382073cf0021b8bbbb7e3c903b10638350fa77ea29cfc4a",
      "bytes": 5297
    },
    {
      "id": "insight-trend-governance",
      "path": ".agents/skills/insight-trend-governance",
      "status": "stable",
      "class": "governance",
      "scope": "organization-technology-trends",
      "capability_stage": "govern",
      "transformation": "External proposals or governance deltas → auditable promotion, forecast, expert-review and control-plane decision.",
      "inputs": [
        "External promotion batch and source revision",
        "Open Forecasts and resolution evidence",
        "Expert Reviews and proposed changes",
        "Schedule, owner, schema and publication lineage"
      ],
      "outputs": [
        "Promotion Decisions",
        "Forecast resolution/calibration state",
        "Review incorporation/rejection decision",
        "Reconciled control-plane state or explicit finding"
      ],
      "depends_on": [
        "insight-technology-trend-intelligence",
        "insight-trend-quality"
      ],
      "feeds": [
        "insight-trend-publication",
        "insight-skill-governor"
      ],
      "triggers": [
        "external research promotion",
        "forecast milestone",
        "expert trend review",
        "trend control-plane drift"
      ],
      "raw_sha256": "278c0bfe7673092614aa844e398b73fd68ab2fc25c42d23cf2bb0d6963582381",
      "bytes": 4017
    },
    {
      "id": "insight-trend-publication",
      "path": ".agents/skills/insight-trend-publication",
      "status": "stable",
      "class": "product",
      "scope": "organization-technology-trends",
      "capability_stage": "productize",
      "transformation": "Validated canonical trend state → immutable-versioned publication candidate and optionally approved audience artifact.",
      "inputs": [
        "Exact TableGit revision and validated Run",
        "Trends, Snapshots, Claims, Forecasts and Scorecards",
        "Quality Findings, Expert Reviews and audience context"
      ],
      "outputs": [
        "Frozen publication candidate version",
        "Evidence-linked expert or leadership projection",
        "Review/release state and artifact lineage"
      ],
      "depends_on": [
        "insight-technology-trend-intelligence",
        "insight-trend-quality",
        "insight-trend-governance"
      ],
      "feeds": [
        "insight-trend-report-rendering",
        "insight-topic-workbench",
        "insight-index-maintenance",
        "insight-skill-governor"
      ],
      "triggers": [
        "monthly technology trend candidate",
        "technology trend expert pack",
        "technology trend publication"
      ],
      "raw_sha256": "bfdbb9e805d0bc9ec9d20eca7222fc95d567d91109c39aef03f42b08d94f5389",
      "bytes": 13093
    },
    {
      "id": "insight-trend-report-rendering",
      "path": ".agents/skills/insight-trend-report-rendering",
      "status": "stable",
      "class": "product",
      "scope": "organization-technology-trends",
      "capability_stage": "productize",
      "transformation": "Frozen or current formal trend authority → one unified progressively disclosed techintel-report/v1 projection and consistent H5/PPT/PDF presentation artifacts.",
      "inputs": [
        "Current revision or frozen Publication source revision",
        "Trends, Snapshots, Scorecards, Claims, Forecasts, Findings and evidence lineage",
        "Report context, disclosure policy, and renderer target"
      ],
      "outputs": [
        "Validated techintel-report/v1 projection",
        "Responsive H5 living/frozen report",
        "Optional PPTX/PDF/PNG from the same projection",
        "Projection/artifact lineage"
      ],
      "depends_on": [
        "insight-trend-publication",
        "insight-trend-quality",
        "insight-evidence-standards",
        "insight-topic-workbench",
        "insight-shell-i18n-governance"
      ],
      "feeds": [
        "insight-trend-landscape-visualization",
        "insight-index-maintenance",
        "insight-skill-governor"
      ],
      "triggers": [
        "technology trend living report",
        "trend report H5",
        "trend report rendering",
        "technology trend PPT export"
      ],
      "raw_sha256": "ba2e3661a71f6eecd059b0cb08ca5f273c058ac70d3121a564fb0ab9bcae6ed8",
      "bytes": 14090
    },
    {
      "id": "insight-trend-landscape-visualization",
      "path": ".agents/skills/insight-trend-landscape-visualization",
      "status": "stable",
      "class": "product",
      "scope": "organization-technology-trends",
      "capability_stage": "productize",
      "transformation": "Formal Trend projection → executive-grade responsive Score × Confidence landscape with direct labels and exact point semantics.",
      "inputs": [
        "Formal projected Trends with Score, Confidence and Momentum",
