Prior Art

Prior Art

Find the existing evidence first, then summarize what it means. This skill is narrower than lev-research: it is for provenance, lineage, decision history, and "what already exists?" questions.

If the repo itself is unfamiliar, pair this with codebase-archaeology first so the prior-art sweep starts from real project structure instead of guesses.

1. Frame the search

Action: Identify the project scope, the target question, and whether the user wants one project or many.

Instruction: Treat each git repo or workspace as a separate project. Use the current working tree as the default project when no path is given. If .lev does not exist, do not fail; widen the crawl to the repo's other docs and markdown surfaces.

Validation: You can name the project(s), the evidence question, and the output shape before searching.

On failure: Ask for the missing repo path or clarify whether this is a project-specific or global hunt.

2. Use agent tools first, CLI second

Principle: Agent-native tools (Grep, Glob, Read, SemanticSearch) are instant. CLI tools (lev find, cass) have startup and backend costs. Always prefer agent tools over CLI for prior-art searches unless the question is genuinely cross-domain and local fused retrieval would add signal.

Tool priority order: 0. codebase-memory MCP (if available) — for CODE prior art, use search_graph/search_code/trace_path/get_architecture first; the graph knows symbols, callers, and structure Grep can't rank. Skip silently if the MCP server is not connected this session.

1. Grep — exact keyword/pattern search across the repo (instant)
2. Glob — find files by name pattern (instant)
3. SemanticSearch — meaning-based code/doc search (fast)
4. Read — open files directly when you know the path (instant)
5. cass — session history search (5-10s, reasonable)
6. lev find — multi-backend fusion search (bd + qmd + ck; ~20s including cold start — use only if agent tools found nothing)

Gitignored intake caveat: Grep/rg respect .gitignore, so workshop/intake/ and other intake sandboxes are silently skipped. When the hunt should cover intake clones, pass explicit paths (e.g. rg <q> workshop/intake/<repo>) or --no-ignore — do not conclude "no prior art" from a default sweep alone.

NEVER use lev get or lev gather for prior-art. They are removed. lev find is the only local fused retrieval surface.

Session cache (in-process): Before running a tool again, check whether this session already ran the same query + scope. Reuse prior results instead of re-fetching.

Workspace cache (behavioral):

• If you need CLI health context, run lev find --status --backends --json at most once per workspace per session.
• Cache that result mentally/in-session and reuse it when deciding whether to trust lev find or fall back to direct reads.
• Prefer --workspace <project-root> when searching a specific repo; widen to global memory/sessions only after the project pass is thin.

Burst budget (defaults):

• Grep/Glob/SemanticSearch: unlimited — these are instant
• cass: at least three distinct query bands total across the task, but no duplicate band in the same session
• lev find: at most one query call, only if agent tools returned nothing useful. Use --json; prefer --workspace and --scope or --collection when you already know the lane.
• Diagrams (~/.agents/diagrams): at most one filename sweep + one content sweep per user question

On failure: If agent tools find nothing, note it and synthesize from what you have. Do not spawn CLI processes hoping for better results.

3. Search cass for session history

Action: Search session history before the repo.

Instruction: Check command -v cass, then run cass health --json. Search in small bands instead of one broad query:

• exact phrases and known artifact names
• synonyms and nearby concepts
• orthogonal nouns, adjacent systems, and "same shape" ideas
• tags, dates, filenames, ticket ids, and other long-tail guesses

When a project root is known, search both scoped and global history:

cass search "<query>" --robot --workspace "<project-root>" --limit 5 --fields minimal
cass search "<query>" --robot --limit 5 --fields minimal

Expand only promising hits with cass expand ... --json.

Validation: At least three distinct query bands were tried (or cass unavailable—state that explicitly), and at least one promising hit was expanded or the search space was explicitly exhausted. Do not re-run the same band twice in one session.

On failure: Broaden the query band, not the conclusion.

4. Sweep local truth with agent tools

Action: Search the repo surfaces that usually hold durable evidence.

Instruction: Use Grep and Glob as primary search tools. These are instant and don't spawn processes.

