Example Prompts

Slides & Presentation Development

Content Strategy & Messaging

"focus more on agent, spec, intent based coding and not trying to zero shot 'vibe' code. the goal is to create a controlled outcome"
"change the title slide from vibe coding to vibe coding at scale using Databricks"
"the title should be AI + Databricks + Data = Success"
"also include use the right tools and reference https://github.com/punkpeye/awesome-mcp-servers"

Slide Structure & Organization

Set up slides for a vibe coding workshop using Slidev framework
"make a slide 2 which suggests the user to install expo go on android store or apple app store which helps install the native app on their phone"
"make a slide 3 that highlights my personal workflow on projects that i collaborate on startups: 1. Plan (chatgpt or claude) 2. Research (Deep research in one of the llms) 3. Delegate (Create Github issues, claude code commands) 4. Test (Integration tests, functional tests) 5. Fix (Plan and fix things that are broken) 6. Review (Review the PR, always manually review in detail for auth, security and performance critical components (i do this based on folder structure)) 7. repeat the process"
"make a slide 04.5 which is the app stack in detail that splits it up into backend, frontend, middleware, auth & identity"
Create 10-slide presentation covering tech stack choices for AI-powered development
Split slides into separate markdown files using ziggiz pattern for easier editing

"clean up the title of slide @slides/pages/slides/04-why-tech-choices.md based on the content"
"at the bottom of the slide explain what mcp in ELI5 with an analogy short"
"change title of @slides/pages/slides/05-backend-choices.md slide to Database Choices"
"in @slides/pages/slides/06-services-apis.md adjust the note at the bottom for why this stack"
Update stack slides to reference actual app technologies with specific examples
Change slide focus to "AI Coding on Databricks" rather than general development
Include Databricks Native Auth alongside external auth providers
Add Databricks Asset Bundles CLI and APIs to collaboration workflow
Reference Claude + MCP + Commands + Agents for extensible AI workflows
Add spec-driven development resources and command examples
Update authentication slides to emphasize JWT tokens and stateless auth
Focus final slide on project-specific tech stack rather than generic tools

Visual & Design Updates

Fix color contrast issues for dark mode environments
"fix the color i cant see it its dark mode"
"make it so that the left and the right are aligned cleanly in this new slide like a grid with the title"
Adjust slide backgrounds from light colors to dark (gray-800) with white text
Structure slides with interactive elements, code examples, and visual transitions
Remove emojis from slides to create professional appearance

File Management

"you should fix @slides/slides.md to refer to these new slides"
"dont rename any slide just make a new slide"
"on the right mention to use github to manage code"

Clean up router to automatically redirect to dashboard
Configure navbar with Dashboard, Device, Status, Documentation, and Settings sections (remove projects)
Create subpages: main-dashboard, devices, status, documentation, settings with proper app router setup
Fix navbar taking up only half the page width
Make main dashboard component take full page width and height
Add padding to mounted dashboard component

Package Configuration & Scripts

Modify package.json dev and start scripts to use port 8000
Ensure start command runs build process
Set host to 0.0.0.0 instead of localhost for both dev and start

Database & ORM Setup

Setup Drizzle ORM with devices table (device_id, timestamp)
Configure PostgreSQL connection with Databricks JDBC URL
Use environment variables for database credentials
Create Makefile commands for migrations (generate, migrate)
Set schema to 'app'

Device Management & Data Tables

Set up a data table to display devices in @app/src/app/devices/
Use database schema from @app/src/db/schema.ts with only deviceId and timestamp columns
Populate devices with random generated data (status always online, random locations and types)
Change "Last Seen" column to "Registered" based on timestamp
Remove IP address column and disable ellipses action button
Fetch device data from database instead of mock data
Create server actions for device CRUD operations
Add seed data functionality for testing
Implement search and filtering by device type

Configuration Management

Move hardcoded Databricks configuration (instanceUrl, workspaceId, dashboardId) from component to environment variables
Create server actions to fetch configuration from .env file
Add proper validation for missing environment variables
Update databricks-dashboard component to load config from server

Gateway Service Development

Set up src directory structure and FastAPI in @gateway/
Configure pyproject.toml with proper package layout similar to @mcp/ structure
Set up python-dotenv for loading environment variables from .env file locally
Fix Python import issues for src layout and package execution
Add async PostgreSQL support with proper connection pooling
Create device registration API endpoint using database schema from @app/
Integrate with Databricks PostgreSQL database for device management
Create ingest API endpoint that accepts array of DeviceDataRecord and streams to Databricks table
Use ZerobusSdk streaming functionality with flush and close operations for data ingestion

