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Team Playbook: Agentic-Base with Organizational Integration

**Document Version:** 1.0

May 2, 2026
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Team Playbook: Agentic-Base with Organizational Integration

Document Version: 1.0 Last Updated: 2025-12-07 Audience: All team members (developers, researchers, product owners)

Overview

This playbook explains how to use the integrated agentic-base framework with your team's existing Discord, Linear, and GitHub workflows. Whether you're a code-literate developer or non-technical researcher, this guide shows you how to collaborate effectively with AI agents and team members.

Quick Start by Role

For Researchers/Product Owners

What you do: Provide feedback on designs, previews, and documentation

Your workflow:

  1. Review artifacts (docs, Vercel previews, prototypes)
  2. Post feedback naturally in Discord
  3. See when your feedback is addressed
  4. Test implementations and confirm fixes

Key commands:

  • No commands needed for giving feedback - just post in Discord!
  • /my-notifications - Configure when you want to be notified
  • /show-sprint - See what the team is working on
  • /preview THJ-123 - Get link to test a specific feature

For Developers

What you do: Implement features, run agents, review code

Your workflow:

  1. Pick up Linear tasks assigned to you
  2. Run /implement THJ-123 to have agent help with implementation
  3. Run /review-sprint THJ-123 for automated code review
  4. Address feedback, iterate, deploy

Key commands:

  • /implement THJ-123 - Start implementing a Linear task
  • /review-sprint THJ-123 - Get agent code review
  • /my-tasks - See all your assigned Linear tasks
  • /show-sprint - View full sprint status

Daily Workflows

Morning Routine (All Team Members)

  1. Check Discord #sprint-updates channel

    • Daily digest posts at 9am with sprint status
    • See what's in progress, completed, blocked
    • See new feedback captured yesterday
  2. Review your notifications

    • Tasks assigned to you
    • Feedback you provided that was addressed
    • Previews ready for testing

Developer Morning Routine

# Check your assigned Linear tasks
Open Linear β†’ Filter by "Assigned to: Me"

# Check sprint status in Discord
/show-sprint

# Check if any feedback needs addressing
Look for "Changes Requested" tasks in Linear

# Start working on a task
Assign yourself a Linear issue β†’ /implement THJ-123

Researcher Morning Routine

# Check daily digest in #sprint-updates
See what was completed yesterday

# Check for previews ready to test
Look for "Preview deployed" notifications

# Test previews and provide feedback
Visit Vercel preview URLs
Post feedback in Discord (no special format needed)

Workflows by Scenario

Scenario 1: Researcher Gives Feedback on a Preview

Step 1: Researcher tests preview

Researcher visits: https://myapp-abc123.vercel.app
Notices: "Login button is too small on mobile"

Step 2: Researcher posts feedback in Discord

In #design-feedback channel:

"The login button on the Vercel preview is too small on mobile.
I had to zoom in to click it. Can we make it bigger?
Preview: https://myapp-abc123.vercel.app"

Step 3: Developer captures feedback

Developer reacts to message with πŸ“Œ emoji
Bot replies: "βœ… Feedback captured as draft Linear issue THJ-150"

Step 4: Developer reviews and assigns

Developer opens Linear β†’ Reviews draft issues
Edits THJ-150 if needed β†’ Publishes β†’ Assigns to self
Linear status: Todo β†’ In Progress

Step 5: Developer implements fix

Developer runs: /implement THJ-150

Agent:
- Reads Linear issue THJ-150
- Sees original Discord feedback context
- Implements larger login button
- Updates Linear status: In Progress β†’ In Review
- Generates implementation report

Step 6: Developer reviews and deploys

Developer runs: /review-sprint THJ-150

Agent reviews code β†’ Approves
Linear status: In Review β†’ Done βœ…
Developer creates PR β†’ Merges β†’ Vercel deploys

Step 7: Researcher is notified

Bot notifies researcher (per their preferences):
"βœ… Your feedback on login button size has been addressed!
Preview: https://myapp-xyz789.vercel.app"

Step 8: Researcher tests and confirms

Researcher tests new preview
Posts: "Looks great, thanks! πŸ‘"

