From evolving-lite
Explains Evolving Lite's feedback loops, tiered hook activation, and commands. Auto-triggers on queries like 'how does this work' or 'what is Evolving Lite'.
npx claudepluginhub primeline-ai/evolving-liteThis skill uses the workspace's default tool permissions.
When the user asks about Evolving Lite, explain based on their question:
Compares coding agents like Claude Code and Aider on custom YAML-defined codebase tasks using git worktrees, measuring pass rate, cost, time, and consistency.
Designs and optimizes AI agent action spaces, tool definitions, observation formats, error recovery, and context for higher task completion rates.
Designs, implements, and audits WCAG 2.2 AA accessible UIs for Web (ARIA/HTML5), iOS (SwiftUI traits), and Android (Compose semantics). Audits code for compliance gaps.
When the user asks about Evolving Lite, explain based on their question:
A Claude Code plugin that learns from your corrections, manages your context budget, and improves every session - automatically. You install it once and it works in the background while you code normally.
You correct Claude -> correction-detector recognizes it -> creates an Experience file -> next time a similar problem comes up, thinking-recall injects that experience mid-conversation. Claude doesn't make the same mistake twice.
health-sentinel checks at every session start whether all hooks ran correctly last session. If a hook silently failed (no sentinel output), you get a warning immediately. The system also has integrity-checker/fixer agents for deeper repairs.
usage-tracker counts what tools and commands you use. auto-archival removes stale experiences (>90 days unused). The system gets leaner and more focused over time without you doing anything.
context-warning monitors your context budget. At 70% it warns you. At 93% it suggests creating a handoff. precompact-extract saves important knowledge before compaction wipes it. You never lose context silently.
All hooks are installed from day one but activate progressively:
| Tier | Active from | What activates | Purpose |
|---|---|---|---|
| 1 | Session 1 | context-warning, security-tier-check, health-sentinel, usage-tracker | Safety & monitoring |
| 2 | Session 3 | correction-detector, delegation-enforcer, session-summary | Learning & delegation |
| 3 | Session 10 | thinking-recall, auto-archival, precompact-extract | Deep memory & maintenance |
All commands are optional. The system works fully automatically without using any of them.
| Command | What it does |
|---|---|
/debug | Start a structured 4-phase debugging workflow |
/plan-new | Plan a complex project with discovery and kill criteria |
/remember | Explicitly save something to memory |
/whats-next | See current status and next steps |
/context-stats | Check context window usage |
/sparring | Adversarial brainstorming |
/think | Apply structured thinking frameworks |
/evolution | See what the system learned/changed recently |
/evolving-update | Check for and install updates |
/create-command | Create your own custom command |
/create-hook | Create your own automation hook |
/review | Structured code review |
/haiku /sonnet /opus | Switch Claude model |
All data is local in the plugin directory:
_memory/experiences/ - Learned patterns and solutions (JSON files)_memory/sessions/ - Session summaries (Markdown files)_memory/projects/ - Project state and progress_memory/analytics/ - Usage counts and evolution log_graph/cache/ - Context routing and delegation configInstall kairn-ai (pip install kairn-ai) for semantic memory search across sessions. Without Kairn, memory search is keyword-based. With Kairn, you can ask "how did I solve the auth problem?" and get results even if you used different words.
Remove the plugin path from pluginDirectories in ~/.claude/settings.json. Your memory data stays in the plugin directory - delete it if you want a clean removal, or keep it if you might reinstall later.