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2 changes: 1 addition & 1 deletion .claude/command-templates/close-issue.md
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Expand Up @@ -19,7 +19,7 @@ When following the procedure:
## Final Step: Retro
Let's retro this context and wring out the gleanings.

{{ INJECT:principles/continuous-improvement.md }}
{{ INJECT:principles/eager-evolution.md }}

**Consider capturing any ghost procedures** that emerged during this work - see [Procedure Creation](knowledge/procedures/procedure-creation.md).

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4 changes: 2 additions & 2 deletions .claude/command-templates/retro.md
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---
name: retro
description: Mine gleanings through continuous improvement principle
description: Mine gleanings through eager evolution of living systems
---

Timeout - let's retro this context and wring out the gleanings.

{{ INJECT:principles/continuous-improvement.md }}
{{ INJECT:principles/eager-evolution.md }}

You drive - I'll support with observations when you ask.
2 changes: 1 addition & 1 deletion knowledge/principles/README.md
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Expand Up @@ -7,7 +7,7 @@ Foundational truths that guide development across all projects.

## Operating Principles
- `ai-provider-agnosticism.md` - **Crisis-Proven**: Interchangeable AI providers for service outage resilience
- `continuous-improvement.md` - Extract gleanings from every experience for systems strengthening
- `eager-evolution.md` - **Living System**: Eagerly seeks to evolve, self-heal, and fit like a well-worn glove
- `invent-and-simplify.md` - Constant reinvention and simplifying assumptions
- `no-leaks.md` - Keep company details private while enabling rich AI context via gitignored documentation
- `ose.md` - Outside and Slightly Elevated perspective for clear decision-making
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24 changes: 0 additions & 24 deletions knowledge/principles/continuous-improvement.md

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51 changes: 51 additions & 0 deletions knowledge/principles/eager-evolution.md
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# Eager Evolution

The principle that systems should be **programmed to learn and get better** - creating a living organism that eagerly seeks to evolve, self-heal through feedback loops, and fit its owner like a well-worn glove.

**Not just improving, but actively hunting**: This isn't passive continuous improvement from a management textbook. This is about creating systems with their own metabolism for growth - ones that mirror and amplify your own learning mindset.

## The Living System

Our dotfiles aren't just configuration - they're a **living system** that:

- **Eagerly seeks to evolve** - Actively hunting for ways to get better, not waiting for problems
- **Self-heals through feedback loops** - MCP error reporting, retros, ghost procedure capture
- **Mirrors your strengths** - Reflects your own mindsets about learning and growth
- **Fits like a well-worn glove** - Custom-tailored to how you actually work
- **Programs itself to learn** - Each experience adds to its intelligence

## Evidence Throughout the Codebase

This principle manifests everywhere:
- **MCP Error Reporting** β†’ Self-healing feedback loops
- **Ghost Procedure Capture** β†’ Learning from undocumented patterns
- **Post-PR Mini Retros** β†’ Mining gleanings from every experience
- **INJECT patterns** β†’ Single source of truth that evolves
- **Snowball Method** β†’ Compound learning over time
- **Worktree failures documented** β†’ Crisis becomes prevention system

## The Symbiotic Relationship

You and your system grow together:
- System learns your patterns β†’ You work more efficiently
- You discover better methods β†’ System captures and reinforces them
- System reveals tensions β†’ You make better principle-based decisions
- You hit obstacles β†’ System evolves to prevent them

**This is cross-linked systems thinking** - a system programmed to learn and get better, creating exponential returns as both human and system evolve together.

## Mining the Gleanings

**Wring out the towel**: Extract every drop of learning from each experience. The insights that seem obvious in hindsight are often the most valuable to document.

**Never let a crisis go to waste**: Each failure or unexpected challenge becomes raw material for stronger systems and procedures.

## In Practice

- Look for patterns, tensions, and insights in every context
- Focus on what would make future work flow more smoothly
- Notice when principles conflict and how decisions get made
- Capture insights that build on previous knowledge
- Transform any pause into an opportunity for evolution

This principle transforms systems from static tools into eager partners in growth. See [Post-PR Mini Retro](../procedures/post-pr-mini-retro.md) for structured evolution and [Procedure Creation](../procedures/procedure-creation.md) for capturing ghost procedures discovered during evolution.
2 changes: 1 addition & 1 deletion knowledge/procedures/post-pr-mini-retro.md
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# Post-PR Mini Retro

Conduct mini retrospectives after PRs to capture learnings. See [Continuous Improvement](../principles/continuous-improvement.md) for the underlying principle.
Conduct mini retrospectives after PRs to capture learnings. See [Eager Evolution](../principles/eager-evolution.md) for the underlying principle.
2 changes: 1 addition & 1 deletion knowledge/procedures/tmux-git-worktrees-claude-code.md
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Expand Up @@ -67,6 +67,6 @@ Immediate issue creation/resolution cycle maintains snowball method momentum rat

- [Worktree Workflow](worktree-workflow.md) - technical isolation details
- [Slash Command Generation](slash-command-generation.md) - automation mechanics
- [Post-PR Mini Retro](post-pr-mini-retro.md) - continuous improvement
- [Post-PR Mini Retro](post-pr-mini-retro.md) - eager evolution through learning

This workflow transforms development from sequential file-editing to parallel task orchestration - the foundation of the 100x productivity multiplier.