Scenario 2: Planning a New Sprint

Step 1: Product discussions (Discord)

Team discusses new features in Discord threads
Key decisions documented in Google Docs

Step 2: Create PRD

Developer runs: /plan-and-analyze

prd-architect agent:
- Asks discovery questions
- Generates docs/prd.md

Step 3: Design architecture

Developer runs: /architect

architecture-designer agent:
- Reads docs/prd.md
- Generates docs/sdd.md with technical design

Step 4: Break down into sprint tasks

Developer runs: /sprint-plan

sprint-planner agent:
- Reads docs/prd.md and docs/sdd.md
- Generates docs/sprint.md
- Creates draft Linear issues (THJ-201, THJ-202, etc.)
- Embeds Linear IDs in docs/sprint.md

Example sprint.md output:

## Sprint 1: Core Authentication

### Sprint 1, Task 1: Set up authentication database schema
**Linear Issue:** THJ-201
**Status:** Draft
**Assignee:** Unassigned
**Estimated Effort:** 2 days

### Sprint 1, Task 2: Implement JWT token generation
**Linear Issue:** THJ-202
**Status:** Draft
**Assignee:** Unassigned
**Estimated Effort:** 1 day

Step 5: Team reviews and assigns tasks

Team reviews draft Linear issues in Linear workspace
Developers edit descriptions if needed
Publish issues (remove "draft" label)
Assign tasks to team members

Step 6: Start implementing

Developer 1: Assigns THJ-201 β†’ /implement THJ-201
Developer 2: Assigns THJ-202 β†’ /implement THJ-202

Both work concurrently without conflicts
Linear shows who's working on what
Daily digest shows progress

Scenario 3: Developer Implements a Task

Step 1: Assign task in Linear

Developer opens Linear
Finds task: THJ-125 "Implement user profile API"
Clicks "Assign to me"
Linear status: Todo β†’ In Progress (automatic)

Step 2: Run implementation agent

Developer runs: /implement THJ-125

sprint-task-implementer agent:
1. Reads Linear API for THJ-125:
   - Description, acceptance criteria
   - Any dependencies or blockers
   - Original feedback context if present
2. Checks for previous review feedback in docs/a2a/engineer-feedback.md
3. Implements the feature:
   - Writes code
   - Runs tests
   - Validates acceptance criteria
4. Generates implementation report: docs/a2a/reviewer.md
5. Updates Linear status: In Progress β†’ In Review

Step 3: Review implementation

Developer runs: /review-sprint THJ-125

senior-tech-lead-reviewer agent:
1. Reviews code against acceptance criteria
2. Checks test coverage
3. Validates best practices

IF APPROVED:
  - Writes "All good" to docs/a2a/engineer-feedback.md
  - Updates Linear status: In Review β†’ Done
  - Marks docs/sprint.md task with βœ…

IF CHANGES NEEDED:
  - Writes detailed feedback to docs/a2a/engineer-feedback.md
  - Updates Linear status: In Review β†’ Changes Requested

Step 4: Address feedback if needed

IF changes were requested:

Developer reads docs/a2a/engineer-feedback.md
Runs: /implement THJ-125 again

Agent:
- Reads previous feedback
- Addresses each issue
- Generates updated report
- Updates Linear: Changes Requested β†’ In Review

Developer runs: /review-sprint THJ-125 again
Repeat until approved

Step 5: Create PR and deploy

After agent approval:

Developer creates GitHub PR
Human teammate reviews (optional additional review)
Merge to main
Vercel deploys automatically

Scenario 4: Two Developers Work Concurrently

Developer A:

Assigns Linear issue THJ-301 "Payment integration"
Runs: /implement THJ-301
Works on payment code...

Developer B:

Assigns Linear issue THJ-302 "Email notifications"
Runs: /implement THJ-302
Works on email code...

