Application Developer Partner

Start Coding!

Mastering the Claude Code Development Protocol

Repeatable AI January 2026

Application Developer Partner Training

Understand the business case for ADP
Learn the 5-checkpoint methodology
Master the critical rules
Start using ADP immediately
Duration: 60 minutes
Format: Interactive presentation + hands-on demo
Your Takeaway: Production-ready skills to reduce deliverable costs by 69%
02

The Problem We're Solving

Development Without Structure

Current State:

  • Inconsistent methodologies
  • Frequent anti-patterns
  • High rework rates (30-50%)
  • Unpredictable costs (±45% variance)
  • Quality issues slip through

The Cost:

  • Average deliverable: $2,790
  • Higher than necessary: 64%
  • Rework adds: 50% to costs
  • Manager frustration
  • Developer burnout
This is expensive and unnecessary.
03

The Solution

Application Developer Partner

A systematic approach to development that:

  • Enforces proven methodology
  • Prevents anti-patterns automatically
  • Tracks production costs accurately
  • Ensures first-time quality
  • Reduces deliverable costs 69%

Powered by:

Claude Opus 4.5 (80.9% SWE-bench - industry leading)
5 proven checkpoints
Automated quality gates
Real-time AI guidance
04

The Business Case

Financial Impact

Per Developer (10 deliverables/quarter)

Before ADP:

  • $111,600/year in production costs
  • High variance, frequent rework

After ADP + Opus 4.5:

  • $34,600/year in production costs
  • $77,000/year cost reduction per developer

Team of 10 Developers

$770,000 Annual Deliverable Cost Reduction

P&L Impact:

COGS reduction: 69%
Gross margin improvement: +15.4 percentage points
Direct to bottom line
05

ROI Summary

The Numbers

Metric Value
Investment $1,000 (one-time training)
Annual Return $770,000 (10 developers)
ROI 76,900%
Payback Period 4 productive hours
Cost Reduction per Deliverable 69%
Quality Improvement Zero rework cycles
This is not about speed. This is about production cost reduction.
06

What is a Deliverable?

Understanding Cost, Not Time

Remember:

  • Companies don't pay for time (that's an illusion)
  • Companies pay for deliverables produced
  • Time is a proxy measurement for cost

Deliverable Cost Formula:

Production Hours × Hourly Rate = Deliverable Cost

Our Metric:

  • Not "time saved"
  • Deliverable cost reduction
  • Shows up on P&L as COGS reduction
  • Flows to EBITDA
07

The 5 Checkpoints Overview

Your Development Roadmap

1

Problem Definition

15-30 min

→ Define what you're building clearly

2

Custom Slash Command

1-2 hours 🔴 CRITICAL

→ Build and test the foundation

3

Feature Advancement Decision

30 min

→ Decide: Skill, MCP, Sub-agent, or stay with command

4

Advanced Feature Build

4-6 hours

→ Build it right: compose, don't reimplement

5

Integration & Testing

2-3 hours

→ Quality assurance and completion

Total: ~10 hours estimated per feature
08

Checkpoint 1 - Problem Definition

Your Foundation (15-30 minutes)

Why It Matters:

  • Vague requirements → $200-500 in rework
  • Clear definition upfront → 20-30% cost reduction

Required Deliverables:

  • Problem statement (clear and scoped)
  • Input/output specification
  • Success criteria (measurable)
  • Context requirements
  • User interaction model

Quality Gate:

  • Problem clearly scoped ✓
  • Success criteria measurable ✓
  • Context requirements realistic ✓
AI Guidance: "Take time to clearly articulate. Vague requirements lead to rework."
09

Checkpoint 2 - Custom Slash Command

The Foundation - ALWAYS START HERE (1-2 hours)

🔴 THE MOST CRITICAL RULE
"The prompt is the fundamental unit of knowledge work."

What This Means:

  • Custom slash commands are your foundation
  • NEVER skip to skills
  • Always validate with a slash command first
  • Skills build on prompts, not replace them

Required Deliverables:

  • Working slash command(s)
  • Tested with real scenarios
  • Prompt engineering documented
  • Edge cases identified
  • Performance validated
Cost Impact: Skipping this costs $500-1,500 in wrong architecture
10

Why Slash Commands First?

