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A self-optimizing agent skill using LoRA fine-tuning and EWC++ to continuously improve task quality and efficiency.
This skill enables an agent to become self-optimizing using the SONA (Self-Optimizing Neural Architecture) framework. It allows the agent to learn from every task execution, applying micro-LoRA fine-tuning and EWC++ (Elastic Weight Consolidation) to preserve critical memory while improving performance across various domains.
Use this skill when an agent needs to improve its output quality over time based on previous successes and failures, or when high-throughput, low-latency learning (sub-millisecond overhead) is required during active task execution.
npx claude-flow commands for pre-task trajectory initialization and post-task outcome recording.Primarily designed for agents utilizing the claude-flow runtime or those capable of executing shell-based hooks for model optimization.
This skill has not been reviewed by our automated audit pipeline yet.
Uloop: Execute Dynamic Code
Run small C# snippets in the Unity Editor via the uloop CLI for editor automation tasks like prefab wiring, AddComponent flows, and scene edits—without writing
Bookmarklet Creation
Generates browser-executable JavaScript bookmarklets with strict formatting (IIFE wrapper, block comments) and provides ready-to-install links or installer inst
Overnight — Autonomous Long-Running Coding
Orchestrates long-running coding goals: decomposes objectives into atomic tasks, dispatches isolated worktree workers, verifies acceptance criteria, and merges
Bexio API (Swiss CRM & Invoicing)
Integrate and manage Bexio contacts, quotes, invoices, orders and products via the Bexio API. Useful for CRM and Swiss business document workflows.
Content Research Writer
A writing-partner skill that helps research, outline, draft, cite, and iteratively improve articles, tutorials, and thought pieces.
Agent Hierarchy Diagram
Generate visual hierarchy diagrams (ASCII, Mermaid, GraphML) that show agent roles, levels, and delegation for documentation and onboarding.
Review Pull Request
Automated, structured PR reviewer: gathers metadata, diffs, CI results, dependency changes and provides a concise verdict with testing and documentation recomme
Agent Ops — Testing Workflow
Guidance for designing, running, and analyzing test suites for agents: test isolation, execution patterns, and coverage-based enforcement.
libagent
Agent orchestration library for conversational AI — coordinates LLM completions, memory, tool execution, and multi-turn flows; useful for building chat agents a
Raindrop.io API
Manage Raindrop.io bookmarks, collections, tags and highlights via the Raindrop REST API with helper scripts and examples.
Artificial General Research (AGR)
An autonomous iterative optimization framework that uses a 'fresh-context-per-iteration' loop to optimize measurable code metrics.
LearnOpt: Adaptive Learning System
An adaptive, state-optimized tutoring system for mastering complex technical topics.
Generate Twitch Game Outreach
Generates personalized, authentic outreach messages for Twitch streamers to request game keys or coverage, adapting tone while maintaining a human, community...
MSBuild Evaluation Performance
Diagnose and optimize MSBuild project evaluation speed to reduce build startup times.
Tencent Cloud PG Slow Query Diagnosis
Diagnoses slow SQL and performance anomalies for Tencent Cloud PostgreSQL using direct OpenAPI calls.
Civitai MCP Ultimate
Comprehensive Civitai integration for searching AI models, browsing trending images, extracting prompts, and managing LoRA/Checkpoint downloads.
LLM Pipeline Analysis
Analyze LLM torch profiler traces to identify layer-level bottlenecks, kernel flows, and timing gaps in forward passes.