Train LoRA intent mappers for structured query generation using GRPO with execution feedback. Uses DeepSeek-R1-Distill-Qwen-7B as base model. Supports SFT warmup, GRPO training with ArangoDB rewards, and iterative improvement with automatic retry on eval failure.
Nightly journal entry creation for all personas. Wraps persona-journal generation with dream pipeline integration -- journal entries feed into create-movie dream residue and dreams feed back into future journals.
Compose MIDI arrangements and convert between JSON spec and MIDI files. Two modes: 'compose' uses LLM (via /prompt-lab prompt) to create a full arrangement from annotated lyrics + reference MIDI fragments + heart tags. 'from-spec' and 'to-spec' are mechanical JSON↔MIDI conversion via prettymidi. The arrangement is the…
Canonical front door for design creation and redesign. Routes new mockups, multi-model bakeoffs, design improvement, and ship-stage verification through mockup-lab, ask, review-design, create-image, ux-lab, best-practices-react, and test-interactions instead of making users choose among fragmented entrypoints.
Orchestrated movie creation for Horus persona. Guides through phases: Research → Script → Build Tools → Generate → Assemble. Uses Docker-isolated coding environment, free/open-source tools only, with full memory integration.
AI-assisted music creation for Horus persona. Voice conversion (RVC) and music generation (MusicGen/AudioCraft). Stem separation uses create-stems skill. Local-first with GPU acceleration.
Orchestrate paper writing from project analysis. Composes assess, dogpile, arxiv, and review-code skills. Interview-driven workflow with frequent human collaboration to resolve ambiguity and validate each stage.
Create complete PDF test fixtures combining ReportLab tables and AI-generated images. Orchestrates create-table and create-image skills. Creates PDFs designed to test/expose extractor bugs.
Automated peer review of research papers using Shadow-LEGO's self-improving cascade. Multiple fictional reviewer personas score papers against arxiv exemplars on standard rubrics (soundness, novelty, clarity, significance, presentation). The cascade learns from teacher reviews to produce increasingly accurate local…
Deliberate persona creation for client modeling, expert profiles, and stakeholder mapping. Integrates with /interview for collaborative creation and /ask for knowledge enrichment. Supports Theory of Mind (BDI), voice training, and simulacrum validation.
Create production-grade React/Tailwind/ShadCN designs with a multi-persona feedback loop. Generates "ready to connect" front-ends, uses a Persona Council (Simulacrum + Taxonomy) to critique designs, consults experts if confidence is low, and iterates until production quality is reached.
Train task-specific regression models from tabular data. Supports linear, ridge, lasso, gradient boosting, random forest, and XGBoost. Auto-selects best model via cross-validation. JSONL/CSV input, joblib output.
Create project-aware evidence reports and report UIs from a given project, surface, artifact, or question. Use when the user asks to create a report, HTML/CSS report, project status report, page-purpose report, implementation/readiness report, source-of-truth audit, application inventory, review readout, or…
Generate scene-specific music using ACE-Step 1.5 via Dockerized FastAPI. Supports reference audio for theme continuity across scenes. Integrates with Federated Taxonomy (HMT) for multi-hop graph traversal in /memory.
Grammarly-like sentence decomposition with NVIS confidence colors. Decomposes question text into annotated fragments showing which entities resolved, which are misspelled, which are fabricated, and which are unknown. Composes /extract-entities for grounding data and /interview for "Did you mean?" clarify prompts.
Orchestrate sound effects (SFX) selection and placement per scene. Integrates with sfx-catalog for library access and memory for learning. Multi-round collaborative workflow with auto-approve for pipeline mode.
Create receipt-backed status surfaces and Tau DAG handoff contracts from local progress, gate, and checker receipts. Use when a workflow needs a global progress bar, evidence status board, local readiness surface, or robust Tau connection without claiming provider readiness or live completion.
Audio stem separation using Demucs (4-stem or 6-stem) and optional UVR ensemble. Uses the Python API entrypoint for clean error handling. GPU-accelerated, local-first.
Transform screenplay output from /create-story into animatics with camera framing, visual panels, and timing. Highly collaborative - the skill acts as a creative cinematographer, making suggestions and asking questions throughout the process. Integrates with /memory for learned techniques.
Create, iterate, and deploy dynamic Stream Deck button pages. Design context-aware layouts that auto-switch based on active window, voice mode, or running skills. Evaluate layouts against ground truth, self-correct, and store winners as memory-backed templates with taxonomy tags. Triggers: create streamdeck page…
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