Mattpocock/skills: The Composable Alternative to Full-Stack SDD Frameworks
Why Matt Pocock's skills are small, composable, and opinionated — and how they compare to Spec Kit, OpenSpec, and BMAD for AI-assisted Android development.
Why Matt Pocock's skills are small, composable, and opinionated — and how they compare to Spec Kit, OpenSpec, and BMAD for AI-assisted Android development.
How to apply OpenSpec in Android and Kotlin projects to keep AI agents aligned with architecture, with practical examples of change proposals, task validation, and living files.
Learn how to stop LLMs from being compliant assistants and turn them into ruthless evaluators. Discover the mathematical anatomy of Socratic prompts for Android architecture, Kotlin Coroutines, and strict Spec-Driven Development.
A technical deep-dive into Hipocampus, a drop-in memory harness for AI agents that uses a 3-tier Hot/Warm/Cold architecture and a 5-level compaction tree. How ROOT.md enables constant-cost memory awareness and how it compares to hmem, Mem0, and Letta.
A technical deep-dive into hmem (Humanlike Memory), an MCP server that models human memory in five lazy-loaded levels backed by SQLite + FTS5. How Fibonacci decay, logarithmic aging, and a curator agent solve the context window problem across sessions and machines.
A technical deep-dive into PlugMem, Microsoft Research's plugin memory system that transforms raw LLM agent interactions into reusable structured knowledge. How its three-component architecture (Structure, Retrieval, and Reasoning) outperforms task-specific memory designs.
A deep analysis of the critical risks surrounding persistent memory in AI agents: memory poisoning, the right to be forgotten, homomorphic encryption, and the trends that will define 2026.
A deep technical analysis of how AI agents persist, consolidate and retrieve information autonomously. From OpenClaw and QMD to Mem0, Cognee and neurobiological memory models.
Revolutionizing data synchronization and conflict resolution using local AI models in 2026.
Exploring complex navigation patterns and state management across Android and iOS using Kotlin Multiplatform in 2026.
Understanding the role of AI Agents in modern mobile development. From theoretical foundations to practical implementation strategies using LLMs.
Why the Repository is the most important pattern in Clean Architecture. Caching strategies, error handling, and data source orchestration.
Demystifying Clean Architecture: A deep dive into layers, dependencies, and data flow to build indestructible Android apps.
How to implement the View layer in MVVM with Jetpack Compose. State collection, error handling, and separation of concerns.
The 'Model' in MVVM is much more than data classes. Learn to design a robust model layer that survives UI and backend changes.
Master the Model-View-ViewModel pattern from basic concepts to advanced implementations with practical examples of a Minesweeper game for Android.
Choosing the right DI framework. Performance, compile time, and ease of use in 2025. Hilt vs. Koin for Android apps.
Understanding SOLID principles in modern Android. Examples using Kotlin, Hilt, and MVVM.
Why Use Cases matter in Clean Architecture. How to implement them effectively in Kotlin to decouple business logic from UI.