A project instruction guide for Light-skills, a collection of research-focused tools that can be used by coding agents. It explains where the tools are discovered, how contributors should work, and which checks are required.
Verify scholarly references and claim-citation support for Light stage 10. Use when auditing a manuscript, claim map, bibliography, DOI/arXiv/PMID/ISBN/URL, BibTeX/CSL, citekeys, chimeric or fabricated citations, retraction/correction alerts, or preparing a canonical citation registry for typesetting. Builds…
A machine-checkable gate for keeping terminology, metric names and values, innovation claims, and method names consistent across research papers, presentations, software documents, code, and project files.
A research data-checking guide for finding, evaluating, preparing, and splitting datasets. It explains whether data can support a study and checks for data leakage, where information accidentally crosses from training data into test data.
A workflow for turning a fixed research experiment plan into small, test-first, reproducible code. It covers training, preprocessing, evaluation, data lineage, randomness, and protection against information leaking from test data into training.
A research-figure workflow for planning and creating publication-ready charts and diagrams. It connects each figure to a paper claim and checks that the visual presentation does not misrepresent the data.
A file-understanding guide for Word documents, PDFs, presentations, spreadsheets, CSVs, images, videos, code, and compressed files. It maps a file’s structure, important content, formatting rules, visual style, and possible follow-up uses.
A design and implementation guide for building or improving web and app interfaces with React, Tailwind, or shadcn. It covers visual choices, responsive layouts, accessibility, and checks in a real browser.
A strict review process for judging whether a research idea is original, well supported, and suitable for a top academic conference. It checks for similar prior work and serious weaknesses that could lead to rejection.
A research-idea workflow that turns a broad topic, dataset, or literature map into structured study proposals. It groups proposals by ambition and checks each one for value, novelty, feasibility, the specific problem addressed, and suitable publication level.
A literature-research workflow that searches sources such as OpenAlex, arXiv, Crossref, Europe PMC, and DOAJ to build a map of a research field. arXiv is a public preprint repository, and DOAJ is a directory of open-access journals.
Coordinate and recover multi-stage Light research projects through the canonical .light/passport.yaml state, stages 1-13, resident overlays, checkpoints, findings, parallel joins, stale propagation, handoffs and user-authorized reroutes. Use for a new/resumed/partial/dirty/failed/stale/delivered research project; when…
Prepare evidence-backed patent invention disclosure materials for attorney or patent-agent review. Use when the user asks for 专利点挖掘, 技术交底书, 现有技术/查新记录, claim/patent-point support mapping, invention disclosure drafts, patent figures, or a handoff package for a software/research/project invention. This is an off-DAG…
A research-integrity and ethics checking system that scans research work for risks such as fabricated data, exaggerated conclusions, plagiarism, privacy problems, copyright issues, and missing disclosures.
A research-planning guide for turning an approved idea into a reproducible experiment plan. It defines what to compare, what to measure, when to stop, and how to record seeds, environments, versions, and data splits.
A research-results review workflow that explains what experiment results may mean and how strongly they support each claim. It uses statistical checks such as effect sizes, confidence intervals, and corrections for testing many hypotheses.
Build auditable peer-review revision and author-response packages for Light stage 13. Use after receiving reviewer comments, a decision or meta-review; when drafting a rebuttal or response letter; when triaging major/minor revisions; when simulating a pre-submission review; or when a rejection may require a…
Prepare China software copyright registration material drafts from a real software project: application-field worksheet, source-code deposit material, user/operation manual, screenshots when needed, consistency checks and local formal-output evidence. Use for 软著, 软件著作权, 软件版权登记, source-code page extraction, operation…
Design or modernize a software system from an evidence-backed current-state inventory through quality attributes, architecture options, API and schema contracts, migration/rollback plans, ADRs, and verification. Use for greenfield or existing monoliths, modular monoliths, services, system/API/ database design, schema…
Build and preflight submission-ready LaTeX/PDF artifacts for Light stage 11. Use when receiving a paper-writing manuscript, figure delivery, citation delivery.json/references.bib/citekey-audit.json, or a venue/template profile; when selecting pdfLaTeX/XeLaTeX/LuaLaTeX and BibTeX/Biber; when diagnosing LaTeX errors or…
Build evidence-bound journal or conference shortlists for Light stage 12. Use after typesetting delivers venue-handoff.json/PDF/compliance facts; when an author asks where to submit, journal selection, conference fit, scope or article-type matching, publication strategy, reach/match/safety tiers, transfer order…