Agent Orchestration & Task Management Strategy

Should we implement task management/orchestration now or later?

Date: January 8, 2026

Current State Analysis

Juniro's Current Task Management

Tool	Purpose	Status
Linear	Primary task management	✅ Active (JUN-XXX references)
product-status.md	High-level status tracking	✅ Active
product-roadmap-matrix.md	Feature matrix	✅ Active
work-log/ (juniro-infra)	Basic work tracking	✅ Active (minimal)
@roadmap-updater	Updates roadmap docs	✅ Active

Finding: Juniro uses Linear as primary task management, with docs for status tracking.

Empeers' Task Management System

Component	Purpose
ORCHESTRATION.md	Collaboration protocol
docs/tasks/BACKLOG.md	Prioritized task queue
docs/tasks/ACTIVE.md	Active tasks with status
docs/tasks/active/TASK-XXX.md	Detailed task specs
Product Lead Agent	Orchestrator role
Task states	backlog → assigned → in_progress → review → verified → done

Finding: Empeers uses markdown-based task management with agent orchestration.

Key Differences

Aspect	Juniro	Empeers
Task Tool	Linear (external)	Markdown files (internal)
Orchestration	Manual	Automated (Product Lead Agent)
Task States	Linear states	Custom states (backlog → done)
Agent Handoffs	Ad-hoc	Formal protocol
Verification	Manual	Automated (Verifier agent)
Roadmap Sync	Manual	Automated (@roadmap-updater)

Recommendation: Phase 2 (After Agent Consolidation)

Why Phase 2?

Arguments FOR doing it now:

✅ Part of complete agent system
✅ Creates full orchestration capability
✅ Better agent collaboration
✅ Reduces manual coordination

Arguments FOR doing it later:

✅ Agent consolidation is already a big task
✅ Juniro uses Linear (different from empeers)
✅ Need to adapt pattern to Linear integration
✅ Can validate agent consolidation first
✅ Less overwhelming to do incrementally

Decision: ✅ Do it in Phase 2 - After agent consolidation is complete

Rationale

Agent consolidation is foundational - Need stable agent definitions before orchestration
Different tooling - Juniro uses Linear, needs adaptation
Incremental approach - Better to validate one change at a time
Clear separation - Consolidation vs. Orchestration are distinct concerns

Proposed Approach: Hybrid Model

Adapt Empeers Pattern to Juniro's Context

Key Insight: Don't replace Linear, enhance it with agent orchestration.

Structure

juniro-docs/docs/
  ├── agents/ (Phase 1 - Agent consolidation)
  │   ├── agent-overview.md
  │   ├── shared-agents/
  │   └── domain-agents/
  │
  └── tasks/ (Phase 2 - Task management)
      ├── ORCHESTRATION.md (collaboration protocol)
      ├── BACKLOG.md (prioritized queue)
      ├── ACTIVE.md (active tasks)
      ├── active/
      │   └── TASK-XXX.md (detailed specs)
      └── completed/
          └── YYYY-MM/

Integration with Linear

Hybrid Approach:

Linear remains source of truth for task tracking
Agent tasks (docs/tasks/) are agent-specific work items
Linear issues can reference agent tasks
Agents can create/update Linear issues via API

Workflow:

Linear Issue (JUN-XXX)
    ↓
Agent Task (TASK-XXX) - Detailed spec for agent
    ↓
Agent executes
    ↓
Updates Linear issue status
    ↓
Updates roadmap docs

Phase 2 Implementation Plan

Step 1: Document Orchestration Protocol

Create: juniro-docs/docs/agents/ORCHESTRATION.md

Content:

Agent roles (Orchestrator/Worker/Verifier)
Task lifecycle (backlog → done)
Handoff protocols
Verification requirements
Adapted for Linear integration

Step 2: Create Task Management Structure

Create:

docs/tasks/BACKLOG.md - Prioritized agent tasks
docs/tasks/ACTIVE.md - Active agent work
docs/tasks/active/_TASK_TEMPLATE.md - Task spec template
docs/tasks/active/TASK-XXX.md - Individual task specs

Step 3: Create Orchestrator Agent

Create: domain-agents/orchestrator.md (or product-lead.md)

Responsibilities:

