google-agents-cli-scaffold
Project scaffolding, deployment configuration, and CI/CD setup for Google ADK agents.
inverse-conway
Align architecture and team structure using inverse Conway maneuver
Full skill instructions
Use this skill when:
Apply inverse Conway maneuver to deliberately design team structure for desired architecture.
Before applying inverse Conway:
docs-management skill for architecture-team alignmentConway's Law:
"Organizations which design systems are constrained to
produce designs which are copies of the communication
structures of these organizations."
— Melvin Conway, 1968
IMPLICATION:
┌─────────────┐ ┌─────────────┐ ┌─────────────┐
│ Team A │ │ Team B │ │ Team C │
└──────┬──────┘ └──────┬──────┘ └──────┬──────┘
│ │ │
▼ ▼ ▼
┌─────────────┐ ┌─────────────┐ ┌─────────────┐
│ Component A │◄──►│ Component B │◄──►│ Component C │
└─────────────┘ └─────────────┘ └─────────────┘
If teams communicate, their components will integrate.
If teams don't communicate, their components won't integrate well.
Inverse Conway Maneuver:
Instead of: Team structure → Architecture (emergent)
Do this: Desired architecture → Team structure (deliberate)
PROCESS:
1. Design the target architecture
2. Identify communication patterns needed
3. Restructure teams to match
4. Architecture follows teams
┌─────────────────────────────────────────────────────────┐
│ TARGET ARCHITECTURE │
│ │
│ ┌───────────┐ ┌───────────┐ ┌───────────┐ │
│ │ Service A │ │ Service B │ │ Service C │ │
│ └─────┬─────┘ └─────┬─────┘ └─────┬─────┘ │
│ │ │ │ │
│ └───────────────┼───────────────┘ │
│ │ │
│ ┌──────┴──────┐ │
│ │ Platform │ │
│ └─────────────┘ │
└─────────────────────────────────────────────────────────┘
│
▼ DESIGN TEAMS TO MATCH
┌─────────────────────────────────────────────────────────┐
│ TEAM STRUCTURE │
│ │
│ ┌───────────┐ ┌───────────┐ ┌───────────┐ │
│ │ Team A │ │ Team B │ │ Team C │ │
│ │(Service A)│ │(Service B)│ │(Service C)│ │
│ └─────┬─────┘ └─────┬─────┘ └─────┬─────┘ │
│ │ │ │ │
│ └───────────────┼───────────────┘ │
│ │ │
│ ┌──────┴──────┐ │
│ │ Platform │ │
│ │ Team │ │
│ └─────────────┘ │
└─────────────────────────────────────────────────────────┘
DDD Bounded Context → Team Mapping:
BOUNDED CONTEXTS TEAMS
┌─────────────────┐ ┌─────────────────┐
│ Order Context │ ───────► │ Order Team │
│ │ │ │
│ • Order │ │ • Full-stack │
│ • OrderItem │ │ • Own deployment│
│ • OrderStatus │ │ • Own data │
└─────────────────┘ └─────────────────┘
┌─────────────────┐ ┌─────────────────┐
│ Payment Context │ ───────► │ Payment Team │
│ │ │ │
│ • Payment │ │ • Full-stack │
│ • Transaction │ │ • Own deployment│
│ • Refund │ │ • Own data │
└─────────────────┘ └─────────────────┘
BENEFITS:
✓ Clear ownership
✓ Reduced coordination
✓ Autonomous deployment
✓ Domain expertise
Where Contexts Meet → Team Interfaces:
┌─────────────────┐ API Contract ┌─────────────────┐
│ Order Context │◄───────────────────►│ Payment Context │
│ │ │ │
│ Team A │ Clear interface │ Team B │
└─────────────────┘ └─────────────────┘
INTEGRATION PATTERNS:
• Shared Kernel: Small shared code (use sparingly)
• Customer-Supplier: One serves the other
• Anti-Corruption Layer: Translate between contexts
• Open Host Service: Published API for many consumers
Architecture Vision:
1. Identify key components/services
2. Define boundaries (bounded contexts)
3. Specify integration patterns
4. Note scaling requirements
5. Consider operational aspects
Questions:
□ What services will exist?
□ What are the boundaries?
□ How will services communicate?
□ What data does each own?
□ What are deployment units?
