Fawkes Implementation Handoff Document

Version: 1.0
Date: December 2024
Status: Ready for Implementation

📋 Quick Reference

Project: Fawkes Internal Delivery Platform
GitHub: https://github.com/paruff/fawkes/
Duration: 12 weeks (3 months)
Team: Solo developer + GitHub Copilot agents
Infrastructure: Local 4-node K8s cluster

🎯 Three Epic Overview

Epic 1: DORA 2023 Foundation (Month 1)

Goal: Deploy core IDP with automated DORA metrics

Key Deliverables:

Local 4-node Kubernetes cluster
GitOps with ArgoCD
Developer portal (Backstage)
CI/CD pipelines (Jenkins)
Security scanning (SonarQube, Trivy)
Observability stack (Prometheus, Grafana)
DORA metrics automation
3 golden path templates

Acceptance Tests: AT-E1-001 through AT-E1-012 (12 tests)
GitHub Issues: #1 through #38 (38 issues)
Resource Target: <70% CPU/Memory utilization

Epic 2: AI & Data Platform (Month 2)

Goal: Integrate AI capabilities and establish data platform

Key Deliverables:

AI coding assistant (GitHub Copilot)
RAG architecture with vector database
Data catalog (DataHub)
Data quality framework (Great Expectations)
Value Stream Mapping (VSM)
Unified GraphQL data API
AI code review automation
Discovery capability foundation

Acceptance Tests: AT-E2-001 through AT-E2-012 (12 tests)
GitHub Issues: #39 through #72 (34 issues)
Resource Target: <75% CPU/Memory utilization

Epic 3: Product Discovery & UX (Month 3)

Goal: Implement comprehensive product discovery capabilities

Key Deliverables:

User research infrastructure
DevEx measurement (SPACE framework)
Multi-channel feedback system
Design system and component library
Journey maps (5 key workflows)
Product analytics platform
Feature flags and experimentation
Continuous discovery process

Acceptance Tests: AT-E3-001 through AT-E3-012 (12 tests)
GitHub Issues: #73 through #108 (36 issues)
Resource Target: Optimized, <75% CPU/Memory

📊 All Acceptance Tests Reference

Epic 1: DORA 2023 Foundation

Test ID	Category	Description	Priority
AT-E1-001	Infrastructure	Local 4-node K8s cluster deployed	P0
AT-E1-002	GitOps	ArgoCD manages all platform components	P0
AT-E1-003	Developer Portal	Backstage with 3 templates functional	P0
AT-E1-004	CI/CD	Jenkins pipelines build/test/deploy	P0
AT-E1-005	Security	DevSecOps scanning integrated	P0
AT-E1-006	Observability	Prometheus/Grafana stack deployed	P0
AT-E1-007	Metrics	DORA metrics automated (4 key metrics)	P0
AT-E1-008	Templates	3 golden paths work end-to-end	P0
AT-E1-009	Registry	Harbor with security scanning	P0
AT-E1-010	Performance	Resource usage <70% on cluster	P0
AT-E1-011	Documentation	Complete docs and runbooks	P0
AT-E1-012	Integration	Full platform workflow validated	P0

Epic 2: AI & Data Platform

Test ID	Category	Description	Priority
AT-E2-001	AI Integration	AI coding assistant functional	P0
AT-E2-002	AI Architecture	RAG system with internal context	P0
AT-E2-003	Data Platform	DataHub catalog operational	P0
AT-E2-004	Data Quality	Great Expectations monitoring	P0
AT-E2-005	VSM	Value stream visibility end-to-end	P0
AT-E2-006	AI Governance	Clear AI policy and compliance	P0
AT-E2-007	AI Automation	AI code review working	P1
AT-E2-008	Data API	Unified GraphQL API deployed	P1
AT-E2-009	AI Observability	AI-powered anomaly detection	P1
AT-E2-010	Discovery Foundation	Basic feedback/NPS tools	P1
AT-E2-011	Performance	Resource usage <75% on cluster	P0
AT-E2-012	Documentation	Complete Epic 2 docs	P0