        "Theme coverage and locale",
        "Responsive viewport"
      ],
      "outputs": [
        "Direct-labeled Trend Landscape",
        "Responsive collision-safe Chart.js visualization",
        "Visual identity mapping and browser acceptance evidence"
      ],
      "depends_on": [
        "insight-trend-report-rendering",
        "insight-shell-i18n-governance"
      ],
      "feeds": [
        "insight-index-maintenance",
        "insight-skill-governor"
      ],
      "triggers": [
        "trend landscape",
        "趋势图",
        "score confidence chart",
        "trend chart visualization"
      ],
      "raw_sha256": "7b7961aee7b729720906f35fbf9112deb8a7a411f1dbef1ac78c5364606d0521",
      "bytes": 4533
    },
    {
      "id": "insight-animated-svg",
      "path": ".agents/skills/insight-animated-svg",
      "status": "experimental",
      "class": "product",
      "scope": "organization-visualization",
      "capability_stage": "productize",
      "transformation": "Evidence-bounded visual concept → isolated animated SVG scene, Web Component runtime contract, and reusable Web/static/MP4/PowerPoint projections.",
      "inputs": [
        "Research or presentation claim with evidence boundary",
        "SVG scene structure and narrative stages",
        "Optional animation adapter and projection targets"
      ],
      "outputs": [
        "Independent animated SVG scene",
        "Shadow-DOM Web Component projection",
        "Static SVG/PNG and MP4 projection contract",
        "PowerPoint static/native-animation projection plan"
      ],
      "depends_on": [
        "insight-evidence-standards",
        "insight-shell-i18n-governance",
        "insight-cdp-ui-debug-loop"
      ],
      "feeds": [
        "insight-topic-workbench",
        "insight-trend-report-rendering",
        "insight-skill-governor"
      ],
      "triggers": [
        "animated svg",
        "dynamic infographic",
        "motion scene",
        "SVG 动画",
        "动态图",
        "PPT animation projection"
      ],
      "raw_sha256": "d999f4a06af5b2bfded609148f4f6124c90a900b971eebb2b3107f21d9161491",
      "bytes": 7222
    }
  ],
  "compositions": [
    {
      "id": "topic_evolution_loop",
      "goal": "Turn a research signal into a validated, published, and learnable topic product.",
      "sequence": [
        "insight-repo-onboarding",
        "insight-review-methodology",
        "insight-source-acquisition",
        "insight-evidence-standards",
        "insight-topic-workbench",
        "insight-shell-i18n-governance",
        "insight-cdp-ui-debug-loop",
        "insight-index-maintenance",
        "insight-skill-governor"
      ]
    },
    {
      "id": "conference_evolution_loop",
      "goal": "Turn conference signals into evidence-linked workbenches and reusable conference capability.",
      "sequence": [
        "insight-repo-onboarding",
        "insight-conference-tracking",
        "insight-source-acquisition",
        "insight-evidence-standards",
        "insight-wwdc-workbench-framework",
        "insight-tools-usage",
        "insight-cdp-ui-debug-loop",
        "insight-index-maintenance",
        "insight-skill-governor"
      ]
    },
    {
      "id": "waic_topic_maintenance_loop",
      "goal": "Maintain WAIC 2026 from the 57-paper population to a coverage-honest leadership decision product.",
      "sequence": [
        "insight-repo-onboarding",
        "insight-conference-tracking",
        "insight-evidence-standards",
        "insight-waic-topic-maintainer",
        "insight-waic-paper-analysis",
        "insight-waic-evidence-synthesis",
        "insight-waic-briefing-maintainer",
        "insight-waic-coverage-auditor",
        "insight-cdp-ui-debug-loop",
        "insight-index-maintenance",
        "insight-skill-governor"
      ]
    },
    {
      "id": "ai_computing_trend_loop",
      "goal": "Turn AI-computing expert frameworks and monthly evidence into requalified full-stack computing trends, route competition, forecasts, and a governed Domain publication contribution.",
      "sequence": [
        "insight-repo-onboarding",
        "insight-technology-trend-intelligence",
        "insight-review-methodology",
        "insight-source-acquisition",
        "insight-evidence-standards",
        "insight-ai-computing-trend",
        "insight-trend-refresh",
        "insight-trend-quality",
        "insight-trend-publication",
        "insight-trend-report-rendering",
        "insight-skill-governor"
      ]
    },
    {
      "id": "ct_technology_trend_loop",
      "goal": "Turn a CT technology-planning question into a primary-source-grounded, standards-aware trend map, route competition, lifecycle outlook, and strategic decision package.",
      "sequence": [
        "insight-repo-onboarding",
