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wanshuiyin

@wanshuiyin

wanshuiyin

GitHub profile
Skills
40
GitHub stars
19k
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42k

Top skills by wanshuiyin

wanshuiyin

Auto Claude Code Research In Sleep

74
wanshuiyin

citation-crosscheck

Double-blind bibliographic cross-check: one agent extracts each cited entry verbatim from the local .bib, a second independently re-fetches the same paper's record from the web while blind…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

74
wanshuiyin

experiment-queue

SSH job queue for multi-seed/multi-config ML experiments with OOM-aware retry, stale-screen cleanup, and wave-transition race prevention. Use when user says "batch experiments", "队列实验"…

19k42kScience

wanshuiyin

Auto Claude Code Research In Sleep

74
wanshuiyin

figure-spec

Generate deterministic publication-quality architecture, workflow, and pipeline diagrams from structured JSON (FigureSpec) into editable SVG. Use when user says "架构图", "workflow 图"…

19k42kCoding

wanshuiyin

Auto Claude Code Research In Sleep

74
wanshuiyin

lean-formalize

Develop and verify a mathematical proof in Lean, continue an incomplete Lean project, or audit whether it proves the original statement. Connect actual inputs to intermediate lemmas…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

alphaxiv

Quick single-paper lookup via AlphaXiv LLM-optimized summaries with tiered source fallback. Use when user says "explain this paper", "summarize paper", pastes an arXiv/AlphaXiv URL, or…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

arxiv

Search, download, and summarize academic papers from arXiv. Use when user says "search arxiv", "download paper", "fetch arxiv", "arxiv search", "get paper pdf", or wants to find and save…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

auto-paper-improvement-loop

Autonomously improve a generated paper via GPT-6-Astra xhigh review → implement fixes → recompile, for 2 rounds. Use when user says "改论文", "improve paper", "论文润色循环", "auto improve", or…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

auto-review-loop

Autonomous multi-round research review loop. In Copilot CLI it defaults to the native complementary rubber-duck subagent with host-event model evidence; elsewhere it uses Codex, while…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

auto-review-loop-llm

Autonomous research review loop using any OpenAI-compatible LLM API. Configure via llm-chat MCP server or environment variables. Trigger with "auto review loop llm" or "llm review".

19k42kAI engineering

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

auto-review-loop-minimax

Autonomous multi-round research review loop using MiniMax API. Use when you want to use MiniMax instead of Codex MCP for external review. Trigger with "auto review loop minimax" or "minimax…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

citation-audit

Zero-context verification that every bibliographic entry in the paper is real, correctly attributed, and used in a context the cited paper actually supports — catching hallucinated authors…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

claims-drafting

Draft patent claims for an invention. Use when user says "撰写权利要求", "draft claims", "写权利要求书", "claim drafting", or wants to create patent claims. The core skill of the patent pipeline.

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

comm-lit-review

Communications-domain literature review with Claude-style knowledge-base-first retrieval. Use when the task is about communications, wireless, networking, satellite/NTN, Wi-Fi, cellular…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

deepxiv

Search and progressively read open-access academic papers through DeepXiv. Use when the user wants layered paper access, section-level reading, trending papers, or DeepXiv-backed literature…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

dse-loop

Autonomous design space exploration loop for computer architecture and EDA. Runs a program, analyzes results, tunes parameters, and iterates until objective is met or timeout. Use when user…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

embodiment-description

Write detailed embodiment descriptions for patent specifications. Use when user says "撰写实施例", "write embodiment", "实施例描述", "detailed description", or wants to describe how to practice an…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

exa-search

AI-powered web search via Exa with content extraction. Use when user says "exa search", "web search with content", "find similar pages", or needs broad web results beyond academic databases…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

experiment-audit

Audit experiment integrity before claiming results. Uses cross-model review (external reviewer backend) to check for fake ground truth, score normalization fraud, phantom results, and…

19k42kScience

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

experiment-bridge

Workflow 1.5: Bridge between idea discovery and auto review. Reads EXPERIMENT_PLAN.md, implements experiment code, deploys to GPU, collects initial results. Use when user says "实现实验"…

19k42kScience

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

experiment-plan

Turn a refined research proposal or method idea into a detailed, claim-driven experiment roadmap. Use after `research-refine`, or when the user asks for a detailed experiment plan, ablation…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

feishu-notify

Send notifications to Feishu/Lark. Internal utility used by other skills, or manually via /feishu-notify. Use when user says "发飞书", "notify feishu", or other skills need to send status…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

firecrawl-search

Web search and page scraping via Firecrawl, returning full-page markdown. Use when user says "firecrawl search", "firecrawl scrape" or "/firecrawl-search".