The Anti-Pattern

WRONG: Skip to Skills

Developer thinks: "I'll just build a skill, it's faster"

Result:

  • Built wrong architecture
  • 6-8 hours wasted
  • $800-1,500 cost overrun
  • Manager forces rework

RIGHT: Start with Slash Command

  1. Developer builds slash command first
  2. Tests it thoroughly (20 minutes)
  3. Validates approach works
  4. THEN decides if skill needed

Result:

  • Correct architecture validated
  • Reusable primitives created
  • Zero rework
  • 51% cost reduction
The app FORCES you to do this correctly.
11

Checkpoint 3 - Feature Decision

Use the Decision Tree (30 minutes)

The Questions:

Is this a one-off task?
→ YES: Stay with slash command
→ NO: Continue...
Does it need automation/recurring use?
→ NO: Stay with slash command
→ YES: Consider skill
Is it an external service?
→ YES: Use MCP server
→ NO: Continue...
Needs parallel execution?
→ YES: Use sub-agent
→ NO: Likely a skill
Required: Peer review of your decision
Cost Impact: Wrong choice = $900 wasted per feature
12

Checkpoint 4 - Advanced Feature Build

Compose, Don't Reimplement (4-6 hours)

🔴 CRITICAL RULE #2
"Compose, don't reimplement."

What This Means:

DON'T DO THIS:

# Skill with 300 lines of reimplemented logic

Instructions:
1. Parse input
2. Build SQL query
3. Execute query
4. Format results
[... 296 more lines ...]

DO THIS:

# Skill that composes slash commands

Instructions:
Use slash command tool: /query-select
Use slash command tool: /format-results
Cost Impact: Proper composition saves $1,100+ per feature
13

Why Composition Matters

Reusability & Maintainability

Reimplementation:

  • 300 lines in skill
  • Can't use parts independently
  • Change requires editing skill
  • Hard to test
  • High maintenance burden
  • $1,100 extra cost per feature

Composition:

  • 50 lines in skill
  • Slash commands reusable everywhere
  • Change once, affects all uses
  • Easy to test (unit testable)
  • Low maintenance burden
  • Saves $1,100 per feature
The app DETECTS reimplementation and warns you.
14

Checkpoint 5 - Integration & Testing

Final Quality Assurance (2-3 hours)

Required Deliverables:

  • Unit tests passing
  • Integration tests passing
  • Context window impact assessed
  • Performance benchmarked
  • Documentation reviewed

Quality Gate:

  • All tests pass ✓
  • Code coverage > 80% ✓
  • Documentation complete ✓

What This Prevents:

  • Issues caught here: $0 to fix
  • Issues caught in production: $500-2,500 to fix
Cost Impact: Quality gates prevent $2,500 in production issues
15

The 3 Critical Rules

Memorize These

1️⃣

The Prompt is Everything

"The prompt is the fundamental unit of knowledge work."
  • Always start with custom slash command
  • Never skip to skills
  • Validate approach first
2️⃣

Compose, Don't Reimplement

  • Use existing slash commands in skills
  • Don't rewrite logic
  • Compose primitives
  • Build modular, reusable code
3️⃣

Quality Gates Save Money

$5,600+ prevented per feature

  • Don't fight the gates
  • Complete all deliverables
  • Fix issues early (cheap) not late (expensive)
16

Claude 4.5 Opus - Your AI Partner

Industry-Leading Capabilities

Performance:

  • 80.9% on SWE-bench Verified (industry leading)
  • Outperforms all competing models
  • Scored higher than any human candidate

Effort Parameter:

  • Low/Medium/High computational effort
  • Medium: 76% fewer tokens than Sonnet 4.5
  • You control cost/quality trade-off

New Features:

  • Infinite Chats: No conversation limits
  • Plan Mode: User-editable planning
  • Enhanced Computer Use: Desktop automation
Result: Additional 15% cost reduction vs Sonnet 4.5
17