        "insight-review-methodology",
        "insight-source-acquisition",
        "insight-evidence-standards",
        "insight-ct-technology-trend",
        "insight-topic-workbench",
        "insight-index-maintenance",
        "insight-skill-governor"
      ]
    },
    {
      "id": "resource_intelligence_loop",
      "goal": "Turn challenge/resource gaps into verified reusable resources, evidence-backed many-to-many matches, bidirectional knowledge gains, and a governed decision surface.",
      "sequence": [
        "insight-repo-onboarding",
        "insight-review-methodology",
        "insight-evidence-standards",
        "academic-resource-loop",
        "academic-projection-governance",
        "academic-resource-card-maintainer",
        "insight-russia-search-promo",
        "insight-topic-workbench",
        "insight-cdp-ui-debug-loop",
        "insight-index-maintenance",
        "insight-skill-governor"
      ]
    },
    {
      "id": "challenge_deep_analysis_loop",
      "goal": "Turn one source-complete flat Challenge into an evidence-bounded technical model and capability-demand profile without starting Resource matching.",
      "sequence": [
        "insight-repo-onboarding",
        "insight-evidence-standards",
        "academic-challenge-analysis",
        "insight-skill-governor"
      ]
    },
    {
      "id": "challenge_portfolio_analysis_loop",
      "goal": "Turn completed Challenge analyses into deterministic, cohort-aware portfolio statistics without mutating source, deep-analysis, Resource, or Match authority.",
      "sequence": [
        "insight-repo-onboarding",
        "insight-evidence-standards",
        "academic-challenge-portfolio-analysis",
        "academic-projection-governance",
        "insight-skill-governor"
      ]
    },
    {
      "id": "lab_platform_evolution_loop",
      "goal": "Turn a runnable vertical capability into a Skill-native Lab with scalable TableGit discovery, governed browser runtime, and reusable release evidence.",
      "sequence": [
        "insight-repo-onboarding",
        "labskills",
        "insight-lab-page-authoring",
        "insight-shell-i18n-governance",
        "insight-cdp-ui-debug-loop",
        "insight-index-maintenance",
        "insight-skill-governor"
      ]
    },
    {
      "id": "knowledge_ingestion_loop",
      "goal": "Turn external material into governed, published, and refreshable organizational knowledge.",
      "sequence": [
        "insight-repo-onboarding",
        "insight-evidence-standards",
        "insight-wiki-ingestion",
        "insight-lab-page-authoring",
        "insight-shell-i18n-governance",
        "insight-cdp-ui-debug-loop",
        "insight-index-maintenance",
        "insight-skill-governor"
      ]
    },
    {
      "id": "supporting_page_delivery_loop",
      "goal": "Turn a bounded research artifact into a validated public supporting page and reusable authoring improvement.",
      "sequence": [
        "insight-repo-onboarding",
        "insight-evidence-standards",
        "insight-lab-page-authoring",
        "insight-shell-i18n-governance",
        "insight-cdp-ui-debug-loop",
        "insight-index-maintenance",
        "insight-skill-governor"
      ]
    },
    {
      "id": "shared_experience_evolution_loop",
      "goal": "Turn a cross-page shell, visual, locale, or interaction need into a verified shared experience capability and reusable governance improvement.",
      "sequence": [
        "insight-repo-onboarding",
        "insight-shell-i18n-governance",
        "insight-tools-usage",
        "insight-animated-svg",
        "insight-cdp-ui-debug-loop",
        "insight-skill-governor"
      ]
    },
    {
      "id": "organizational_skill_evolution_loop",
      "goal": "Turn repeated execution experience into a validated organizational capability upgrade.",
      "sequence": [
        "insight-repo-onboarding",
        "insight-tools-usage",
        "insight-skill-governor"
      ]
    },
    {
      "id": "technology_trend_intelligence_flywheel",
      "goal": "Turn recurring cross-domain technology signals into a governed, evidence-linked, forecast-calibrated and versioned organizational trend-intelligence program.",
      "sequence": [
        "insight-repo-onboarding",
        "insight-technology-trend-intelligence",
        "insight-review-methodology",
        "insight-source-acquisition",
        "insight-evidence-standards",
        "insight-trend-refresh",
        "insight-trend-quality",
        "insight-trend-governance",
        "insight-trend-publication",
        "insight-trend-report-rendering",
        "insight-trend-landscape-visualization",
        "insight-skill-governor"
      ]
    }
  ],
  "works_states": {
    "stable": 34,
    "experimental": 2,
    "deprecated": 2
  },
  "builtin_operation_count": 109
}
