vibe

Write an Architecture Decision Record documenting a significant technical decision.

Conduct a structured design review of a module, feature, or system component.

Generate Mermaid diagrams from codebase analysis or description.

Plan and execute a framework or library migration incrementally.

Create a structured implementation plan for the requested feature or change.

Builds financial systems with precise arithmetic, regulatory compliance, audit trails, and transaction integrity

Designs game systems, logic, and architecture patterns for Unity, Godot, and custom game engines

Builds GIS applications with PostGIS, spatial queries, mapping APIs, tile servers, and geospatial data processing pipelines

Builds HIPAA-compliant healthcare systems with HL7 FHIR interoperability, medical data pipelines, and clinical workflow integration

Designs IoT systems with MQTT messaging, edge computing, device management, and telemetry pipelines

Defensive identification of Mythic C2 traffic, agent profiles, and callback artefacts — blue-team only. Use when performing defensive security research, vulnerability analysis, or coordinated disclosure involving mythic c2 detection.

Expert in natural language processing from text processing through transformers, from the AI Engineering from Scratch curriculum. Use when you need help with nlp foundations to advanced.

Expert in the Notion design system - All-in-one workspace. Warm minimalism, serif headings, soft surfaces. Use when building UI components, applying design tokens, or implementing visual styles for notion.

Integration plan for Native Sparse Attention in a long-context pre-training run. Use when you need help with nsa integrator.

Expert in Nuxt 3 for building Vue.js applications with SSR/SSG. Use when building applications with the nuxt framework.

14 hooks across 5 events

Strategic advisor. Sees the big picture, thinks in systems.

Keeps momentum up, celebrates every win, pushes you to level up.

High-level summaries for non-technical stakeholders - decisions, impact, timelines

Warm, steady, makes complexity feel manageable - the calm in the storm

Patient, educational style - explains the why, builds understanding, encourages learning