No conflicts because:

  • Linear shows each task is "In Progress" with assignee
  • Daily digest shows both tasks with assignees
  • /show-sprint in Discord shows real-time status
  • Different tasks touch different code files

Coordination:

Daily digest at 9am:

πŸ“Š Daily Sprint Update

πŸš€ In Progress (2 tasks)
β€’ THJ-301: Payment integration - @alice (since 10h ago)
β€’ THJ-302: Email notifications - @bob (since 6h ago)

Both developers see each other's progress without manual updates

Discord Commands Reference

For Everyone (Researchers + Developers)

/show-sprint

What it does: Shows current sprint status summary

Example:

You: /show-sprint

Bot replies:
πŸ“Š Sprint Status - Sprint 1: Core Auth

πŸš€ In Progress (3 tasks)
β€’ THJ-201: Database schema - @alice (2d)
β€’ THJ-202: JWT tokens - @bob (1d)
β€’ THJ-203: Password reset - @charlie (4h)

βœ… Completed (2 tasks)
β€’ THJ-199: Setup project
β€’ THJ-200: Configure ESLint

πŸ”„ In Review (1 task)
β€’ THJ-198: Login UI - @alice

⚠️ Blocked (0 tasks)

Use /task <ID> for details on any task.

/preview <issue-id>

What it does: Get Vercel preview URL for a task

Example:

You: /preview THJ-201

Bot replies:
πŸš€ Preview for THJ-201: Database schema
https://myapp-abc123.vercel.app

Status: In Progress by @alice
Last updated: 2 hours ago

/doc <type>

What it does: Get link to project documents

Options: prd, sdd, sprint

Example:

You: /doc prd

Bot replies:
πŸ“„ Product Requirements Document
Path: docs/prd.md

View in GitHub or open locally.

/task <issue-id>

What it does: Show summary of a Linear task

Example:

You: /task THJ-201

Bot replies:
πŸ“‹ THJ-201: Set up authentication database schema

Status: In Progress
Assignee: @alice
Started: 2 days ago
Sprint: Sprint 1

Description:
Create database schema for user authentication including
users, sessions, and password reset tokens.

Acceptance Criteria:
βœ… Schema includes users table
βœ… Schema includes sessions table
⬜ Schema includes password_reset_tokens table
⬜ Migrations are tested

View in Linear: https://linear.app/team/issue/THJ-201

/my-notifications

What it does: Configure your notification preferences

Example:

You: /my-notifications

Bot replies:
πŸ“¬ Your Notification Preferences

Daily Digest: βœ… Enabled (9am in #sprint-updates)
My Feedback Updates: βœ… Enabled
Vercel Previews: βœ… Enabled
Review Requests: ❌ Disabled

React to change:
πŸ“Š = Toggle daily digest
πŸ”” = Toggle feedback updates
πŸš€ = Toggle Vercel previews
πŸ‘€ = Toggle review requests

Or use commands:
/notifications digest off
/notifications feedback-updates on

Natural Language Queries

What it does: Ask questions naturally, bot detects intent

Examples:

You: "What's the status on the login work?"

Bot: πŸ” Found these login-related tasks:
β€’ THJ-198: Login UI - In Review by @alice
β€’ THJ-201: Login API - In Progress by @bob

---

You: "Is the dashboard ready to test?"

Bot: πŸ” Dashboard preview is ready:
β€’ THJ-205: Dashboard UI - Done βœ…
Preview: https://myapp-xyz789.vercel.app

For Developers Only

/my-tasks

What it does: Show all Linear tasks assigned to you

Example:

You: /my-tasks

Bot replies:
πŸ“‹ Your Tasks (3 active)

In Progress:
β€’ THJ-201: Database schema (2d ago)

In Review:
β€’ THJ-198: Login UI (4h ago)

Todo:
β€’ THJ-210: Add error handling (not started)

Use /implement <ID> to work on a task.

/implement-status <issue-id>

What it does: Check if someone is already working on a task

Example:

You: /implement-status THJ-201

Bot replies:
πŸ” Implementation Status for THJ-201

Current Status: In Progress
Assigned to: @alice
Started: 2 days ago
Last activity: 30 minutes ago

⚠️ This task is actively being worked on.
Consider coordinating with @alice before starting.