Step 1 — File discovery (Glob):

Glob: .lev/pm/**/*.md
Glob: docs/**/*.md
Glob: .lev/pm/specs/*.md
Glob: .lev/pm/proposals/*.md
Glob: .lev/pm/handoffs/*.md

Step 2 — Content search (Grep):

Grep: pattern="<query terms>" path=".lev/pm/"
Grep: pattern="<query terms>" path="docs/"
Grep: pattern="<query terms>" glob="*.md"

Step 3 — Read matching files directly with the Read tool.

Step 4 — SemanticSearch if keyword search missed conceptual matches:

SemanticSearch: query="<full question>" target_directories=[".lev/pm/"]
SemanticSearch: query="<full question>" target_directories=["docs/"]

Deliberate file paths to check (open files; do not blanket-search the repo):

• docs/
• .lev/
• reports/
• prompt-exports/
• AGENTS.md
• README.md
• docs/_inbox/
• docs/specs/
• docs/design/
• docs/decisions/
• .lev/pm/

CLI fallback (last resort only):

If agent tools found nothing and you believe lev find's multi-backend fusion would add value, run it with project-local bias first:

timeout 25 lev find "<query>" --workspace "<project-root>" --json 2>/dev/null || echo '{"timeout": true}'

If the repo-scoped call is thin and the question truly needs outside-world/current information, switch to lev-research / lev timetravel instead of inventing more local search bursts.

If .lev is missing, keep crawling the repo's remaining markdown, docs, and exported reports instead of stopping.

Validation: You have either matched files, or you can say "no existing artifacts found" with confidence.

On failure: Search by file type, directory, tags, dates, and old project names before giving up.

5. Open relevant diagrams

Action: Inspect orphaned evidence in ~/.agents/diagrams.

Instruction: Use Glob and Grep (agent tools, not CLI):

Glob: ~/.agents/diagrams/*<query>*
Grep: pattern="<query>" path="~/.agents/diagrams"

Open the most relevant HTML files and inspect their headings, source lists, and provenance notes. Use PNGs only when they are the only surviving evidence or the file name clearly points to the right artifact.

Validation: At least one relevant diagram file was inspected, or the diagram search is explicitly empty.

On failure: Search by alternate file names, adjacent project names, and date-stamped artifact names.

6. Synthesize the report

Action: Return the findings in the required shape.

Instruction: Use this response contract:

## provenance report
- [Verified] ...
- [Stale] ...
- [Assumed] ...

**what it means**
- ...
- ...
- ...

**next steps**
- ...
- ...
- ...

For multi-project work, emit one project block per repo or workspace, then a final Global block that captures cross-project patterns. Keep the labels explicit:

• Verified = directly supported by a file, diagram, or expanded cass hit
• Stale = found but archived, superseded, or older than the current canon
• Assumed = inference from evidence, not a direct citation

Always include source paths or session references when possible. If no strong prior art is found, say so plainly and list the next searches you would run.

Validation: The output separates evidence from interpretation and includes a concrete next step list.

On failure: Remove unsupported claims before you answer.

Guardrails

• Do not write markdown files unless the user explicitly asks you to.
• Do not replace lev-research; use this skill when the question is specifically about prior art, provenance, lineage, or decision history.
• Do not treat search hits as proof until you have read the underlying file, expanded the session hit, or inspected the diagram.
• Do not stop after one search angle. Rephrase the question, then search again.
• NEVER spawn lev get or lev gather calls. They are removed. Use agent-native tools as primary and lev find as the single fused local fallback.
• If you must use lev find, wrap it with timeout 25, limit it to one query call per session, and bias it to the current workspace first.
• Do not assume qmd collections are healthy; they are accelerators, not a reason to stop.

Search Exclusions (avoid getting lost in the woods)

When using Grep, exclude noise directories via the glob parameter. Common patterns to avoid:

• node_modules/ — vendored JS ecosystem
• .venv/, venv/ — vendored Python ecosystem
• pnpm-lock.yaml, package-lock.json, yarn.lock, Cargo.lock — lockfiles
• *.min.js, *.min.css — minified bundles
• workshop/intake/*/ — may contain full cloned repos
• __pycache__/, site-packages/ — compiled Python

When a broad search returns >50 hits dominated by one of these directories, narrow the scope rather than trying to filter mentally.