| name | dash-research-vault |
| description | Multi-agent research vault with Evensong-style memory causation, Ebbinghaus decay, and L2 pressure self-evolution. Three-tier memory (public/restricted/internal), trigger-based agent activation, and 72-hour difficulty-weighted decay algorithm. For research teams building collaborative agent systems with structured long-term memory. |
| when_to_use | When setting up a multi-agent research vault, managing shared memory across agents with decay, implementing Evensong-inspired self-evolution loops, or structuring research documentation with privacy tiers. Supports R012-E benchmark integration for internal self-evolution reference. |
| argument-hint | [init|update|decay|loop] [--tier public|restricted] [--benchmark R0XX] |
| allowed-tools | ["Read","Write","Glob","Grep","Bash","Agent","Skill"] |
| user-invocable | true |
Dash Research Vault
概述 | Overview
A multi-agent research vault implementing Evensong's three core findings:
| Finding | Application | Mechanism |
|---|
| Memory Causation | Agent knowledge base accumulates over time | Dialogue extraction → Admin review → Write |
| Pressure-Triggered Self-Evolution | L1 self-drive criteria in each agent description | Cross-review in #internal |
| Recursive Contamination Control | Three-tier gate (Agent→Admin→Author) | Write requires review to prevent low-quality self-reinforcement |
触发词 | Triggers
English: research vault, memory vault, research-vault, dash vault, vault skill
中文: 研究 vault, 记忆库, 研究库, vault 技能, 记忆 vault
目录结构 | Directory Structure
vault/
├── 00-overview/ ← Vault index + key figures
├── 01-agents/ ← Agent role definitions
├── 02-channels/ ← Communication channel types
├── 03-internal-only/ ← Privacy-controlled content
├── 04-memory/ ← Three-tier memory with decay
│ ├── public/ ← All agents readable
│ ├── restricted/ ← Admin-only access
│ └── .meta/ ← Decay metadata
└── docs/ ← Research documents
核心机制 | Core Mechanisms
衰退管理 | Decay Management
Based on Ebbinghaus forgetting curve, entries decay by difficulty:
| Difficulty | Retention Rate | Use Case |
|---|
| 4.0 | Very slow | Core client/industry facts |
| 2.0 | Medium | Technical knowledge |
| 0.5 | Fast | Dialogue extracts (unless cited) |
Decay formula: retention = e^(-time / (difficulty * half_life))
三层权限 | Three-Tier Access
- public/: All agents can read and write
- restricted/: Admin-only read, write via review gate
- internal-only/: No agent access, Researcher-only
使用示例 | Usage Examples
dash-research-vault init --name "My Research"
dash-research-vault decay --tier public
dash-research-vault loop --tier restricted
关键图表 | Key Figures
Figure 1: Swarm Taxonomy

Figure 2: Behavioral Heatmap

Figure 3: Memory Causation Chain

Figure 4: L2 Pressure Self-Evolution