Manage agent task queue
Assign tasks to worker agents
Track task status
Coordinate with Linear (create/update issues)
Update roadmap docs

Step 4: Enhance Existing Agents

Update agents to support orchestration:

Add task acceptance/reporting protocols
Add Linear integration (optional)
Add status update capabilities

Step 5: Linear Integration

Options:

Manual sync - Agents reference Linear issues, update manually
Linear API - Agents create/update Linear issues automatically
Hybrid - Manual for now, API later

Recommendation: Start with manual sync, add API later if needed

What to Document Now (Phase 1)

Even though we're doing orchestration in Phase 2, we should document the plan now:

Add to Agent Consolidation Plan

ORCHESTRATION.md - Mark as "Phase 2"
Task management structure - Document in plan
Orchestrator agent - Add to agent list (Phase 2)
Linear integration strategy - Document approach

Benefits of Documenting Now

✅ Captures the pattern while fresh
✅ Shows complete vision
✅ Makes Phase 2 easier (plan already exists)
✅ Can reference in Phase 1 work

Recommended Structure

Phase 1: Agent Consolidation (Current)

juniro-docs/docs/agents/
  ├── agent-overview.md
  ├── _TEMPLATE.md
  ├── shared-agents/
  └── domain-agents/

Focus: Consolidate agent definitions, reduce duplication

Phase 2: Task Management & Orchestration (Next)

juniro-docs/docs/
  ├── agents/ (from Phase 1)
  │   ├── ORCHESTRATION.md ← NEW (Phase 2)
  │   └── domain-agents/
  │       └── orchestrator.md ← NEW (Phase 2)
  │
  └── tasks/ ← NEW (Phase 2)
      ├── BACKLOG.md
      ├── ACTIVE.md
      ├── active/
      └── completed/

Focus: Add task management, orchestration protocol, Linear integration

Decision Matrix

Approach	Pros	Cons	Recommendation
Do Now (Phase 1)	Complete system, better coordination	Overwhelming, blocks consolidation	❌ Not recommended
Do Later (Phase 2)	Incremental, validates consolidation first	Delays orchestration benefits	✅ Recommended
Document Now, Implement Later	Best of both worlds	None	✅ Best approach

Action Items

Phase 1 (Now)

Complete agent consolidation audit
Create agent consolidation plan
Document orchestration strategy (this doc)
Add ORCHESTRATION.md to plan (marked Phase 2)
Add orchestrator agent to agent list (Phase 2)

Phase 2 (After Consolidation)

Create docs/tasks/ structure
Create ORCHESTRATION.md with protocol
Create orchestrator.md agent definition
Create task templates
Set up Linear integration (manual or API)
Test orchestration workflow

Summary

Recommendation: ✅ Document now, implement in Phase 2

Rationale:

Agent consolidation is already a significant task
Need stable agent definitions before orchestration
Juniro uses Linear (needs adaptation)
Incremental approach reduces risk
Documenting now captures the pattern

Next Steps:

Add orchestration docs to agent consolidation plan (marked Phase 2)
Complete Phase 1 (agent consolidation)
Then proceed with Phase 2 (task management & orchestration)

This approach gives us:

✅ Complete vision (documented now)
✅ Manageable scope (one phase at a time)
✅ Better foundation (consolidated agents first)
✅ Clear path forward (Phase 2 plan ready)

Current State Analysis​

Juniro's Current Task Management​

Empeers' Task Management System​

Key Differences​

Recommendation: Phase 2 (After Agent Consolidation)​

Why Phase 2?​

Rationale​

Proposed Approach: Hybrid Model​

Adapt Empeers Pattern to Juniro's Context​

Structure​

Integration with Linear​

Phase 2 Implementation Plan​

Step 1: Document Orchestration Protocol​

Step 2: Create Task Management Structure​

Step 3: Create Orchestrator Agent​

Step 4: Enhance Existing Agents​

Step 5: Linear Integration​

What to Document Now (Phase 1)​

Add to Agent Consolidation Plan​

Benefits of Documenting Now​

Recommended Structure​

Phase 1: Agent Consolidation (Current)​

Phase 2: Task Management & Orchestration (Next)​

Decision Matrix​

Action Items​

Phase 1 (Now)​

Phase 2 (After Consolidation)​

Summary​