continuous-learning
Voyager-inspired continuous learning system with Critic Agent, Reflection Agent, and Discord-based approval workflow for skill proposals.
npx skills add majiayu000/claude-skill-registry --skill continuous-learning-x-mckay-kubani --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.
# Continuous Learning System The continuous learning system enables agents to improve over time through automated analysis, pattern recognition, and skill synthesis. ## Architecture ``` ┌─────────────────────────────────────────────────────────────────┐ │ Learning System │ ├─────────────────────────────────────────────────────────────────┤ │ │ │ ┌─────────────┐ ┌─────────────┐ ┌─────────────┐ │ │ │ Critic │───▶│ Reflection │───▶│ Synthesizer │ │ │ │ Agent │ │ Agent │ │ │ │ │ └─────────────┘ └─────────────┘ └─────────────┘ │ │ │ │ │ │ │ ▼ ▼ ▼ │ │ ┌─────────────────────────────────────────────────────────┐ │ │ │ Shared Memory System │ │ │ │ (Qdrant + Neo4j + Redis via Memory MCP) │ │ │ └─────────────────────────────────────────────────────────┘ │ │ │ │ │ ▼ │ │ ┌─────────────────────────────────────────────────────────┐ │ │ │ Discord Approval Workflow │ │ │ │ (Skill proposals → Team review → Auto-deploy) │ │ │ └─────────────────────────────────────────────────────────┘ │ │ │ └─────────────────────────────────────────────────────────────────┘ ``` ## Components ### Critic Agent Evaluates agent executions and provides structured feedback: ```python from kubani.agents.critic import Critic
- Architecture
- Components
- Critic Agent
- Reflection Agent
- Skill Synthesizer Agent
- Discord Approval Workflow
- Skill Proposals
- Approval Flow
- Configuration
- Learning System Syndicate
- Event Architecture
- Memory Integration
- Storing Learnings via MCP
- Querying Learnings
View learning system status kubani learning status View recent learnings kubani learning list --agent k8s-monitor --last 24h View pending proposals kubani learning proposals Run critic evaluation manually kubani learning evaluate --agent k8s-monitor Run reflection cycle kubani learning reflect
What does the continuous-learning skill do?
Voyager-inspired continuous learning system with Critic Agent, Reflection Agent, and Discord-based approval workflow for skill proposals.
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill continuous-learning-x-mckay-kubani --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 majiayu000/claude-skill-registry, a repository with 534 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.