tsinghua-fib-lab

Use when starting or resuming an AgentSociety research workspace, deciding which research skill to invoke next, checking current pipeline state, or sizing a simulation before configuration and module creation.

强制使用：凡是时间尺度在小时及以下的日常行为模拟，必须使用本 Skill 生成、评估、执行和修正每日 Story。

Composable HTML block patterns for agentsociety-analysis reports — KPI strips, figure cards, Mermaid, EDA tabs, optional interactive chart iframes. Use during Stage 5 produce when authoring report_zh.html / report_en.html.

Multi-modal interactive data presentation for agentsociety-analysis — EDA bundle (PyGWalker, Plotly, sortable tables, eda_hub), plotly/altair claim charts, HTML tab surfaces. Use in explore, refine, and produce stages.

Example custom agent skill — a template to get started.

Publication-quality chart patterns for agentsociety-analysis Stage 4 refine — Okabe-Ito palettes, seaborn CI bands, small multiples, error bars, grayscale-safe encoding. Use when writing run-code chart scripts or reviewing chart QA failures.

事件管理：为 agent 启动、查询和停止行为事件。必须通过 ask_env 调用 EventSpace 工具。

城市移动导航：在路网中移动 agent 到 AOI/POI、搜索周边 POI、用引力模型推荐目的地。必须通过 ask_env 调用 MobilitySpace 工具。

社交媒体互动：发帖 / 转发 / 评论 / 点赞 / 关注、刷新 Feed 推荐流、搜索话题贴文。必须通过 ask_env 调用 SocialMediaSpace 工具。

Economic decision-making for agents in EconomySpace. Activate when the agent observes currency, prices, income, tax, or trading opportunities to make informed financial decisions.

Use when defining or revising research hypotheses, experiment groups, or comparison structure after literature review.

Use when external datasets need to be searched, inspected, or downloaded for experiments or analysis.

Use when creating or revising a custom agent type, when an experiment needs an agent class that does not yet exist in the workspace, or when the agent design must be sized against a simulation budget.

Use when a completed research manuscript needs a robust internal, venue-calibrated mock peer review. Orchestrates three isolated reviewer subagents in parallel, then a separate MetaReview subagent that verifies evidence, reports agreement and score dispersion, and emits advisory reroutes. Never revises research artifacts, executes experiments, or updates pipeline state.

Use when agent or environment module names are unknown, need validation, or the user asks which modules are available in the workspace.

Use when packaging, validating, or publishing a dataset to the AgentSociety platform for later sharing or reuse.

Use when experiment configuration already exists and a simulation run needs to be started, monitored, or stopped.

Use when creating or revising a custom environment module, when an experiment needs an environment class that does not yet exist in the workspace, or when the module design must fit a simulation budget.

Use when a hypothesis already exists and experiment configuration files need to be created, validated, or revised, especially after the simulation scale budget has been decided.

Use when academic literature needs to be gathered or refreshed for a research topic, especially at the beginning of a project.

Use when an experiment run has completed and the user wants rigorous interpretation, claim-driven charts, bilingual reports, or cross-hypothesis synthesis from simulation data. Also use when multiple charts or PNG/JPG assets must be assembled into one labeled composite figure. Requires high-quality narrative and evidence traceability, not only harness gate PASS.