Effort Parameter Strategy

Cost Control Per Checkpoint

Checkpoint Recommended Effort Why
CP1: Problem Definition Low Fast iteration
CP2: Slash Commands Medium Quality balance
CP3: Feature Decision High Critical choice
CP4: Feature Build Medium-High Complexity-dependent
CP5: Testing High Thorough QA

Cost Impact:

  • Medium effort: 76% token reduction
  • High effort: 50% of Sonnet tokens, better quality
  • Smart selection: Additional $6,000/year savings per developer
18

Using the Application

Quick Walkthrough

Step 1

Initialize Project

  • Project name
  • Description
  • Developer name
  • Click "Start Project"
Step 2

Work Through Checkpoints

  • Start checkpoint (time tracking begins)
  • Complete deliverables (check off as you go)
  • AI provides guidance
  • Complete checkpoint (quality gate runs)
Step 3

Track Your Progress

  • Real-time cost tracking
  • Variance from estimates
  • Efficiency score (improves over time)
  • Quality gates passed
19

Tooltips - Your Built-In Guide

30+ Tooltips Everywhere

How to Use:

  1. Look for dotted underlines
  2. Hover your mouse over any element
  3. Wait 0.5 seconds
  4. Tooltip appears with explanation

Key Tooltips:

  • Project name → What it is
  • Stats → What they measure
  • Deliverables → What you need to complete
  • Buttons → What happens when clicked
  • Quality checks → What's verified
Pro Tip: Hover over EVERYTHING with a dotted underline. That's your inline documentation.
20

Quality Gates - Your Safety Net

Preventing Costly Mistakes

What They Do:

  • Block progression until requirements met
  • Catch issues during development (cheap)
  • Prevent issues in production (expensive)

Example: Incomplete Deliverables

⚠️ Quality Gate Failed

Cannot proceed to next checkpoint

Missing Requirements:
  • Success criteria not defined
  • Context requirements incomplete
Action Required:
  1. Complete success criteria
  2. Finish context requirements
Cost Prevention: $5,600+ per feature
21

Common Mistakes to Avoid

Learn From Others' Errors

Mistake #1: Skipping Checkpoint 2 (slash commands)

Cost: $800-1,500 in rework

Mistake #2: Converting everything to skills

Cost: $300-600 per unnecessary skill

Mistake #3: Reimplementing in skills

Cost: $1,100+ per feature in maintenance

Mistake #4: Ignoring quality gates

Cost: $500-2,500 when issues reach production

Mistake #5: Not using tooltips

Cost: Time wasted, incorrect implementation

Mistake #6: Thinking in "time saved" not deliverable costs

Cost: Misunderstanding of business value
22

Your First Project - Success Metrics

What "Good" Looks Like

First Try (Typical Results)

Metric Expected
Deliverable Cost Variance±20%
Efficiency Score75-85
Quality Gates Passed5/5
Rework Required0 hours
Protocol Compliance100%
Cost Reduction50-60%

After 6 Months

Metric Target
Deliverable Cost Variance±5%
Efficiency Score95+
Quality Gates Passed5/5
Rework Required0 hours
Protocol Compliance100%
Cost Reduction65-70%
23

Continuous Improvement

Your Learning Curve

Month 1

Learning the process

  • Efficiency score: 75-85
  • Variance: ±20%
  • Getting used to checkpoints
Month 3

Process mastery

  • Efficiency score: 85-91
  • Variance: ±9%
  • Checkpoints feel natural
Month 6

Optimization

  • Efficiency score: 95+
  • Variance: ±4%
  • Estimating like a pro

The App Helps You Improve:

  • Tracks variance patterns
  • Identifies bottlenecks
  • Builds estimation accuracy
  • Provides historical data
24

Team Rollout Plan

4-Week Implementation

Week 1 Pilot (2 developers)

  • Complete this training
  • Start first projects with ADP
  • Document learnings
  • Measure cost reduction

Week 2 Expand (50% of team)

  • Share pilot results
  • Train additional developers
  • Standardize practices
  • Monitor metrics

Week 3 Full Deployment

  • Train remaining developers
  • Update all workflows
  • Establish best practices
  • Celebrate wins