Epic 3: Product Discovery & UX

Test ID	Category	Description	Priority
AT-E3-001	User Research	Research tooling operational	P0
AT-E3-002	DevEx	SPACE framework implemented	P0
AT-E3-003	Feedback	Multi-channel feedback system	P0
AT-E3-004	Design System	Component library with Storybook	P1
AT-E3-005	Journey Mapping	5 key user journeys documented	P1
AT-E3-006	Experimentation	Feature flags and A/B testing	P1
AT-E3-007	Analytics	Product usage analytics platform	P1
AT-E3-008	Process	Continuous discovery established	P0
AT-E3-009	Accessibility	WCAG 2.1 AA compliance >90%	P1
AT-E3-010	Usability	Usability testing infrastructure	P1
AT-E3-011	Advisory Board	Customer advisory board setup	P2
AT-E3-012	Documentation	Complete Epic 3 docs	P0

🗂️ GitHub Issues Structure

Issue Numbering Convention

Issues #1-38:   Epic 1 (DORA 2023 Foundation)
Issues #39-72:  Epic 2 (AI & Data Platform)
Issues #73-108: Epic 3 (Product Discovery & UX)

Issue Template Structure

Every issue follows this format:

# Issue #{number}: {Title}
 
**Epic**: {Epic Name}  
**Milestone**: {Milestone Name}  
**Priority**: {P0/P1/P2}  
**Estimated Effort**: {hours}  
**Labels**: {epic-X, type-X, comp-X, priority}
 
## Description
{Clear description of what needs to be built}
 
## Acceptance Criteria
- [ ] {Criterion 1}
- [ ] {Criterion 2}
- [ ] {Criterion 3}
- [ ] Acceptance test {AT-ID} passes
 
## Tasks
### Task {ID}: {Task Name}
**Location**: `{file/directory}`  
**Type**: {terraform/kubernetes/go/python/markdown}
 