/feedback @user

What it does: Show all captured feedback from a specific user

Example:

You: /feedback @researcher

Bot replies:
πŸ“Œ Captured Feedback from @researcher (3 items)

1. THJ-145: Login button too small (In Progress)
2. THJ-150: Color contrast issue (Done βœ…)
3. THJ-155: Navigation confusing (Draft)

Use /task <ID> for details.

Best Practices

For Researchers

βœ… DO:

  • Post feedback naturally in Discord (no special format needed)
  • Include URLs of what you're testing (Vercel previews, docs)
  • Attach screenshots or recordings when helpful
  • Test previews when notified and confirm fixes
  • Ask questions using natural language or /show-sprint

❌ DON'T:

  • Don't worry about Linear - developers will handle task creation
  • Don't use technical jargon - describe issues in plain language
  • Don't wait to batch feedback - post as you find issues
  • Don't delete your feedback messages - they become permanent record

Example Good Feedback:

"The signup form on https://myapp-abc123.vercel.app doesn't
work on my iPhone. When I tap 'Submit' nothing happens.
Chrome on iOS, latest version."

πŸ“Ž screen-recording.mp4

Example Unclear Feedback:

"Signup is broken"

(No context, no URL, no device info)

For Developers

βœ… DO:

  • Assign yourself tasks in Linear before running /implement
  • Check /show-sprint or Linear before starting work (avoid conflicts)
  • React with πŸ“Œ to capture actionable researcher feedback
  • Run /review-sprint before creating PRs
  • Address agent feedback iteratively (re-run /implement after changes)
  • Keep Linear status updated (agents do this automatically)

❌ DON'T:

  • Don't implement tasks assigned to other developers without coordinating
  • Don't skip the agent review step - it catches issues early
  • Don't ignore feedback in docs/a2a/engineer-feedback.md
  • Don't manually update sprint.md status (agents handle this)
  • Don't work directly in sprint.md - use Linear as source of truth

Example Good Workflow:

1. Linear: Assign THJ-201 to self
2. CLI: /implement THJ-201
3. Agent implements, generates report
4. CLI: /review-sprint THJ-201
5. If approved: Create PR, merge
6. If changes needed: Read feedback, run /implement THJ-201 again

For the Whole Team

Communication:

  • Use Discord for real-time discussions and feedback
  • Use Google Docs for design documents that need collaboration
  • Use Linear for task tracking and assignment
  • Let agents handle status updates (don't duplicate effort)

Visibility:

  • Check daily digest every morning for team awareness
  • Use /show-sprint when you need real-time status
  • Configure /my-notifications to your preference (not too noisy)

Feedback Loops:

  • Researcher feedback should be captured within 24 hours (πŸ“Œ reaction)
  • Developer should review captured feedback drafts daily
  • Agent review feedback should be addressed within 1 sprint cycle

Notification Settings Guide

Default Settings (Recommended for Most Users)

Researchers:

  • Daily Digest: βœ… Enabled
  • My Feedback Updates: βœ… Enabled (when your feedback is addressed)
  • Vercel Previews: βœ… Enabled (when previews are ready to test)
  • Review Requests: ❌ Disabled (not applicable)

Developers:

  • Daily Digest: βœ… Enabled
  • My Feedback Updates: ❌ Disabled (you see this in Linear)
  • Vercel Previews: βœ… Enabled
  • Review Requests: βœ… Enabled (if you're a designated reviewer)

Adjusting Notification Frequency

If daily digest feels too noisy:

/notifications digest off

You can still check /show-sprint anytime on-demand.

If you want to be notified immediately about critical issues:

# Immediate alerts are configured globally, not per-user
# Ask a developer to enable in integration/config/discord-digest.yml

If you're going on vacation:

/notifications feedback-updates off
/notifications vercel-previews off

(Keep digest on for catching up when you return)

Troubleshooting

"Bot doesn't respond to my commands"

Check:

  1. Did you type the command correctly? (e.g., /show-sprint not /show sprint)
  2. Is the bot online? (Check member list in Discord)
  3. Does the bot have permissions in this channel?

