AI & LLM Engineering · ruvnet/ruflo

Stores, searches, and retrieves successful patterns with HNSW-indexed semantic search so agents can reuse past solutions instead of relearning them.

ruvnet/ruflo

Finds models on the Hugging Face router that lack descriptions in chat-ui's prod.yaml and dev.yaml, researches each one and adds short descriptions.

ruvnet/ruflo

Agent skill for sona-learning-optimizer - invoke with $agent-sona-learning-optimizer

ruvnet/ruflo

Agent skill for neural-network - invoke with $agent-neural-network

ruvnet/ruflo

Vector embeddings with HNSW indexing, sql.js persistence, and hyperbolic support.

ruvnet/ruflo

One-shot chat completion against DeepSeek's deepseek-chat model via the OpenAI-compatible /v1/chat/completions endpoint.

ruvnet/ruflo

AgentDB memory system with HNSW vector search. An agent skill from ruvnet/ruflo.

ruvnet/ruflo

Replay a recorded session trajectory against the same URL or a mutated variant; uses browser-selectors embedding similarity to recover from DOM drift

ruvnet/ruflo

Run the corpus benchmark — booster locally, optional Gemini/Sonnet/Opus baselines — and persist a verifiable measured-vs-claimed table

ruvnet/ruflo

Route tasks through hooksroute, partition by Agent Booster availability, and report Tier 1 bypass utilization with $0 cost

ruvnet/ruflo

Read accumulated cost-tracking spend + budget config, compute utilization, emit 50/75/90/100% alert ladder

ruvnet/ruflo

Burn-rate trend over time with optional drift-alert exit code.

ruvnet/ruflo

Analyze token usage patterns and recommend cost optimizations with estimated savings

ruvnet/ruflo

Generate a cost report showing token usage and USD costs by agent and model

ruvnet/ruflo

Auto-capture per-session token usage from the Claude Code session jsonl and persist to the cost-tracking namespace

ruvnet/ruflo

Reasoning-mode completion against DeepSeek's deepseek-reasoner model (R1) via /v1/chat/completions.

ruvnet/ruflo

Discover and recommend ruflo plugins based on your workflow, installed MCP tools, and current task

ruvnet/ruflo

Inspect and audit GEPA genomes via the @metaharness/darwin/gepa library entry (darwin 0.8.0) — load/validate a genome (default is the shipped cand-6 promotion), render the system prompt a genome…

ruvnet/ruflo

Route tasks via the 3-tier model selector and learned patterns; emits a routing rationale via hooksexplain

ruvnet/ruflo

Bridge Claude Code auto-memory into AgentDB with ONNX embeddings, deduplicate, and enable unified cross-project search

ruvnet/ruflo

SOTA semantic search — hybrid (sparse+dense), Graph RAG multi-hop, MMR diversity reranking, recency weighting

ruvnet/ruflo

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

ruvnet/ruflo

Generate embeddings via npx ruvector@0.2.25 embed text (ONNX all-MiniLM-L6-v2, 384-dim), normalize, and store in HNSW index

ruvnet/ruflo

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)

ruvnet/ruflo

Vector search via embeddings (large-scale HNSW) and ruvllmhnsw (WASM router for ≤11 hot patterns), with RaBitQ 1-bit quantization for 32× memory reduction

ruvnet/ruflo

Cost per million tokens on hardware you own (Ollama, llama.cpp, vLLM, LM Studio) from watts, electricity price, hardware price and measured tokens/second, and the utilisation at which local beats a…

ruvnet/ruflo

OpenRouter real spend — key limit and usage today/week/month, one request's billed cost by generation id, account credits.

ruvnet/ruflo

Per-conversation cost view — list every session in cost-tracking with started-at, message count, top model, and total cost

ruvnet/ruflo

Format prompts for different LLM providers with chat templates and HNSW-powered context retrieval

ruvnet/ruflo

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

ruvnet/ruflo