**Copilot Prompt**:

{Detailed prompt optimized for AI agent}

**Validation**:
```bash
{Commands to verify completion}

Dependencies

Depends on: #{issue numbers}
Blocks: #{issue numbers}

Definition of Done

Code implemented and committed
Tests written and passing
Documentation updated
Acceptance test passes

Resources

---

## 📅 Weekly Breakdown

### Month 1: Epic 1 - DORA 2023 Foundation

**Week 1: Infrastructure & GitOps**
- Issue #1: Local K8s cluster (4 nodes)
- Issue #2: Ingress controller
- Issue #3: Persistent storage
- Issue #4: AT-E1-001 validation
- Issue #5: Deploy ArgoCD
- Issue #6: Git repo structure
- Issue #7: App-of-apps pattern
- Issue #8: AT-E1-002 validation

**Week 2: Developer Portal & CI/CD**
- Issue #9: Deploy Backstage + PostgreSQL
- Issue #10: GitHub OAuth
- Issue #11: 3 golden path templates
- Issue #12: TechDocs plugin
- Issue #13: AT-E1-003 validation
- Issue #14: Deploy Jenkins
- Issue #15: Jenkins JCasC
- Issue #16: Shared library (3 Jenkinsfiles)
- Issue #17: Deploy Harbor
- Issue #18: AT-E1-004 + AT-E1-009 validation

**Week 3: Security & Observability**
- Issue #19: Deploy SonarQube
- Issue #20: Trivy integration
- Issue #21: git-secrets
- Issue #22: Security gates
- Issue #23: AT-E1-005 validation
- Issue #24: Deploy kube-prometheus-stack
- Issue #25: OpenTelemetry Collector
- Issue #26: Fluent Bit + OpenSearch
- Issue #27: Grafana dashboards
- Issue #28: AT-E1-006 validation

**Week 4: DORA Metrics & Integration**
- Issue #29: DORA metrics service
- Issue #30: Configure webhooks
- Issue #31: DORA dashboard
- Issue #32: AT-E1-007 validation
- Issue #33: Deploy 3 sample apps
- Issue #34: E2E integration test
- Issue #35: Resource optimization
- Issue #36: Complete documentation
- Issue #37: Video walkthrough
- Issue #38: AT-E1-012 final validation

---

### Month 2: Epic 2 - AI & Data Platform

**Week 1: AI Foundation**
- Issue #39: Vector database (Weaviate)
- Issue #40: RAG service
- Issue #41: Index documentation
- Issue #42: AI assistant config
- Issue #43: AI policy docs
- Issue #44: AT-E2-001 + AT-E2-002 validation

**Week 2: Data Platform**
- Issue #45: Deploy DataHub
- Issue #46: Data source ingestion
- Issue #47: Great Expectations
- Issue #48: Expectation suites
- Issue #49: Data quality dashboard
- Issue #50: AT-E2-003 + AT-E2-004 validation

**Week 3: VSM & Enhanced Operations**
- Issue #51: VSM tracking service
- Issue #52: Define value stream stages
- Issue #53: GraphQL unified API
- Issue #54: Flow metrics dashboard
- Issue #55: Focalboard integration
- Issue #56: AT-E2-005 + AT-E2-008 validation
- Issue #57: AI code review bot
- Issue #58: AI anomaly detection
- Issue #59: Smart alerting
- Issue #60: AI observability dashboard
- Issue #61: AT-E2-007 + AT-E2-009 validation

**Week 4: Discovery Foundation & Integration**
- Issue #62: Feedback widget
- Issue #63: NPS automation
- Issue #64: Research templates
- Issue #65: Feedback analytics
- Issue #66: AT-E2-010 validation
- Issue #67: AI training modules (3)
- Issue #68: RAG architecture docs
- Issue #69: Data platform runbooks
- Issue #70: Video tutorials
- Issue #71: Resource optimization
- Issue #72: AT-E2-011 + AT-E2-012 validation

---

### Month 3: Epic 3 - Product Discovery & UX

**Week 1: Research Infrastructure & DevEx**
- Issue #73: Research repository
- Issue #74: Persona templates
- Issue #75: Interview guides
- Issue #76: Insights database
- Issue #77: Research dashboard
- Issue #78: AT-E3-001 validation
- Issue #79: SPACE metrics collection
- Issue #80: DevEx dashboard
- Issue #81: Survey automation
- Issue #82: Friction logging
- Issue #83: Cognitive load tool
- Issue #84: AT-E3-002 validation

**Week 2: Feedback & Design Systems**
- Issue #85: Enhanced feedback widget
- Issue #86: CLI feedback tool
- Issue #87: Mattermost bot
- Issue #88: Feedback-to-issue automation
- Issue #89: Feedback analytics
- Issue #90: AT-E3-003 validation
- Issue #91: Design system library
- Issue #92: Figma/Penpot integration
- Issue #93: Storybook deployment
- Issue #94: Accessibility testing
- Issue #95: Journey maps (5)
- Issue #96: AT-E3-004 + AT-E3-005 + AT-E3-009 validation

**Week 3: Analytics & Experimentation**
- Issue #97: Analytics platform
- Issue #98: Event tracking
- Issue #99: Feature flags (Unleash)
- Issue #100: Experimentation framework
- Issue #101: Analytics dashboards
- Issue #102: AT-E3-006 + AT-E3-007 validation

**Week 4: Process & Final Integration**
- Issue #103: Discovery workflow docs
- Issue #104: Usability testing setup
- Issue #105: Discovery metrics dashboard
- Issue #106: Advisory board setup
- Issue #107: Complete Epic 3 docs
- Issue #108: AT-E3-008 + AT-E3-010 + AT-E3-011 + AT-E3-012 validation

---

## 🔧 Technical Stack Reference

### Core Platform (Epic 1)
- **Orchestration**: Kubernetes (local, 4 nodes)
- **GitOps**: ArgoCD
- **Developer Portal**: Backstage
- **CI/CD**: Jenkins with Kubernetes plugin
- **Container Registry**: Harbor
- **Security**: SonarQube, Trivy, git-secrets
- **Observability**: Prometheus, Grafana, OpenTelemetry, OpenSearch, Fluent Bit
- **Database**: PostgreSQL
- **IaC**: Terraform

### AI & Data (Epic 2)
- **AI Assistant**: GitHub Copilot (or Continue.dev)
- **Vector Database**: Weaviate (or ChromaDB/Qdrant)
- **RAG Service**: Custom (Python/Go)
- **Data Catalog**: DataHub
- **Data Quality**: Great Expectations
- **Unified API**: GraphQL (Hasura or custom)
- **Feature Flags**: Unleash

### Discovery & UX (Epic 3)
- **Analytics**: Plausible or Matomo
- **Design System**: Storybook
- **Design Tool**: Figma or Penpot
- **Feedback**: Custom widgets + integrations
- **Accessibility**: axe-core, Lighthouse

---

## 💰 Resource Requirements

### Hardware (Local Development)
```yaml
minimum_requirements:
  total_cpu: 16 cores
  total_memory: 32 GB RAM
  total_disk: 500 GB SSD
  network: 1 Gbps

