pievo

name	pievo
description	Autonomous scientific discovery via principle evolution. Trigger when the user wants to optimize experimental parameters, discover material design principles, or run multi-round automated experiments. Requires pievo.enabled=true in config AND scientific MCP tools (zeopp, raspa, mofstructure, mofchecker) to be available.
pinned	true
metadata	{"miqi":{"emoji":"🔬","requires":{"mcp":"[Truncated]"}}}

PiEvo — Principle-Evolvable Experiment Selection

When to use

• User asks to optimize parameters ("find the best MOF for CO2 capture")
• User wants to discover scientific principles from experimental data
• User wants to automate a multi-round experimental campaign
• User mentions "贝叶斯优化", "实验设计", "自动发现", "原则进化"

Prerequisites

1. pievo.enabled must be true: check with miqi config get tools.pievo.enabled
2. At least one scientific MCP tool must be connected (zeopp-backend, raspa-mcp, etc.)
3. If dependencies are missing, tell user to run: pip install miqi[pievo]

Workflow

Step 1: Understand the task

Extract from user input:

• Parameter space (what can be varied?)
• Optimization target (what metric to maximize/minimize?)
• Constraints (any hard limits?)
• Available tools (which MCP scientific tools are relevant?)

Step 2: Launch discovery session

pievo_run(
    task="<natural language task description including parameters, target, constraints>",
    tools=["<mcp_tool_name_1>", "<mcp_tool_name_2>"],
    max_rounds=20,
    warm_up_rounds=5
)

Step 3: Monitor progress

pievo_status("<session_id>")

Step 4: Report results

When the session completes, summarize for the user:

• Discovered principles and their belief scores
• Best parameters found
• Number of rounds executed
• Convergence trend

Important Notes

• PiEvo uses 3 LLM calls per round (Principle, Hypothesis, Experiment phases)
• The GP model needs warm_up_rounds of data before IDS activates
• If a tool call fails, the round is recorded with outcome=0.0 and PiEvo continues
• Sessions run asynchronously — use pievo_status to monitor, not polling in a loop