Subagent Orchestration

Agent Types

Sandbox Constraints

Default subagents (Worker/Council) cannot:

• Use ollama_web_fetch or ollama_web_search
• Run python3 -c "..." inline commands
• Access the main session's conversation history

They can:

• Read/write files
• Run scripts from .py files (python3 /path/to/script.py)
• Execute simple shell commands
• Use exec, read, write, edit tools

Spawning Patterns

Researcher (Web-Enabled)

sessions_spawn(
  toolsAllow: ["ollama_web_fetch", "ollama_web_search"],
  runtime: "subagent",
  mode: "run",
  lightContext: true,
  runTimeoutSeconds: 600,
  task: "Research X. Return: findings, sources, key metrics."
)

Worker (File/Code Ops)

sessions_spawn(
  runtime: "subagent",
  mode: "run",
  lightContext: true,
  runTimeoutSeconds: 300,
  task: "Run python3 /path/to/script.py. Report output."
)

Council (Multi-Model Deliberation)

# Spawn 3 parallel subagents with different models and perspectives
# See skills/council-of-llms/SKILL.md for full details
sessions_spawn(model: "ollama/kimi-k2.6:cloud", label: "Council-Strategos", ...)
sessions_spawn(model: "ollama/deepseek-v4-pro:cloud", label: "Council-Analyticos", ...)
sessions_spawn(model: "ollama/gemma4:31b-cloud", label: "Council-Creativos", ...)
# Then synthesize all 3 outputs into a unified verdict

Single-Model Council (Legacy — Avoid)

# WARNING: Single-model councils cause context overflow and produce shallow analysis
# Use multi-model pattern above instead
sessions_spawn(
  runtime: "subagent",
  mode: "run",
  lightContext: true,
  runTimeoutSeconds: 900,
  task: "Review this data and decide: [data pasted inline]. Return: verdict, conditions, risks."
)

Timeout Strategy

Never rush agents. Quality > speed. If an agent takes >60s, give the user a brief status update.

Delegation Rules

1. Never run long scripts yourself. Write the script, hand the file path to a subagent.
2. Pre-fetch web content yourself for Worker/Council agents — they can't browse.
3. Use Researcher agents when you need web data that subagents can't access.
4. Write .py files first — don't pass inline Python to subagents.
5. Paste context inline — Council agents don't have your conversation history.

Common Failure Modes

Anti-Patterns

• ❌ Doing research yourself when a Researcher agent could handle it
• ❌ Running python3 -c inline in task descriptions
• ❌ Setting 120s timeouts on research tasks
• ❌ Re-spawning an agent that's still running (>60s = be patient)
• ❌ Not passing context because "the agent should know"

Config (openclaw.json)

Set subagent defaults in ~/.openclaw/openclaw.json:

{
  "agents": {
    "defaults": {
      "subagents": {
        "runTimeoutSeconds": 900,
        "maxConcurrent": 5
      }
    }
  }
}

Also set in ~/.openclaw/council-config.json:

{
  "default_timeout": 900,
  "max_tokens": 8192
}