Verifies relationships between a source text (e.g. Episode, Task) and existing Knowledge Graph lessons. Runs KNN/Hybrid search to find candidates, then uses LLM (scillm) to verify "verifies", "contradicts", or "related" stances with strict rationales.
Dual-backend embedding service for semantic search. Text-only (MiniLM, 384d) and multimodal (Qwen3-VL-Embedding-2B via vLLM, 2048d). Persistent Docker containers with automatic routing by modality.
Agent-readable Embry voice control-plane contract for speaking, listening, cancelling, replaying, and inspecting live voice/chat turns. Use when a project agent needs to control Embry Chatterbox voice, RealtimeSTT listener state, shared Chat UX synchronization, memory/Tau routing, orb state, or session replay through…
This skill encodes Emil Kowalski's philosophy on UI polish, component design, animation decisions, and the invisible details that make software feel great.
Episodic Memory Archiver. Stores full conversation transcripts with embeddings and analysis into ArangoDB. Tracks UNRESOLVED sessions for reflection with structured failure episodes (trigger/diagnosis/action/outcome), K4 similar failure retrieval, user behavioral profiling, and federated taxonomy classification.
Behavioral evaluation of skills using fixture-based test cases. Runs eval.json fixtures per skill to verify correct output, exit codes, latency budgets, and compose chain pipelines. Produces transparent Markdown and JSON reports with diffs for failures. Complements sanity.sh (smoke tests) and skills-ci (static…
Self-improving evidence case convergence loop. Runs question banks against /create-evidence-case, diagnoses mismatches, and tracks convergence across cycles.
Live evidence case pipeline viewer with NVIS sentence markup and agent chat well. Shows gates firing, entity grounding, QRA evidence, and verdicts in real-time. Chat well connects to /subagent-service for human-agent course correction.
Extract control IDs, domain phrases, taxonomy tags, and relationship data from question text. Composes /memory (ArangoDB recall to load spartacontrols vocabulary). Returns structured EntityExtractionResult that defines the shape of evidence cases, conversations, and QRA reviews before any LLM runs. Zero LLM cost …
Persona-driven datalake quality assessment with Margaret Chen (Pratt & Whitney) and Jennifer Cheung (NIWC Pacific). Dynamic annealing thresholds, batch review, and /ask consult integration.
Extract one local document through the canonical Extractor application command. Use when the user says "extract this", "extract pdf", "convert to markdown", "parse this file", "process document", or provides a document.
Stage cleaned chapter text and extract quote-grounded minimal fact/QRA candidates from source text or primary/context chunks, with streaming model calls, retries, validation, and durable artifacts.
Fetch web pages, PDFs, and documents with automatic fallbacks and content extraction. Use when user says "fetch this URL", "download this page", "crawl this website", "extract content from", "get the PDF", or provides URLs needing retrieval.
Iterative visualization development lab for /create-figure. Compose novel D3 visualizations from primitives (marks, scales, encodings), test rendering, evaluate against user intent, and promote successful compositions to /create-figure as first-class commands. Self-improving: tracks render success, visual fidelity…
Search a codebase or UI for places that don't animate but should, and reject everything that shouldn't. Read-only; it proposes motion with exact values, it does not implement it. Use when the user asks "what could be animated here?" or wants to "make this feel more alive". For fixing existing animations, use…
Generate adversarial PDF content that breaks extractors. Creates false-positive tables, malformed tables, cursed text, and layout traps. Extensible registry for adding new edge cases discovered from real-world PDFs.
Convert natural language requests into verifiable formal specs using interview loops.
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