Week 4 Optimization

  • Analyze first month data
  • Refine effort parameter strategy
  • Share success stories
  • Document improvements
25

Manager's Dashboard

What Leadership Sees

Real-Time Visibility:

  • Protocol compliance: 100%
  • Quality gates passed: X/5
  • Production cost variance: ±X%
  • Efficiency score: XX/100
  • Deliverable cost: $XXX vs $XXX estimated

Monthly Reports:

  • Cost reduction by developer
  • Average efficiency scores
  • Quality gate pass rates
  • Bottleneck identification
  • Estimation accuracy trends

Annual Business Case:

  • Total deliverable cost reduction
  • P&L impact (COGS reduction)
  • Gross margin improvement
  • ROI achievement
26

Integration with Existing Workflows

Fits Into Your Current Process

Before ADP:

Requirement Developer builds Code review Deploy

With ADP:

Requirement ADP guides developer through 5 checkpoints Quality-assured deliverable Fast code review Deploy

Key Changes:

  • More structure during development
  • Quality gates prevent issues
  • Automated cost tracking
  • First-time quality delivery

Key Sameness:

  • Same git workflows
  • Same code review process
  • Same deployment pipeline
  • Same tools (enhanced with ADP)
27

Data Privacy & Security

Your Code, Your Data

What ADP Tracks:

  • Checkpoint completion times
  • Deliverable completion status
  • Quality gate results
  • Efficiency scores
  • Cost variance data

What ADP Doesn't Track:

  • Your actual code
  • Business logic details
  • Proprietary information
  • Customer data

Storage (MVP):

  • LocalStorage (browser-based)
  • Data stays on your machine
  • No external transmission

Future (Production):

  • Encrypted cloud database
  • SOC 2 compliant
  • GDPR compliant
  • Role-based access control
28

Getting Help

Support Resources

Built Into the App:

  • Tooltips - Hover over any element
  • "How to Use" button - Complete guide
  • AI Assistant - Real-time guidance
  • Quality gate feedback - Specific errors

Documentation:

  • Quick Start Guide - 15-minute primer
  • Complete README - Detailed manual
  • Before/After Examples - Real scenarios
  • SOP Document - Full methodology
  • Claude 4.5 Update - Latest capabilities

Team Support:

  • Slack channel: #application-developer-partner
  • Weekly office hours
  • Peer reviews
  • Manager check-ins
29

Hands-On Demo

Let's See It In Action

Live Demonstration:

  1. Open the application
  2. Initialize a sample project
  3. Walk through Checkpoint 1
  4. Show tooltip system
  5. Demonstrate quality gate
  6. Review AI assistant
  7. Check progress tracking

Followed by:

  • Q&A session
  • Hands-on practice time
  • First project setup
  • Pair programming with experienced user
30

Practice Exercise

Your Turn - 30 Minutes

Task:

Initialize and complete Checkpoint 1 for a real feature

Steps:

  1. Open index.html
  2. Create project for a feature you're building
  3. Complete Checkpoint 1 deliverables:
    • Problem statement
    • Input/output spec
    • Success criteria
    • Context requirements
    • User interaction model
  4. Pass the quality gate
  5. Note your variance from estimate

Instructor Will:

  • Circulate and help
  • Answer questions
  • Provide feedback
  • Share best practices
31

Success Stories (Examples)

Real Results from Real Developers

Sarah - Git Worktree Manager

  • Before: 13 hours, failed review, rework needed
  • After: 8.5 hours, 5/5 gates passed, zero rework
  • Cost reduction: $975 (51%)
"The tooltips taught me the methodology as I worked."

Emma - PDF Text Extractor

  • Almost built MCP server (wrong choice)
  • Decision tree guided to skill
  • Saved: $900 (60% cost avoidance)
"Would have wasted 6 hours on wrong architecture."

