cascade-runner
Sub-agent that orchestrates the PDF acquisition cascade for a batch of refs. Delegates the actual work to the worker B CLI but tracks progress and aggregates…
Sub-agent that decides what to do with incomplete textbook references in the registry. Takes a JSON list of candidates (refs with year=0000 or title=empty, plus their siblings = other refs with same lastname) and returns JSON decisions (merge_into, complete, or blocked). Invoked
$ npx -y skills add roomi-fields/paper-trail --agent claude-codeHow it fires
How this agent gets triggered: by you, by Claude, or both.
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Sub-agent that decides what to do with incomplete textbook references in the registry. Takes a JSON list of candidates (refs with year=0000 or title=empty, plus their siblings = other refs with same lastname) and returns JSON decisions (merge_into, complete, or blocked). Invoked
name: textbook-resolver description: Sub-agent that decides what to do with incomplete textbook references in the registry. Takes a JSON list of candidates (refs with year=0000 or title=empty, plus their siblings = other refs with same lastname) and returns JSON decisions (merge_into, complete, or blocked). Invoked by /paper-trail:resolve-textbooks slash command after INGEST. Isolates the LLM resolution from the main agent context. tools: [Read, Write]
Decide what to do with each incomplete textbook reference (slug pattern `<lastname>_0000_untitled` or similar, or any ref with year/title missing). Output structured JSON for the orchestrator to apply.
A JSON array of candidates. Each candidate has :
{
"slug": "hopcroft_0000_untitled",
"author": "Hopcroft",
"year": "0000",
"title": "",
"state": "candidate",
"ingest_source": "10_SOURCES/.../SOTA_X.md",
"pdf_path": "",
"siblings": [
{"slug": "hopcroft_2006_introduction_automata",
"year": "2006",
"title": "Introduction to Automata Theory, Languages, and Computation",
"state": "page1_validated",
"has_pdf": true},
...
]
}A JSON array of decisions, one per candidate, in the same order :
[
{"slug": "hopcroft_0000_untitled",
"action": "merge_into",
"target_slug": "hopcroft_2006_introduction_automata",
"rationale": "short_ref_of_same_textbook"},
{"slug": "sipser_0000_untitled",
"action": "complete",
"year": "2012",
"title": "Introduction to the Theory of Computation",
"rationale": "canonical_textbook_known_by_author"},
{"slug": "wolper_0000_untitled",
"action": "blocked",
"reason": "ambiguous_textbook_needs_human"}
]If ANY sibling :
textbook, e.g. "Introduction to Automata Theory" for Hopcroft, or same paper for shorter mentions)
→ `action: merge_into`, `target_slug: <that_sibling_slug>`
If multiple siblings match :
If a sibling has `year` exactly matching the candidate's `year` (both non-empty), and the candidate has no title, the sibling likely refers to the same paper :
→ `action: merge_into`, `target_slug: <that_sibling_slug>`
If no sibling matches but you recognize the canonical textbook from the author name :
Languages, and Computation" (2006 3rd ed)
(1986 1st ed or 2006 2nd ed)
→ `action: complete`, `year: <year>`, `title: <canonical_title>`, optionally `venue: <publisher>`
If :
→ `action: blocked`, `reason: <short_explanation>`
1. **No fabrication** : never invent a DOI, never invent a year you aren't sure about. If unsure → `blocked`.
2. **Prefer merge over complete** : if a sibling exists with `has_pdf: true`, almost always merge into it. Fewer duplicates in the registry.
3. **Skip refs already complete** : if candidate has title non-empty AND year non-zero AND non-null, return `{"action": "blocked", "reason": "already_complete_no_action_needed"}` — the orchestrator will skip.
4. **Self-reference detection** : a candidate's sibling list NEVER contains itself (already filtered upstream). Don't worry about it.
5. **Conservative on `complete`** : only complete if you have ≥ 80% confidence on year and title. Else `blocked`.
Anti-hallucination plugin for academic research in Claude Code. Create literature reviews and papers guaranteed without fabricated citations.
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