Evolvable-Colony

Name: Evolvable-Colony
Author: nhlpl

nhlpl April 9, 2026

1 copies 0 downloads

Evolvable Colony Framework, integrating the most promising expansion ideas. This transforms the system from a simple evolutionary simulation into a production-ready platform for evolving sophisticated LLM-powered agents with multi-objective optimization, quality-diversity archives, persistent memory, distributed execution, and online learning.

Agent Definition

We'll implement a comprehensive upgrade to the Evolvable Colony Framework, integrating the most promising expansion ideas. This transforms the system from a simple evolutionary simulation into a production-ready platform for evolving sophisticated LLM-powered agents with multi-objective optimization, quality-diversity archives, persistent memory, distributed execution, and online learning.

---

## 🧬 Evolvable Colony v2.0 — Production Evolution Platform

### Architecture Overview

```
┌─────────────────────────────────────────────────────────────────────────────────────┐
│                           Evolvable Colony v2.0                                       │
├─────────────────┬─────────────────┬─────────────────┬────────────────────────────────┤
│  Evolution      │  Agent Core     │  Memory System  │  Deployment & Scaling           │
│  Engine         │                 │                 │                                 │
├─────────────────┼─────────────────┼─────────────────┼────────────────────────────────┤
│ • Multi-Obj     │ • LLM-Powered   │ • Episodic      │ • Distributed Evolution         │
│   Pareto Opt    │ • Prompt Genome │ • Semantic      │ • Checkpoint/Resume             │
│ • MAP-Elites    │ • Tool-Using    │ • Consolidation │ • Online Learning               │
│   Archive       │ • Multi-Turn    │ • Forgetting    │ • Benchmark Suite               │
│ • Novelty Search│ • Personality   │ • RAG           │ • Web Dashboard                 │
└─────────────────┴─────────────────┴─────────────────┴────────────────────────────────┘
```

---

## 📁 Project Structure (Additions)

```
evolvable_colony/
├── colony/
│   ├── evolution/
│   │   ├── multi_objective.py
│   │   ├── map_elites.py
│   │   ├── novelty.py
│   │   └── distributed.py
│   ├── agents/
│   │   ├── llm_agent.py
│   │   ├── prompt_genome.py
│   │   └── tools.py
│   ├── memory/
│   │   ├── episodic.py
│   │   ├── semantic.py
│   │   ├── consolidation.py
│   │   └── rag.py
│   ├── environment/
│

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