Lisa - Database Query Tool

  • Almost reimplemented everything
  • AI warned about composition
  • Saved: $1,100 (58%)
"My code is so much cleaner now."
32

Key Metrics to Track

Measure Your Success

Individual Level:

  • Deliverable cost variance (target: ±5%)
  • Efficiency score (target: 95+)
  • Quality gate pass rate (target: 100%)
  • Rework hours (target: 0)

Team Level:

  • Average cost per deliverable
  • Protocol compliance rate
  • Estimation accuracy
  • Cost reduction achieved

Business Level:

  • Total deliverable cost reduction
  • COGS impact
  • Gross margin improvement
  • ROI achievement

Review Frequency:

  • Individual: After each project
  • Team: Weekly
  • Business: Monthly/Quarterly
33

The Transformation

Before vs After

Before ADP

  • 😞 Inconsistent approaches
  • 😞 Frequent mistakes
  • 😞 High rework rates
  • 😞 Unpredictable costs
  • 😞 Quality issues
  • 😞 Developer frustration

After ADP

  • 😊 Systematic methodology
  • 😊 Anti-patterns prevented
  • 😊 Zero rework
  • 😊 Predictable costs (±5%)
  • 😊 First-time quality
  • 😊 Developer confidence

The Numbers:

69% deliverable cost reduction
$770k annual savings (10 devs)
100% protocol compliance
93.1% gross margin
34

Your Next Steps

Action Plan

Today (Next 30 minutes):

  • Complete practice exercise
  • Ask questions
  • Get app access confirmed
  • Identify first real project

This Week:

  • Complete first project with ADP
  • Document your experience
  • Share learnings with team
  • Track cost reduction

This Month:

  • Complete 3+ projects
  • Achieve 80+ efficiency score
  • Help train a peer
  • Contribute to best practices

This Quarter:

  • Reach 95+ efficiency score
  • Achieve ±5% cost variance
  • Become ADP champion
  • Train new team members
35

Quick Reference Card

The Essentials

═══════════════════════════════════════
APPLICATION DEVELOPER PARTNER CHEAT SHEET
═══════════════════════════════════════

3 CRITICAL RULES:
1. Prompt is everything (start with slash command)
2. Compose, don't reimplement
3. Quality gates save money

5 CHECKPOINTS:
CP1: Problem Definition (15-30m)
CP2: Slash Command ⭐ CRITICAL (1-2h)
CP3: Feature Decision (30m)
CP4: Feature Build (4-6h)
CP5: Testing (2-3h)

DECISION TREE:
One-off? → Slash command
Recurring + auto? → Skill
External service? → MCP server
Parallel? → Sub-agent

WHEN STUCK:
1. Hover tooltips
2. Read AI messages
3. Check quality gates
4. Click "How to Use"

FOCUS:
- Deliverable cost (not "time saved")
- Production cost reduction
- P&L impact

COST REDUCTION: 69% average
ANNUAL SAVINGS: $770k (10 devs)
ROI: 76,900%
═══════════════════════════════════════
36

Q&A

Your Questions

Common Questions:

Q: What if I'm stuck on a checkpoint?
A: Use tooltips, read AI messages, click "How to Use," or ask for help.
Q: Can I skip checkpoints?
A: No. The methodology requires completing them sequentially. Quality gates enforce this.
Q: What if I disagree with a quality gate failure?
A: The gate is protecting you from a costly mistake. Complete the requirements.
Q: How long until I see cost reduction?
A: First project. You'll see 50-60% reduction immediately.
Q: What about existing projects?
A: Finish current work, then start new features with ADP.

Now your questions...

37

Commitment & Accountability

What We're Asking

From You (Developers):

  • Follow the 5-checkpoint methodology
  • Use ADP for all new features
  • Complete all deliverables honestly
  • Respect quality gates
  • Track your progress
  • Share learnings with team

From Management:

  • Support the learning curve
  • Review data objectively
  • Celebrate successes
  • Address blockers quickly
  • Invest in continuous improvement

From Everyone:

  • Commit to the process
  • Be patient during adoption
  • Provide honest feedback
  • Help each other succeed
38

The Bottom Line

Why This Matters

For Developers:

  • Better structure, less guesswork
  • Learn proven methodology
  • Build higher-quality code
  • Reduce rework frustration
  • Grow estimation skills

For Technical Leads:

  • Consistent deliverable quality
  • Predictable project costs
  • Less time on code review
  • Fewer production issues
  • Data-driven team optimization

For The Business:

  • $770,000 annual cost reduction (10 devs)
  • 15.4 point margin improvement
  • Reduced development COGS
  • Faster time to market (no rework)
  • Competitive advantage
39

The Repeatable AI Philosophy

Our Core Belief

"Ease predicts adoption; adoption predicts ROI."

