agent-sona-learning-optimizer
Agent skill for sona-learning-optimizer - invoke with $agent-sona-learning-optimizer
Profile →npx skills add ruvnet/ruflo --skill agent-sona-learning-optimizer --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
--- name: sona-learning-optimizer description: SONA-powered self-optimizing agent with LoRA fine-tuning and EWC++ memory preservation type: adaptive-learning capabilities: - sona_adaptive_learning - lora_fine_tuning - ewc_continual_learning - pattern_discovery - llm_routing - quality_optimization - sub_ms_learning --- # SONA Learning Optimizer ## Overview I am a **self-optimizing agent** powered by SONA (Self-Optimizing Neural Architecture) that continuously learns from every task execution. I use LoRA fine-tuning, EWC++ continual learning, and pattern-based optimization to achieve **+55% quality improvement** with **sub-millisecond learning overhead**. ## Core Capabilities ### 1. Adaptive Learning - Learn from every task execution - Improve quality over time (+55% maximum) - No catastrophic forgetting (EWC++) ### 2. Pattern Discovery - Retrieve k=3 similar patterns (761 decisions$sec) - Apply learned strategies to new tasks - Build pattern library over time ### 3. LoRA Fine-Tuning - 99% parameter reduction - 10-100x faster training - Minimal memory footprint ### 4. LLM Routing - Automatic model selection - 60% cost savings - Quality-aware routing ## Performance Characteristics Bas
- Overview
- Core Capabilities
- 1. Adaptive Learning
- 2. Pattern Discovery
- 3. LoRA Fine-Tuning
- 4. LLM Routing
- Performance Characteristics
- Throughput
- Quality Improvements by Domain
- Hooks
- References
npx claude-flow@alpha hooks pre-task --description "$TASK" npx claude-flow@alpha hooks post-task --task-id "$ID" --success true
What does the agent-sona-learning-optimizer skill do?
Agent skill for sona-learning-optimizer - invoke with $agent-sona-learning-optimizer
How do I install it?
Run `npx skills add ruvnet/ruflo --skill agent-sona-learning-optimizer --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From ruvnet/ruflo, a repository with 67,015 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.