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

formula-derivation

Structures and derives research formulas when the user wants to 推导公式, build a theory line, organize assumptions, turn scattered equations into a coherent derivation, or rewrite theory notes…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

gemini-search

Search research papers via Gemini for broad literature discovery. Use when user says "gemini search", "gemini papers", "search with gemini", or wants AI-powered literature discovery beyond…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

grant-proposal

Draft a structured grant proposal from research ideas and literature. Supports KAKENHI (Japan), NSF (US), NSFC (China, including 面上/青年/优青/杰青/海外优青/重点), ERC (EU), DFG (Germany), SNSF…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

idea-creator

Generate and rank research ideas given a broad direction. Use when user says "找idea", "brainstorm ideas", "generate research ideas", "what can we work on", or wants to explore a research…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

idea-discovery

Workflow 1: Full idea discovery pipeline to go from a broad research direction to validated, pilot-tested ideas. Use when user says "找idea全流程", "idea discovery pipeline", "从零开始找方向", or…

19k42kProduct management

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

idea-discovery-robot

Workflow 1 adaptation for robotics and embodied AI. Orchestrates robotics-aware literature survey, idea generation, novelty check, and critical review to go from a broad robotics direction…

19k42kProduct management

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

integrity-forensics

Run the Anti-Autoresearch integrity-forensics sweep (span-anchored evidence ledger → GPT auditors propose findings → a rules-only reporter that lists every proposal with what the auditor…

19k42kSecurity

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

interview-cheatsheet

Generate a long-form Chinese interview-prep cheat sheet on a specific ML/LLM topic — formulas with derivations, from-scratch PyTorch code, comparison tables, and 25 高频面试题 (L1 必会 / L2 进阶 /…

19k42kCareer

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

invention-structuring

Structure a raw invention idea into a formal invention disclosure. Use when user says "构建发明", "structure invention", "发明构建", "invention disclosure", or wants to formalize a rough idea into…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

jurisdiction-format

Compile patent application into jurisdiction-specific filing format. Use when user says "格式转换", "jurisdiction format", "国家格式", "compile patent", or wants formatted patent documents for…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

keenable-search

Keyless web search and page fetch via Keenable. Use when user says "keenable search", "web search without an API key", "fetch this page as markdown", or needs broad web results beyond…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

kill-argument

Two-thread adversarial review: a fresh reviewer constructs the strongest 200-word rejection memo, then a second fresh reviewer defends the paper point-by-point and surfaces still-unresolved…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

mermaid-diagram

Generate Mermaid diagrams from user requirements. Supports flowcharts, sequence diagrams, class diagrams, ER diagrams, Gantt charts, and 18 more diagram types.

19k42kDiagrams

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

meta-apply

Privileged applier that LANDS meta-optimize / corpus-audit patches the user approved — the ONLY skill permitted to mutate the skill corpus from a self-modification proposal, with…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

72
wanshuiyin

meta-optimize

Analyze ARIS usage logs and propose optimizations to SKILL.md files, reviewer prompts, and workflow defaults. Outer-loop harness optimization inspired by Meta-Harness (Lee et al., 2026)…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

71
wanshuiyin

ablation-planner

Use when main results pass result-to-claim (claim_supported=yes or partial) and ablation studies are needed for paper submission.

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

71
wanshuiyin

figure-description

Process user-provided patent figures and generate formal drawing descriptions. Use when user says "附图处理", "figure description", "附图说明", "drawings description", or wants to describe patent…

19k42kResearch

wanshuiyin

Auto Claude Code Research In Sleep

68
wanshuiyin

analyze-results

Analyze ML experiment results, compute statistics, generate comparison tables and insights. Use when user says "analyze results", "compare", or needs to interpret experimental data.

19k42kResearch