llm-config
Configure RuVLLM local inference with model selection, MicroLoRA fine-tuning, and SONA adaptation

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Configure RuVLLM local inference with model selection, MicroLoRA fine-tuning, and SONA adaptation
Format prompts for different LLM providers with chat templates and HNSW-powered context retrieval
First-run setup for ruvector@0.2.25 — installs ONNX/Brain/SONA add-ons, registers the MCP server, and verifies the install via `doctor`
Embed hierarchical data via npx ruvector@0.2.25 embed text and project into the Poincare ball in user code (no --model poincare flag in 0.2.25)
Generate embeddings via npx ruvector@0.2.25 embed text (ONNX all-MiniLM-L6-v2, 384-dim), normalize, and store in HNSW index
Cluster code by graph community detection via npx ruvector@0.2.25 hooks graph-cluster (spectral / Louvain)
SOTA semantic search — hybrid (sparse+dense), Graph RAG multi-hop, MMR diversity reranking, recency weighting
Bridge Claude Code auto-memory into AgentDB with ONNX embeddings, deduplicate, and enable unified cross-project search
Validate a Claude Code plugin structure, frontmatter, and MCP tool references
Scaffold a new Claude Code plugin with proper directory structure, plugin.json, skills, commands, and agents
Trace agent execution by collecting spans and building a trace tree for a task
Aggregate and display system metrics with anomaly detection for a time period
Mean-variance portfolio optimization via Conjugate Gradient — 40-60× faster than the legacy Neumann path (ADR-126 Phase 3, ADR-123 Wedge 8)
Regulator-grade feature attribution for any LSTM/Transformer signal — single-entry PageRank ranks the top-K features that drove the prediction (ADR-126 Phase 6, ADR-123 single-entry PR)
Run a heavy neural-trader job (long walk-forward, big Monte-Carlo, parameter sweep, model training) on the Anthropic Managed Agent cloud runtime instead of locally
Run a historical backtest using npx neural-trader with Rust/NAPI engine (8-19x faster) and walk-forward validation; Ed25519-sign the result for paper→live tamper evidence (ADR-126 Phase 4)
Run 4-stem separation (vocals/drums/bass/other) on an existing production
Extract MIDI/score from an existing production
Run a mastering pass (LUFS loudness normalization + peak limiting) on an existing production
List the account's saved music productions with metadata and audio_url
Fetch metadata and audio_url for a single production by id
Generate a new song from a creative brief (genre, mood, language, BPM, theme) via the cogmusic MCP create_production tool
One-time setup — mint a Cognitum Music personal access token and register the cogmusic MCP server with Claude Code
Validate pending migrations for foreign key consistency, rollback safety, and best practices