Fix:

  • Try the command again in #general or #sprint-updates channel
  • Ask a developer to check bot logs

"πŸ“Œ reaction doesn't create Linear issue"

Check:

  1. Did you react to your own message or someone else's?
  2. Is there already a πŸ“Œ on that message?

Fix:

  • Try removing and re-adding the πŸ“Œ reaction
  • Check with developer if issue was created but bot didn't reply
  • Developer can check logs: integration/logs/discord-bot.log

"I didn't receive a notification I expected"

Check:

  1. Your notification preferences: /my-notifications
  2. The event type (feedback update, preview, etc.)

Fix:

  • Adjust your preferences with /notifications <type> on
  • Check #sprint-updates for daily digest
  • Ask developer to verify event was triggered

"Daily digest is missing information"

Issue: Digest shows "0 tasks" but Linear has tasks

Likely cause: Bot can't access Linear or config is wrong

Fix:

  • Developer should check integration/logs/discord-bot.log
  • Verify Linear API token is valid
  • Check integration/config/linear-sync.yml team ID

"/implement THJ-123 fails"

Check:

  1. Is THJ-123 a valid Linear issue ID?
  2. Is the task assigned to you in Linear?
  3. Has the task been published (not a draft)?

Fix:

  • Open Linear and verify the issue exists
  • Assign the issue to yourself in Linear
  • If draft, publish it first
  • Check agent logs for specific error

FAQ

General Questions

Q: Do I need to learn Linear if I'm a researcher? A: No! Just post feedback in Discord. Developers handle Linear.

Q: Can I use the bot in DMs? A: Some commands work in DMs (like /my-notifications), but feedback capture requires messages in server channels.

Q: What happens if two developers try to implement the same task? A: The second developer will get a warning from the agent that the task is already assigned/in-progress. Check /implement-status THJ-123 before starting.

Q: Can I turn off all notifications? A: Yes, use /notifications digest off and disable all update types. You can still use commands on-demand.

Q: Where do I find old feedback I posted? A: Search Discord message history, or ask developer to run /feedback @your-username.

Developer Questions

Q: Do I still need to do human code review after agent review? A: Agent review catches common issues, but human review on GitHub PRs is still recommended for architectural decisions and team knowledge sharing.

Q: What if the agent's implementation is wrong? A: Review the code manually. If needed, ask the reviewer agent for changes, or make manual edits. Agent is a helper, not a replacement for judgment.

Q: Can I work on tasks not in Linear? A: Yes, but they won't be tracked in daily digest or sprint.md. For ad-hoc work, just create a PR directly.

Q: What if I want to split a Linear task into subtasks? A: Create subtasks in Linear, then run /implement on each subtask separately.

Q: How do I handle urgent hotfixes? A: Create a Linear issue with "urgent" or "hotfix" label, assign to yourself, run /implement THJ-XXX. Skip agent review if needed, but do human PR review.

Workflow Questions

Q: When should I run /review-sprint? A: After /implement completes and you've done a quick manual check. Agent review is fast and catches issues before human review.

Q: Can I edit docs/sprint.md manually? A: You can, but Linear is the source of truth. Agents read from Linear, not sprint.md. Manual edits may be overwritten.

Q: What if Linear and sprint.md get out of sync? A: Run the sync script: npm run sync:linear-to-sprint (see tool-setup.md). Or regenerate sprint.md from Linear.

Q: How long does /implement take? A: Varies by task complexity. Simple tasks: 5-10 minutes. Complex tasks: 30-60 minutes. Agent works faster than human but still needs time to understand context.

Team Rituals

Daily Standup (9:05am)

Format (5-10 minutes):

  1. Everyone reads daily digest in #sprint-updates (posted at 9am)
  2. Each person shares:
    • Yesterday: What did you complete? (refer to digest)
    • Today: What will you work on? (check Linear assignments)
    • Blockers: Anything preventing progress?

Example:

Alice: Yesterday I completed THJ-201 (database schema). Today I'm
picking up THJ-210 (error handling). No blockers.

Bob: Yesterday I worked on THJ-202 (JWT tokens), got reviewer
feedback. Today I'm addressing that feedback and should finish.
No blockers.

Researcher: I tested the login preview from yesterday and captured
feedback on the button size. Today I'll test the signup flow when
it's ready. No blockers.

