ahmed3elshaer/mobile-instinct-v1

Mobile Instinct v1 - Pattern Capture

Immediate pattern capture during mobile development with real-time feedback.

Overview

V1 instincts capture mobile development patterns as you write code. When you create Composables, ViewModels, or repositories, relevant patterns are automatically extracted and stored with confidence scoring.

Triggers

Automatic capture on:

• Creating .kt files in Compose screens
• Writing ViewModel code
• Adding Koin modules
• Configuring Ktor clients
• Writing coroutine code

Pattern Categories

Compose Patterns

| Pattern ID | Description | Initial Confidence | |------------|-------------|-------------------| | compose-state-hoisting | State hoisted to caller | 0.5 | | compose-remember-key | Stable keys in lazy lists | 0.6 | | compose-side-effect | Proper LaunchedEffect usage | 0.5 | | compose-immutable | Immutable data classes | 0.7 |

MVI Patterns

| Pattern ID | Description | Initial Confidence | |------------|-------------|-------------------| | mvi-sealed-state | Sealed interface for state | 0.7 | | mvi-intent-handler | onIntent pattern | 0.6 | | mvi-reduce-function | State reduction | 0.5 | | mvi-single-event | One-time event handling | 0.6 |

Koin Patterns

| Pattern ID | Description | Initial Confidence | |------------|-------------|-------------------| | koin-viewmodel-injection | koinViewModel() in Compose | 0.7 | | koin-module-factory | Module definition with factory | 0.6 | | koin-scoped-deps | Scoped dependencies | 0.5 |

Ktor Patterns

| Pattern ID | Description | Initial Confidence | |------------|-------------|-------------------| | ktor-safe-request | runCatching wrapper | 0.7 | | ktor-plugin-install | ContentNegotiation setup | 0.6 | | ktor-timeout-config | Request timeout handling | 0.5 |

Coroutine Patterns

| Pattern ID | Description | Initial Confidence | |------------|-------------|-------------------| | coroutine-viewmodel-scope | viewModelScope.launch | 0.8 | | coroutine-structured | Proper scope hierarchy | 0.7 | | coroutine-dispatcher | Correct dispatcher selection | 0.6 |

Usage

Patterns are captured automatically. To review captured patterns:

/instinct-status

Confidence Boosting

When a pattern is:

• Detected: Initial confidence (0.3-0.5)
• Used again: +0.1
• User accepted: +0.2
• Passes review: +0.1

Maximum confidence: 1.0

Integration with Hooks

Works with hooks/instinct-hooks.json for:

• Post-tool-use pattern detection
• Session-end pattern consolidation
• Pre-compact instinct preservation

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Remember: V1 is about immediate capture. V2 provides observational learning across sessions.