recommended_requirements:
  total_cpu: 24+ cores
  total_memory: 48+ GB RAM
  total_disk: 1 TB SSD
  network: 1+ Gbps

per_node_allocation:
  cpu: 4 cores
  memory: 8 GB
  disk: 100 GB

Resource Utilization Targets

Epic 1 Complete: <70% CPU/Memory
Epic 2 Complete: <75% CPU/Memory
Epic 3 Complete: <75% CPU/Memory (optimized)

Cloud Alternative (If Local Insufficient)

aws_option:
  service: EKS
  instance_type: t3.xlarge
  nodes: 4-6
  monthly_cost: $400-600
 
azure_option:
  service: AKS
  instance_type: Standard_D4s_v3
  nodes: 4-6
  monthly_cost: $350-550

✅ Success Criteria

Epic 1 Gate Criteria

✅ All 12 acceptance tests passing
✅ 3 sample apps deployed via platform
✅ DORA metrics showing real data
✅ Resource utilization <70%
✅ Documentation complete
✅ Can scaffold new app and deploy in <15 minutes

Epic 2 Gate Criteria

✅ All 12 acceptance tests passing
✅ AI assistant functional with internal context
✅ Data catalog showing all data sources
✅ VSM tracking end-to-end flow
✅ Resource utilization <75%
✅ Documentation complete

Epic 3 Gate Criteria

✅ All 12 acceptance tests passing
✅ Complete discovery workflow operational
✅ DevEx measurement showing trends
✅ All 3 epics integrated seamlessly
✅ Resource utilization optimized
✅ Platform ready for external users

🚀 How to Use This Document

Starting a New Chat Session

Copy this template:

I'm implementing Fawkes Internal Delivery Platform.

Context:
- GitHub: https://github.com/paruff/fawkes/
- Current Epic: {1/2/3}
- Current Week: {1-4 of current epic}
- Current Issue: #{issue number}

I need help with: {specific task}

For full context, see the Implementation Handoff document in the repo.

Generating All Issues

Run the generate-issues.sh script (see Artifact #2)
Review generated issues in GitHub
Adjust priorities if needed

Setting Up Project Board

Run the setup-project-board.sh script (see Artifact #3)
Verify automation rules
Start moving issues through board

Working with Copilot Agents

Reference Week 1 Detailed Tasks (see Artifact #4)
Use Copilot prompts from issue descriptions
Validate with provided commands
Update issue status as you progress

📞 Support & Resources

Documentation Locations

Architecture: docs/architecture.md
ADRs: docs/adr/ADR-001.md through ADR-008.md
Runbooks: docs/runbooks/*.md
Dojo: docs/dojo/DOJO_ARCHITECTURE.md

Key Files to Reference

GOVERNANCE.md - Project governance
CODE_OF_CONDUCT.md - Community standards
PROJECT_CHARTER.md - Vision and mission
PROJECT_STATUS.md - Current status tracking

Getting Unstuck

Check acceptance test validation commands
Review related ADRs for architectural decisions
Search GitHub issues for similar problems
Check runbooks for troubleshooting steps
Start new chat with specific question and context

📈 Progress Tracking

Weekly Checklist Template

## Week {N} Progress - Epic {X}
 
**Target Issues**: #{start}-#{end}
**Acceptance Tests**: AT-EX-00Y through AT-EX-00Z
 
### Completed This Week
- [ ] Issue #{N}: {Title}
- [ ] Issue #{N+1}: {Title}
- [ ] ...
 
### In Progress
- [ ] Issue #{N}: {Title} (Status: {%})
 
### Blocked
- [ ] Issue #{N}: {Title} (Blocker: {reason})
 
### Acceptance Tests Status
- [ ] AT-EX-00Y: {Status}
- [ ] AT-EX-00Z: {Status}
 
### Resource Utilization
- CPU: {%}
- Memory: {%}
- Disk: {%}
 
### Notes / Learnings
{Any insights, challenges, or discoveries}
 
### Next Week Plan
- [ ] Issue #{N}: {Title}
- [ ] ...

🎯 Critical Paths

Must Complete Sequential (No Parallelization)

