Development

Produce structured spec.md from brainstorm conversations. Creates a consistent format that feeds cleanly into the planning phase.

Core exploitation techniques for binary vulnerabilities

Comprehensive knowledge about vulnerability exploitation and initial access. Provides expertise on finding and adapting exploits, adapting proof-of-concepts, gaining shells, and capturing user flags. Covers reverse shells, file uploads, SQL injection, and RCE vulnerabilities.

Exploit researcher persona specializing in attack surface analysis, exploit scenario generation, and vulnerability chaining

Develop working exploits using pwntools. Includes exploit template and common patterns.

Explicit Identity Across Boundaries

Explains which coding rules apply to files and why they matter. Uses the rule index to discover all available rules dynamically. Use when the user asks about rules, coding standards, or best practices.

Use when explaining code, technical concepts, or implementation decisions. Provides structured approach to creating clear, understandable explanations tailored to the audience.

Explain data flows, features, and code paths in the varun.surf application with visual diagrams and step-by-step breakdowns

Senior-level code explanations with deep technical insights and context

Explain all bluera-base plugin functionality in human-readable format

Comprehensive guidance for understanding, designing, and implementing expert systems using rule-based inference, knowledge representation, and the complete development lifecycle. Use when users need help with expert system concepts, architecture design, rule-based reasoning (forward/backward chaining), knowledge acquisition, development planning, or implementation strategies.

Recommends using Hydra or YAML for experiment configuration to ensure clarity and reproducibility.

Inquire into experiential wisdom patterns and lessons learned.

Selects the most relevant experiences, projects, awards, and credentials from the master context based on JD keywords.

Working expectations and documentation practices. Use when capturing learnings or understanding how to work with this codebase.

Creates expandable/collapsible cards using CSS grid-rows animation with smooth transitions. Use when building accordions, expandable panels, collapsible sections, or show/hide card content.

Distributed LLM inference across Apple Silicon clusters with exo. Run models across Mac Studios via Thunderbolt RDMA, auto peer discovery, and MLX sharding. Use for multi-device inference, model parallelism, or building LLM clusters.

Produce existing_solution_map.md to ground task generation in the current repo.

Structure for creating hands-on exercises in the Physical AI textbook.

Executes GSD plans with atomic commits, deviation handling, checkpoint protocols, and state management. Spawned by execute-phase orchestrator or execute-plan command.

Strategic leadership for GabeDA - refines requirements, orchestrates skills, makes architectural decisions, and ensures project coherence. Acts as CEO/CTO/PM to bridge vision and execution.

Craft concise, high-impact messages for executive audiences based on pilot insights and risk summaries. Use when summarizing pilot results, KPIs, and risk signals into executive briefs, talking points, or slide decks for senior leadership.

Implement approved plans into production-ready code. Use when user wants to build, implement, code, or execute an approved plan. Activates when user says 'let's build', 'implement this', 'start coding', or 'execute the plan'.