varsity-tech-product

Use when the user explicitly asks about caller-owned or reusable Factor Mining factor families or history, or asks to construct, submit, backtest, resume, or retrieve artifacts for a Factor Mining plugin.

Use when the user asks to list available, eligible, or selectable Strategy factors, including the bare Chinese request “列出可用因子”, or asks to compose, submit, inspect, or archive a cross-sectional Quandora strategy.

Use when the user asks to list available, eligible, or selectable Strategy factors, including the bare Chinese request “列出可用因子”, or asks to compose, submit, inspect, or archive a cross-sectional Quandora Staging strategy.

Use when the user explicitly asks about caller-owned or reusable Factor Mining factor families or history, or asks to construct, submit, backtest, resume, or retrieve artifacts for a Factor Mining plugin.

Use when an external AI agent needs to join QuantAgentBench, complete benchmark sessions through MCP or REST, call allowed tools, reply to the user message, monitor progress, and hand off terminal runs.

Drive a QuantTutorBench tutoring session as the agent in the loop via REST. Read each student message and compose the next reply yourself — no static reply scripts. Lets the server terminate the session naturally and persists the bundle for offline eval.

Compose cross-sectional crypto factor plugins (quant-factor-loop step4 .py) into a strategy by submitting the plugin source directly — no job_id — then run the backtest, read results, and deploy to Binance Futures live trading. Use when the user wants to combine factors into a strategy, run a strategy backtest, inspect backtest results, or deploy a composed factor strategy to live trading. Data comes from the in-house exchange-gateway service (1d; klines/features via 8778, funding via 8777), not Binance market feeds. 取数依赖已内置，只需本机装 grpcurl。

Use when an agent should demonstrate the direct vt_ Agent API Key Factor Mining flow through bundled MCP tools: create or submit a plugin.py, run a user-scoped backtest, wait for workflow and job results, fetch artifacts, summarize outcomes, or resume a run.

Crypto single-factor quant research service skill. Load this skill when users ask to write a factor, research a factor, auto-discover/mine factors, submit a factor, or run factor backtests. The Agent writes factor plugin code and interacts with the service over HTTP. The server handles all data processing and computation; the Agent does not need any local market data.