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training-check
You are now in interactive watch / 交互式训练监控模式. Keep the current session open and report directly in the current terminal. The user is watching this ter...
front-tech-map
全自动生成指定前沿技术领域的技术全景图谱（技术源流 mapping）。通过 7 个阶段的系统性工作流，自动完成环境依赖检查、领域分析、目标发现、师承溯源、剪枝聚类、可视化输出和质量验证。 核心特点： 🧠 领域自适应：LLM 在运行时动态分析领域特征并生成定制化搜索策略（替代固定模板） 🔄 双向挖掘：...
meta-optimize
Analyze accumulated usage logs and propose optimizations for: $ARGUMENTS ARIS is a research harness — a system of skills, bridges, workflows, and arti...
specification-writing
Write the patent specification based on: $ARGUMENTS Adapted from /paper-write for patent specifications. The specification supports the claims -- it i...
frontend-design
This skill guides creation of distinctive, production-grade frontend interfaces that avoid generic "AI slop" aesthetics. Implement real working code w...
result-to-claim
Experiments produce numbers; this gate decides what those numbers mean. Collect results from available sources, get a Codex judgment, then auto-route ...
autoresearch
Inspired by Karpathy's autoresearch. Applies constraint-driven autonomous iteration to ANY work — not just ML research. Core idea: You are an autonomo...
performant-code
How to write code that won't timeout on large inputs. Before writing code, ask: how big is the data? | Data size | Approach | |-----------|----------|...
kanchi-dividend-review-monitor
Detect abnormal dividend-risk signals and route them into a human review queue. Treat automation as anomaly detection, not automated trade execution. ...
semgrep-rule-variant-creator
Port existing Semgrep rules to new target languages with proper applicability analysis and test-driven validation. Ideal scenarios: Porting an existin...
vue-pinia-best-practices
Pinia best practices, common gotchas, and state management patterns. Getting "getActivePinia was called" error at startup → See pinia-no-active-pinia-...
refactor
Improve code structure without changing external behavior. Understand — Read all related code, run existing tests Plan — Identify what to change and w...