Mobile App Development & Device Registration

Clean up React Native Expo app and apply Databricks branding/logo
Add environment variable for build .env with GATEWAY_URL
Implement device registration API call to /api/v1/devices/register
Create device registration flow with button-triggered registration
Display device ID, status, and timestamp from server response
Show registration states: initial button, loading, success, and error handling
Only display gyroscope data after successful device registration

Mobile App Data Streaming & Buffering

Buffer gyroscope data every 5 seconds and post to ingest router
Create data buffering mechanism with 5-second intervals
Implement ingest API service for posting DeviceDataRecord arrays
Update GyroscopeDisplay to collect and stream sensor data
Add movement analysis and motion detection from gyroscope readings
Show real-time buffer status and data streaming indicators
Fix data collection frequency from 10 records/second to 1 record/second

UI & Design Improvements

Fix text color contrast for better readability
Adjust header layout to avoid iPhone notch overlap using safe area insets
Update registration prompt text to white color for visibility

Documentation & Configuration

Add installation instructions to README (brew, pyenv, nvm, nodejs, databricks CLI, tmux)
Fix MCP server configuration instructions
Create tmux usage guidelines in CLAUDE.md
Add application name from Makefile to CLAUDE.md
Organize example prompts by category (this file)

Code Quality & TypeScript Fixes

Fix unused variable warnings in devices/page.tsx catch blocks
Fix no-explicit-any errors in databricks-dashboard.tsx component
Fix no-explicit-any errors and unused variables in dashboard.ts
Add proper TypeScript interfaces for token responses and authorization details
Fix TypeScript error for DatabricksConfig with undefined properties validation

Architecture & Documentation

Update ARCHITECTURE.py with mermaid diagram of system architecture
Describe high-level tech stack and value proposition for each technology
Convert architecture.md to be fully Markdown compatible (remove Python docstrings)
Fix mermaid diagram syntax issues for GitHub rendering compatibility

Quick Tests & Utilities

Ping connectivity tests

Example Prompts

Slides & Presentation Development

Content Strategy & Messaging

"focus more on agent, spec, intent based coding and not trying to zero shot 'vibe' code. the goal is to create a controlled outcome"
"change the title slide from vibe coding to vibe coding at scale using Databricks"
"the title should be AI + Databricks + Data = Success"
"also include use the right tools and reference https://github.com/punkpeye/awesome-mcp-servers"

Slide Structure & Organization

Set up slides for a vibe coding workshop using Slidev framework
"make a slide 2 which suggests the user to install expo go on android store or apple app store which helps install the native app on their phone"
"make a slide 3 that highlights my personal workflow on projects that i collaborate on startups: 1. Plan (chatgpt or claude) 2. Research (Deep research in one of the llms) 3. Delegate (Create Github issues, claude code commands) 4. Test (Integration tests, functional tests) 5. Fix (Plan and fix things that are broken) 6. Review (Review the PR, always manually review in detail for auth, security and performance critical components (i do this based on folder structure)) 7. repeat the process"
"make a slide 04.5 which is the app stack in detail that splits it up into backend, frontend, middleware, auth & identity"
Create 10-slide presentation covering tech stack choices for AI-powered development
Split slides into separate markdown files using ziggiz pattern for easier editing

"clean up the title of slide @slides/pages/slides/04-why-tech-choices.md based on the content"
"at the bottom of the slide explain what mcp in ELI5 with an analogy short"
"change title of @slides/pages/slides/05-backend-choices.md slide to Database Choices"
"in @slides/pages/slides/06-services-apis.md adjust the note at the bottom for why this stack"
Update stack slides to reference actual app technologies with specific examples
Change slide focus to "AI Coding on Databricks" rather than general development
Include Databricks Native Auth alongside external auth providers
Add Databricks Asset Bundles CLI and APIs to collaboration workflow
Reference Claude + MCP + Commands + Agents for extensible AI workflows
Add spec-driven development resources and command examples
Update authentication slides to emphasize JWT tokens and stateless auth
Focus final slide on project-specific tech stack rather than generic tools