Issue #1 (K8s cluster) → Everything else
Issue #5 (ArgoCD) → All platform components
Issue #9 (Backstage) → Templates and catalog
Issue #29 (DORA service) → Metrics collection

Can Parallelize

Security scanning (Issues19-22) + Observability (Issues24-28)
AI foundation (Issues39-43) + Data platform (Issues45-50)
Feedback systems (Issues85-89) + Design system (Issues91-95)

🔄 Iteration & Feedback

After Each Epic

Run full acceptance test suite
Document lessons learned
Update resource estimates
Adjust next epic plan if needed
Create epic retrospective issue

Monthly Review Questions

Are we on track with timeline?
Do resource limits need adjustment?
Should any features be descoped?
Are Copilot agents effective?
Documentation keeping pace?

📦 Deliverable Artifacts

Epic 1 Final Deliverables

deliverables/epic-1/
├── architecture-diagrams/
│   ├── infrastructure.png
│   ├── gitops-flow.png
│   └── dora-metrics.png
├── demo-videos/
│   └── epic1-walkthrough.mp4
├── sample-apps/
│   ├── java-spring-boot/
│   ├── python-fastapi/
│   └── nodejs-express/
└── test-reports/
    └── acceptance-tests-epic1.html

Epic 2 Final Deliverables

deliverables/epic-2/
├── ai-architecture/
│   ├── rag-design.png
│   └── data-platform.png
├── demo-videos/
│   └── ai-assisted-development.mp4
├── training-modules/
│   ├── ai-assisted-dev.md
│   ├── prompt-engineering.md
│   └── ai-code-review.md
└── test-reports/
    └── acceptance-tests-epic2.html

Epic 3 Final Deliverables

deliverables/epic-3/
├── research-artifacts/
│   ├── personas.pdf
│   ├── journey-maps.pdf
│   └── usability-findings.pdf
├── design-system/
│   └── storybook-export/
├── demo-videos/
│   └── continuous-discovery.mp4
└── test-reports/
    └── acceptance-tests-epic3.html

🎓 Learning Resources

Communities to Engage

Platform Engineering community (platformengineering.org)
CNCF Slack channels
ArgoCD/Backstage GitHub discussions
r/devops and r/kubernetes

📝 Version History

Version	Date	Changes	Author
1.0	Dec 2024	Initial comprehensive plan	AI Assistant

END OF HANDOFF DOCUMENT

Save this to: docs/implementation-plan/IMPLEMENTATION_HANDOFF.md

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Fawkes implementation handoff

Fawkes Implementation Handoff Document

📋 Quick Reference

🎯 Three Epic Overview

Epic 1: DORA 2023 Foundation (Month 1)

Epic 2: AI & Data Platform (Month 2)

Epic 3: Product Discovery & UX (Month 3)

📊 All Acceptance Tests Reference

Epic 1: DORA 2023 Foundation

Epic 2: AI & Data Platform

Epic 3: Product Discovery & UX

🗂️ GitHub Issues Structure

Issue Numbering Convention

Issue Template Structure

Dependencies

Definition of Done

Resources

Resource Utilization Targets

Cloud Alternative (If Local Insufficient)

✅ Success Criteria

Epic 1 Gate Criteria

Epic 2 Gate Criteria

Epic 3 Gate Criteria

🚀 How to Use This Document

Starting a New Chat Session

Generating All Issues

Setting Up Project Board

Working with Copilot Agents

📞 Support & Resources

Documentation Locations

Key Files to Reference

Getting Unstuck

📈 Progress Tracking

Weekly Checklist Template

🎯 Critical Paths

Must Complete Sequential (No Parallelization)

Can Parallelize

🔄 Iteration & Feedback

After Each Epic

Monthly Review Questions

📦 Deliverable Artifacts

Epic 1 Final Deliverables

Epic 2 Final Deliverables

Epic 3 Final Deliverables

🎓 Learning Resources

Recommended Reading During Implementation

Communities to Engage

📝 Version History

Graph View

Table of Contents

Backlinks