Skill UI

This framework moves beyond simple storage solutions (like vector databases) to treat memory as a complex metabolic system. It provides tools and methodologies to audit, price, and govern an agent's memory, focusing especially on the forgetting policy. Key functions include cost profiling (construction vs. query energy), classifying stored records (fact/skill/log), and ensuring a mandatory forgetting policy to prevent state bloat and maintain performance.

Transforms a detailed creative brief into a complete, playable song track. Users provide specifications including genre, mood, BPM, lyrics structure, and theme. The skill utilizes advanced AI tools to compose the music, structure the verses and choruses, and generate the final audio file, suitable for content creators and music prototyping.

This skill applies the comprehensive NIST AI Risk Management Framework (AI 100-1) combined with the Generative AI Profile (AI 600-1). It helps professionals conduct detailed impact assessments, audit governance plans, or perform quick consultations by citing verbatim Subcategory and Action IDs. Ideal for compliance officers and AI risk leads.

Expert guide for the Gemini Notebook (formerly NotebookLM) CLI and MCP server. Manage notebooks, add sources from URLs, YouTube, text or Google Drive, generate podcasts, reports, quizzes and mind maps, plus research, chat and workflow automation.

This tool automates the cleanup and standardization of complex legal documents written in French (Word format). It distinguishes between deterministic corrections (typography, spacing, obvious errors) applied automatically, and context-sensitive revisions (judgment rewrites) that require intelligent human review. It generates a detailed, reversible registry of all changes, ensuring high accuracy for professional legal writing.

A comprehensive utility for managing the global configuration of the Ouroboros system. This tool allows users to adjust per-stage runtime parameters, select global models, configure the LLM backend, and manage agent definitions. It supports multiple interaction modes, including graphical user interfaces (browser/TUI), remote SSH environments, and conversational chat interfaces, ensuring consistent setup regardless of the deployment context. Ideal for optimizing complex AI agent workflows.

Full reference guide for Ouroboros commands, skills, agents, and workflows. Covers Socratic interviews, seed generation, evaluation, evolutionary loops, and troubleshooting for power users.

This powerful diagnostic skill monitors the operational status of long-running, complex sessions. It not only queries whether the session is active, completed, or failed, but also performs crucial 'goal drift' measurement. This measurement quantifies the deviation between the current execution output and the original defined seed goal. Based on the calculated drift score, it provides actionable status reports and suggests necessary course corrections, ensuring the project remains aligned with its core objectives.

This tool serves as a pre-flight safety check for legal prompts before submission to third-party AI surfaces (e.g., ChatGPT, Claude). It assesses whether the content risks compromising attorney-client privilege or work-product protection. The output provides a structured safety band (SAFE/CAUTION/STOP), detailed triggered risk factors, a discovery impact summary, and a legally safe, redacted rewrite.

A systematic post-hoc audit skill for verifying factual, legal, and interpretive claims generated by AI. Designed for professional reliance—such as legal briefs or published advice—it classifies claims by type (empirical, legal, interpretive) and salience, searches for corroborating evidence using tiered, domain-appropriate sources (e.g., NICE guidelines, primary legislation), and scores the trustworthiness of the output before professional use.

Manages complex, iterative background jobs (Ralph loop) for continuous process evolution. It automatically runs multiple `evolve_step` generations until predefined stopping criteria are met (e.g., QA pass, convergence, or max generations). Ideal for complex AI generation pipelines requiring robust, non-stop processing.

This advanced skill provides systematic, adversarial verification for AI-generated legal documents. It rigorously checks factual accuracy, legal citations, numerical data, and source authenticity against authoritative databases. Use this when you need to perform red-teaming, fact-check, or quality-control complex legal analyses, compliance reports, or regulatory summaries before any external distribution.