Visual & Design Updates

Fix color contrast issues for dark mode environments
"fix the color i cant see it its dark mode"
"make it so that the left and the right are aligned cleanly in this new slide like a grid with the title"
Adjust slide backgrounds from light colors to dark (gray-800) with white text
Structure slides with interactive elements, code examples, and visual transitions
Remove emojis from slides to create professional appearance

File Management

"you should fix @slides/slides.md to refer to these new slides"
"dont rename any slide just make a new slide"
"on the right mention to use github to manage code"

Clean up router to automatically redirect to dashboard
Configure navbar with Dashboard, Device, Status, Documentation, and Settings sections (remove projects)
Create subpages: main-dashboard, devices, status, documentation, settings with proper app router setup
Fix navbar taking up only half the page width
Make main dashboard component take full page width and height
Add padding to mounted dashboard component

Package Configuration & Scripts

Modify package.json dev and start scripts to use port 8000
Ensure start command runs build process
Set host to 0.0.0.0 instead of localhost for both dev and start

Database & ORM Setup

Setup Drizzle ORM with devices table (device_id, timestamp)
Configure PostgreSQL connection with Databricks JDBC URL
Use environment variables for database credentials
Create Makefile commands for migrations (generate, migrate)
Set schema to 'app'

Device Management & Data Tables

Set up a data table to display devices in @app/src/app/devices/
Use database schema from @app/src/db/schema.ts with only deviceId and timestamp columns
Populate devices with random generated data (status always online, random locations and types)
Change "Last Seen" column to "Registered" based on timestamp
Remove IP address column and disable ellipses action button
Fetch device data from database instead of mock data
Create server actions for device CRUD operations
Add seed data functionality for testing
Implement search and filtering by device type

Configuration Management

Move hardcoded Databricks configuration (instanceUrl, workspaceId, dashboardId) from component to environment variables
Create server actions to fetch configuration from .env file
Add proper validation for missing environment variables
Update databricks-dashboard component to load config from server

Gateway Service Development

Set up src directory structure and FastAPI in @gateway/
Configure pyproject.toml with proper package layout similar to @mcp/ structure
Set up python-dotenv for loading environment variables from .env file locally
Fix Python import issues for src layout and package execution
Add async PostgreSQL support with proper connection pooling
Create device registration API endpoint using database schema from @app/
Integrate with Databricks PostgreSQL database for device management
Create ingest API endpoint that accepts array of DeviceDataRecord and streams to Databricks table
Use ZerobusSdk streaming functionality with flush and close operations for data ingestion

Mobile App Development & Device Registration

Clean up React Native Expo app and apply Databricks branding/logo
Add environment variable for build .env with GATEWAY_URL
Implement device registration API call to /api/v1/devices/register
Create device registration flow with button-triggered registration
Display device ID, status, and timestamp from server response
Show registration states: initial button, loading, success, and error handling
Only display gyroscope data after successful device registration

Mobile App Data Streaming & Buffering

Buffer gyroscope data every 5 seconds and post to ingest router
Create data buffering mechanism with 5-second intervals
Implement ingest API service for posting DeviceDataRecord arrays
Update GyroscopeDisplay to collect and stream sensor data
Add movement analysis and motion detection from gyroscope readings
Show real-time buffer status and data streaming indicators
Fix data collection frequency from 10 records/second to 1 record/second

UI & Design Improvements

Fix text color contrast for better readability
Adjust header layout to avoid iPhone notch overlap using safe area insets
Update registration prompt text to white color for visibility

Documentation & Configuration

Add installation instructions to README (brew, pyenv, nvm, nodejs, databricks CLI, tmux)
Fix MCP server configuration instructions
Create tmux usage guidelines in CLAUDE.md
Add application name from Makefile to CLAUDE.md
Organize example prompts by category (this file)

Code Quality & TypeScript Fixes

Fix unused variable warnings in devices/page.tsx catch blocks
Fix no-explicit-any errors in databricks-dashboard.tsx component
Fix no-explicit-any errors and unused variables in dashboard.ts
Add proper TypeScript interfaces for token responses and authorization details
Fix TypeScript error for DatabricksConfig with undefined properties validation

Architecture & Documentation

Update ARCHITECTURE.py with mermaid diagram of system architecture
Describe high-level tech stack and value proposition for each technology
Convert architecture.md to be fully Markdown compatible (remove Python docstrings)
Fix mermaid diagram syntax issues for GitHub rendering compatibility

Quick Tests & Utilities

Ping connectivity tests

Example Prompts

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