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aria-litkg-memory
Use for KG-backed ARIA-NBV retrieval, task routing, claim checks, current-truth checks, backlog lookup, and consolidation proposals.
用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
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Use for KG-backed ARIA-NBV retrieval, task routing, claim checks, current-truth checks, backlog lookup, and consolidation proposals.
用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Use for ARIA-NBV Typst proposal/thesis authoring, shared notation, scientific prose, citations, scientific/geometric figures, tables, Mermaid inclusion, and compile/render QA.
Use for any question about a codebase, its architecture, file relationships, or project content — especially when graphify-out/ exists, where the question should be treated as a graphify query first. Turns any input (code, docs, papers, images, videos) into a persistent knowledge graph with god nodes, community detection, and query/path/explain tools.
Use to localize unknown ARIA-NBV files, symbols, docs, or source families through deterministic local discovery before handoff.
Use when reviewing ARIA-NBV working-tree or PR diffs, following up external/model review findings, or supplying ARIA-NBV domain context to the oh-my-codex code-review harness with severity-ranked file and line findings.
Use to diagnose ARIA-NBV bugs, regressions, failing metrics, Streamlit issues, docs builds, KG failures, or suspicious outputs.
Use when ARIA-NBV work touches pose, camera, coordinate-frame, CW90, PyTorch3D projection, depth backprojection, candidate frusta, or geometry diagnostics contracts.
| name | aria-litkg-memory |
| description | Use for KG-backed ARIA-NBV retrieval, task routing, claim checks, current-truth checks, backlog lookup, and consolidation proposals. |
| metadata | {"mode":"router","not_when":["local file discovery alone is enough","litkg-rs implementation, KG config, or backend contracts are changing","a concrete failure loop owns the task"],"handoff_to":["aria-nbv-context for local-only discovery","semantic-scholar-litkg for litkg-rs, KG config, or backend edits","diagnose-aria for KG ingestion failures"],"evidence_required":["litkg command output or cited KG result","canonical source inspection before promoting retrieved truth","claim-check command for advisor-facing claims"],"applies_to":["**"],"triggers":["kg-route","claim check","source-backed","consolidate memory"],"must_read":["AGENTS.md",".agents/references/source_order.md",".agents/references/litkg_quick_reference.md"],"canonical_sources":["AGENTS.md",".agents/references/source_order.md#role-split",".agents/references/litkg_quick_reference.md#probation-lane",".agents/references/litkg_quick_reference.md#fallback",".agents/references/litkg_quick_reference.md#mandatory-claim-checks",".agents/references/alignment_tools_contract.md#tool-boundaries",".configs/litkg.toml"],"literature_refs":["docs/contents/literature/index.qmd","docs/literature/sources.jsonl","docs/references.bib"],"tool_refs":["mcp__code_index.search_code_advanced","mcp__MCP_DOCKER.list_papers"],"verification":["make kg-capabilities KG_FORMAT=json","make kg-route KG_TASK=\"<task>\" KG_FORMAT=json","make kg-claim-check KG_CLAIM=\"<claim>\""]} |
Use this skill when litkg should act as a probationary source-backed router, claim-check layer, or research-memory retrieval surface for work that crosses source families.
AGENTS.md, .agents/references/source_order.md, and
.agents/references/litkg_quick_reference.md..agents/references/litkg_quick_reference.md.kg-search for source-backed retrieval, kg-route for a context pack,
and kg-claim-check for advisor-facing proposal, roadmap,
research-question, or literature-synthesis claims.make kg-status; if unavailable,
fall back to aria-nbv-context plus targeted reads and record the outage
only when it blocks the task or exposes durable scaffold debt.make kg-consolidate for proposal-style memory/backlog updates; do not
silently promote episodic notes.Until litkg retrieval exposes explicit authority/freshness metadata everywhere,
rank sources with .agents/references/source_order.md and inspect cited
canonical sources before treating retrieved statements as current truth.
If litkg is stale, unavailable, or too noisy for a localized task, fall back to
aria-nbv-context plus targeted file reads. Record KG debt only when the failure
blocks the task or exposes durable scaffold drift.
make kg-status first as a fast 0/1 probe; if non-zero, fall back to
aria-nbv-context plus targeted reads and record the KG outage in the
debrief instead of waiting for the heavier commands below.make kg-capabilities KG_FORMAT=jsonmake kg-search KG_QUERY="<terms>" KG_FORMAT=json for retrieval verification.make kg-route KG_TASK="<task>" KG_FORMAT=json for context-pack verification.make kg-claim-check KG_CLAIM="<claim>" KG_FORMAT=json for advisor-facing
claims; expect verdict and confidence populated.make check-agent-memory after non-trivial memory or guidance changes.