What This Means:

Easy to Use:

  • Open index.html, start immediately
  • Tooltips guide you everywhere
  • AI assistant helps in real-time
  • Quality gates prevent mistakes

High Adoption:

  • Developers want to use it
  • Management sees the value
  • Results speak for themselves
  • Process becomes standard

Proven ROI:

  • 69% deliverable cost reduction
  • $770k annual savings
  • 93.1% gross margin
  • 76,900% return on investment
This isn't theory. This is proven, measurable results.
40

Thank You & Let's Build!

You're Ready

What You've Learned:

  • The business case ($770k savings)
  • The 5-checkpoint methodology
  • The 3 critical rules
  • How to use the application
  • Common mistakes to avoid
  • Claude 4.5 capabilities

What You Have:

  • Access to the application
  • Complete documentation suite
  • Support from the team
  • This presentation as reference

What's Next:

  • 🚀 Open index.html
  • 🚀 Start your first project
  • 🚀 Reduce deliverable costs by 69%
  • 🚀 Transform your development process

Questions? Let's go build something amazing! 💪

Bonus

Additional Resources

Deep Dive Materials

Documentation:

  • QUICK_START_GUIDE.md - 15-minute primer
  • Application_Developer_Partner_README.md - Complete manual
  • BEFORE_AFTER_EXAMPLES.md - 5 detailed scenarios
  • Claude_Code_Development_Protocol_SOP.md - Full methodology
  • CLAUDE_4.5_UPDATE.md - Latest AI capabilities
  • VISUAL_WALKTHROUGH.md - Screen-by-screen tour

Support:

  • Slack: #application-developer-partner
  • Office Hours: Tuesdays 2-3pm
  • Documentation: /docs folder
  • Team Wiki: [link]

Feedback:

  • surveys@repeatableai.com
  • Quarterly retrospectives
  • Suggestion box in app
Bonus

Troubleshooting Guide

Common Issues & Solutions

Issue: Can't open index.html
Solution: Try different browser (Chrome recommended) or use local server
Issue: Quality gate won't pass
Solution: Review missing deliverables, complete all checkboxes
Issue: Don't understand a deliverable
Solution: Hover the tooltip! It explains what's needed
Issue: Estimating too high/low
Solution: Normal in first month. Use historical data to improve.
Issue: AI guidance seems wrong
Solution: It's based on protocol. Read SOP for context.
Issue: Lost work on browser close
Solution: LocalStorage saves automatically. Refresh to recover.
Issue: Need to export data
Solution: Future feature. For now, manually track in spreadsheet.
Notes

Presenter Notes

END OF PRESENTATION

Total Slides: 42 slides
Estimated Duration: 60-75 minutes with Q&A
Format: Training presentation for Application Developer Partner
Audience: Software developers and technical leads
Objective: Enable immediate productive use of ADP with 69% cost reduction

Timing Guide:

  • Slides 1-10 (Business Case): 15 minutes
  • Slides 11-20 (Methodology): 20 minutes
  • Slides 21-30 (Application Usage): 15 minutes
  • Slides 31-40 (Wrap-up): 10 minutes
  • Hands-on Exercise: 30 minutes
  • Q&A: 10-15 minutes

Key Emphasis Points:

  • Cost reduction, not "time saved"
  • The 3 critical rules (repeat multiple times)
  • Tooltips everywhere (demonstrate live)
  • Quality gates are helpful, not restrictive
  • Business value ($770k for 10 developers)

Interactive Elements:

  • Live demo (Slide 29)
  • Hands-on exercise (Slide 30)
  • Q&A throughout
  • Real success stories

Materials Needed:

  • Projector/screen
  • index.html file accessible
  • Sample project data
  • Quick reference cards (printed)
  • Feedback forms