Sprint Planning (Every 2 weeks)

Agenda (1-2 hours):

  1. Review last sprint (what was completed, what wasn't)
  2. Run /plan-and-analyze for new features (if needed)
  3. Run /architect to design new features
  4. Run /sprint-plan to break down into tasks
  5. Team reviews draft Linear issues together
  6. Assign tasks to team members
  7. Publish issues and start sprint

Sprint Review (End of sprint)

Agenda (1 hour):

  1. Demo completed features to team + researcher
  2. Researcher tests live previews
  3. Collect final feedback
  4. Retrospective: What went well? What to improve?
  5. Update configs if needed (notification settings, digest format, etc.)

Weekly Feedback Triage (30 minutes)

Developer responsibility:

  1. Review all draft Linear issues (πŸ“Œ captured feedback)
  2. Decide: Keep as-is, merge with existing, or discard
  3. Publish validated issues
  4. Assign to appropriate sprint or backlog

Customization

Adjusting Daily Digest

Edit integration/config/discord-digest.yml:

Change posting time:

schedule: "0 14 * * *"  # 2pm daily instead of 9am

Change detail level:

detail_level: "summary"  # Options: minimal, summary, full

Hide sections:

sections:
  in_progress: true
  completed_today: false  # Don't show completed tasks
  in_review: true
  blockers: true

Adding New Commands

Edit integration/config/bot-commands.yml:

my_custom_command:
  enabled: true
  description: "Your custom command description"
  usage: "/my-custom-command [args]"

Then implement in integration/src/handlers/commands.ts.

Creating Team-Specific Channels

Recommended Discord channels:

  • #sprint-updates - Daily digest and sprint status
  • #design-feedback - Researcher feedback on UX/UI
  • #tech-discussions - Architecture and technical decisions
  • #bot-commands - Testing bot commands without noise

Configure channels in integration/config/discord-digest.yml and review-workflow.yml.

Getting Help

For non-technical questions:

  • Ask in Discord #general channel
  • Check this playbook first
  • Ask a developer if unclear

For technical issues:

  • Check troubleshooting section above
  • Check tool-setup.md for configuration issues
  • Developer: Check integration/logs/discord-bot.log

For feature requests:

  • Discuss with team in Discord
  • Propose config changes in team meeting
  • Developer can update configs without code changes

Appendix: Command Quick Reference Card

Print or bookmark this for easy reference:

╔══════════════════════════════════════════════════════════╗
β•‘          Agentic-Base Discord Bot Commands               β•‘
╠══════════════════════════════════════════════════════════╣
β•‘ FOR EVERYONE                                             β•‘
β•‘ /show-sprint          View sprint status                 β•‘
β•‘ /preview THJ-123      Get Vercel preview URL             β•‘
β•‘ /doc prd|sdd|sprint   Link to documents                  β•‘
β•‘ /task THJ-123         Task details                       β•‘
β•‘ /my-notifications     Configure notifications            β•‘
β•‘                                                           β•‘
β•‘ FOR DEVELOPERS                                           β•‘
β•‘ /implement THJ-123    Start implementing task            β•‘
β•‘ /review-sprint THJ-123  Get agent code review            β•‘
β•‘ /my-tasks             Your assigned tasks                β•‘
β•‘ /implement-status THJ-123  Check task status             β•‘
β•‘ /feedback @user       Show captured feedback             β•‘
β•‘                                                           β•‘
β•‘ SPECIAL ACTIONS                                          β•‘
β•‘ React with πŸ“Œ        Capture feedback to Linear          β•‘
β•‘                                                           β•‘
β•‘ Need help? Ask in #general or check docs/team-playbook  β•‘
β•šβ•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•

Next Steps:

  1. βœ… Complete tool setup (see docs/tool-setup.md)
  2. βœ… Review this playbook with your team
  3. βœ… Configure your notification preferences: /my-notifications
  4. βœ… Try the workflow on a pilot sprint (see docs/adoption-plan.md)
  5. βœ… Iterate and adjust configs based on team feedback

Feedback on this playbook? Post in Discord or open an issue in this repo!

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