Communication Matrix:
│ Svc A │ Svc B │ Svc C │ Platform
───────────┼───────┼───────┼───────┼──────────
Service A │ - │ Low │ None │ High
Service B │ Low │ - │ High │ High
Service C │ None │ High │ - │ High
Platform │ High │ High │ High │ -
High = Frequent, detailed coordination
Low = Occasional, well-defined interfaces
None = No direct communication needed
Team Structure Rules:
1. ONE TEAM PER BOUNDED CONTEXT
- Full ownership
- Reduced dependencies
- Clear accountability
2. MINIMIZE TEAM DEPENDENCIES
- If A and B need heavy coordination → same team
- If A and B are independent → separate teams
- If dependency is API-only → separate teams OK
3. SIZE APPROPRIATELY
- 5-9 people per team
- Can understand entire domain
- Manageable cognitive load
4. PLATFORM TEAMS FOR SHARED NEEDS
- Common infrastructure
- Shared services
- Self-service focus
Transition Approaches:
GRADUAL EVOLUTION:
Week 1-4: Pilot new team structure with one boundary
Week 5-8: Expand to adjacent boundaries
Week 9+: Full rollout
BIG BANG (Risky):
Day 1: New structure in place
Requires: Clear communication, quick stabilization
HYBRID:
• Announce new target structure
• Allow organic movement
• Timebox the transition
FROM:
┌─────────────────────────────────┐
│ Monolith Team │
│ (Everyone on everything) │
└─────────────────────────────────┘
TO:
┌─────────────┐ ┌─────────────┐ ┌─────────────┐
│ Orders │ │ Payments │ │ Shipping │
│ Team │ │ Team │ │ Team │
└─────────────┘ └─────────────┘ └─────────────┘
│ │ │
└─────────────┼───────────────┘
│
┌───────┴───────┐
│ Platform │
│ Team │
└───────────────┘
APPROACH:
1. Identify bounded contexts in monolith
2. Assign teams to contexts
3. Extract services gradually
4. Move code ownership with teams
FROM:
┌──────────────────────────────────────────────┐
│ Feature Teams │
│ ┌────────┐ ┌────────┐ ┌────────┐ │
│ │Feature │ │Feature │ │Feature │ │
│ │ Team 1 │ │ Team 2 │ │ Team 3 │ │
│ └────────┘ └────────┘ └────────┘ │
│ (Work on any part of codebase) │
└──────────────────────────────────────────────┘
TO:
┌─────────────┐ ┌─────────────┐ ┌─────────────┐
│ Stream │ │ Stream │ │ Stream │
│ Aligned 1 │ │ Aligned 2 │ │ Aligned 3 │
│ │ │ │ │ │
│ OWN: Search │ │ OWN: Cart │ │OWN: Checkout│
└─────────────┘ └─────────────┘ └─────────────┘
APPROACH:
1. Identify value streams
2. Map current contributions by stream
3. Assign teams to streams
4. Transfer ownership gradually
Inverse Conway Anti-Patterns:
1. IGNORING CURRENT STATE
- Don't try to change everything overnight
- Acknowledge existing structure
- Plan gradual transition
2. FORCING ARCHITECTURE ON UNWILLING TEAMS
- Need buy-in, not mandate
- Explain the why
- Support the transition
3. CREATING UNREALISTIC BOUNDARIES
- Boundaries should be natural
- Too many teams = too much coordination
- Too few teams = cognitive overload
4. NEGLECTING PLATFORM NEEDS
- Stream-aligned teams need platform support
- Platform teams reduce duplication
- Self-service is the goal
5. IGNORING PEOPLE
- Skills need to match teams
- Career paths matter
- Cultural fit important
# Inverse Conway Analysis: [Organization]
## Current State
### Current Architecture
```text
[Diagram of current architecture]
| Team | Responsibilities | Size |
|---|---|---|
| [Name] | [What they own] | [N] |
| Issue | Impact |
|---|---|
| [Misalignment] | [Effect] |
[Diagram of target architecture]
| Team | Type | Responsibilities |
|---|---|---|
| [Name] | [Type] | [What they'll own] |
| From | To | Frequency | Type |
|---|---|---|---|
| [Team] | [Team] | [H/M/L] | [API/Collab] |
| Risk | Mitigation |
|---|---|
| [Risk] | [Strategy] |
When applying inverse Conway:
For detailed guidance:
Last Updated: 2025-12-26
Project scaffolding, deployment configuration, and CI/CD setup for Google ADK agents.
Set up tracing, logging, and monitoring for deployed ADK agents across Cloud Trace, BigQuery, and third-party platforms.
Enterprise Azure infrastructure architect generating Bicep or Terraform from workload descriptions.
Plan and configure production-ready Azure Kubernetes Service clusters with Day-0 and Day-1 best practices.
Raw mechanical interfaces fusing Swiss typographic print with military terminal aesthetics. Rigid grids, extreme type scale contrast, utilitarian color, analog degradation effects. For data-heavy dashboards, portfolios, or editorial sites that need to feel like declassified blueprints.
Web search, scraping, extraction, crawling, and monitoring via ScrapeGraph AI CLI.
Skill for working with Firebase Hosting (Classic). Use this when you want to deploy static web apps, Single Page Apps (SPAs), or simple microservices. Do NOT use for Firebase App Hosting.
Deploy and manage web apps with Firebase App Hosting. Use this skill when deploying Next.js/Angular apps with backends.
Deploy applications and websites to Vercel. Use when the user requests deployment actions like "deploy my app", "deploy and give me the link", "push this live", or "create a preview deployment".
Build SEO-optimized pages at scale using templates, data, and proven playbook patterns.
Design and build isolated, reusable Convex backend components with clear boundaries and app-facing wrappers.
Deploy and manage projects on Vercel using token-based authentication. Use when working with Vercel CLI using access tokens rather than interactive login — e.g. "deploy to vercel", "set up vercel", "add environment variables to vercel".
Opus.ai: Revolutionize Your Web Experience
Build a no-code AI app in minutes.
An IDE for code migration from legacy to modern frameworks through coding agents.
Automate CGI animation in live-action scenes
Branded artistic QR-code concepts
Launch a website in seconds with AI.
Streamline Your Coding Experience with AI Code Helper
Convert any screenshot or design to clean code.