Task Orchestrator

Coordinates complex multi-step tasks across the agent team.

When to Use

✅ USE this skill when:

• A task needs multiple agents (research + code + images, etc.)
• Complex requests that need decomposition into steps
• Projects that generate knowledge worth storing
• Anything requiring a plan before execution

❌ DON'T use for:

• Simple one-shot questions (just answer directly)
• Single-agent tasks (just use that agent)
• Casual conversation

Process

Step 1 — Plan

Before executing anything, create a brief plan:

TASK: [Original request]
STEPS:
1. [Step] → Agent: [name] | Input: [what they need] | Output: [what they produce]
2. [Step] → Agent: [name] | Input: [what they need] | Output: [what they produce]
PARALLEL: [which steps can run simultaneously]
SEQUENTIAL: [which steps depend on prior outputs]
STORE: [what goes to Obsidian and where]

Step 2 — Route

Use the agent routing matrix:

| Need | Agent | |------|-------| | Quick facts, current events | 📡 Sonar (perplexity/sonar-pro) | | Deep research, multi-source | 🔍 Research Agent (claude-opus-4-6) | | Code, build, debug | 💻 Codex (gpt-5.4) | | Long autonomous tasks, batch work | 🟢 Nemotron (ollama/nemotron-3-super:cloud) | | Image generation/editing | 🍌 Banana (nano-banana scripts) | | Massive docs, video, audio analysis | 📚 Atlas (google/gemini-2.5-pro) | | Location/business search | 📍 Google Places (skill script) | | Orchestration, delivery | 🔪 Toji (me) |

Step 3 — Execute

• Spawn agents using sessions_spawn for isolated work
• Use tools directly for quick lookups (web_search, exec)
• Run parallel where no dependencies exist
• Monitor long-running agents, don't poll in loops

Step 4 — Compile

• Gather all outputs
• Synthesize into a coherent final deliverable
• Verify it answers the original request

Step 5 — Store

Save valuable outputs to Obsidian:

# Research findings
obsidian-cli write "Research/[Topic]" --content "..."

# Decisions
obsidian-cli write "Decisions/$(date +%Y-%m-%d) [Title]" --content "..."

# References
obsidian-cli write "References/[Title]" --content "..."

Use frontmatter:

---
tags: [relevant, tags]
created: YYYY-MM-DD
status: active
project: project-name
agents: [list, of, agents, used]
---

Step 6 — Deliver

• Send result to David
• Update Mission Control if relevant (tasks, projects, activity)
• iMessage for anything urgent or requiring review

Rules

• ALWAYS plan before executing multi-step work
• ALWAYS store research and decisions in Obsidian
• Prefer parallel execution where possible
• Don't use expensive models for cheap tasks (Sonar for quick facts, not Opus)
• Update Mission Control data when agents/projects/tasks change
• Notify David via iMessage for completed major work