claude-configs/skills/cognitive-memory/SCHEMA.md

# Cognitive Memory Schema

## Memory File Format

Each memory is a markdown file with YAML frontmatter. Filename format: `{slugified-title}-{6char-uuid}.md`

Example: `graph/solutions/fixed-redis-connection-timeouts-a1b2c3.md`

```markdown
---
id: a1b2c3d4-e5f6-7890-abcd-ef1234567890
type: solution
title: "Fixed Redis connection timeouts"
tags: [redis, timeout, production, homelab]
importance: 0.8
confidence: 0.8
created: 2025-12-06T16:25:58+00:00
updated: 2025-12-06T16:25:58+00:00
relations:
  - target: def789ab-...
    type: SOLVES
    direction: outgoing
    strength: 0.8
    context: "Keepalive prevents idle disconnections"
---

Added socket_keepalive=True and socket_timeout=300 to Redis connection configuration.
```

### Frontmatter Fields

| Field | Type | Required | Description |
|-------|------|----------|-------------|
| `id` | string (UUID) | Yes | Unique identifier |
| `type` | string | Yes | Memory type (see below) |
| `title` | string (quoted) | Yes | Descriptive title |
| `tags` | list[string] | No | Categorization tags (inline YAML list) |
| `importance` | float 0.0-1.0 | Yes | Importance score |
| `confidence` | float 0.0-1.0 | No | Confidence score (default 0.8) |
| `steps` | list[string] | No | Ordered steps (procedure type only) |
| `preconditions` | list[string] | No | Required preconditions (procedure type only) |
| `postconditions` | list[string] | No | Expected postconditions (procedure type only) |
| `created` | string (ISO 8601) | Yes | Creation timestamp |
| `updated` | string (ISO 8601) | Yes | Last update timestamp |
| `relations` | list[Relation] | No | Relationships to other memories |

### Memory Types

| Type | Directory | Description |
|------|-----------|-------------|
| `solution` | `graph/solutions/` | Fix or resolution to a problem |
| `fix` | `graph/fixes/` | Code-level fix or patch |
| `decision` | `graph/decisions/` | Architecture or design choice |
| `configuration` | `graph/configurations/` | Working configuration |
| `problem` | `graph/problems/` | Issue or challenge |
| `workflow` | `graph/workflows/` | Process or sequence |
| `code_pattern` | `graph/code-patterns/` | Reusable code pattern |
| `error` | `graph/errors/` | Specific error condition |
| `general` | `graph/general/` | General learning |
| `procedure` | `graph/procedures/` | Structured workflow with steps/preconditions/postconditions |
| `insight` | `graph/insights/` | Cross-cutting pattern from reflection cycles |

### Relation Fields

| Field | Type | Required | Description |
|-------|------|----------|-------------|
| `target` | string (UUID) | Yes | Target memory ID |
| `type` | string | Yes | Relationship type |
| `direction` | string | Yes | `outgoing` or `incoming` |
| `strength` | float 0.0-1.0 | No | Relationship strength |
| `context` | string (quoted) | No | Context description |

### Relationship Types

`SOLVES`, `CAUSES`, `BUILDS_ON`, `ALTERNATIVE_TO`, `REQUIRES`, `FOLLOWS`, `RELATED_TO`

---

## _index.json

Computed index for fast lookups. Rebuilt by `reindex` command. **Source of truth: markdown files.**

```json
{
  "version": 1,
  "updated": "2025-12-13T10:30:00+00:00",
  "count": 313,
  "entries": {
    "a1b2c3d4-e5f6-7890-abcd-ef1234567890": {
      "title": "Fixed Redis connection timeouts",
      "type": "solution",
      "tags": ["redis", "timeout", "production", "homelab"],
      "importance": 0.8,
      "confidence": 0.8,
      "created": "2025-12-06T16:25:58+00:00",
      "updated": "2025-12-06T16:25:58+00:00",
      "path": "graph/solutions/fixed-redis-connection-timeouts-a1b2c3.md",
      "relations": [
        {
          "target": "def789ab-...",
          "type": "SOLVES",
          "direction": "outgoing",
          "strength": 0.8,
          "context": "Keepalive prevents idle disconnections"
        }
      ]
    }
  }
}
```

**Notes:**
- `_index.json` is gitignored (derived data)
- Can be regenerated at any time with `python client.py reindex`
- Entries mirror frontmatter fields for fast search without opening files

---

## _state.json

Mutable runtime state tracking access patterns and decay scores. **Kept separate from frontmatter to avoid churning git history with access-count updates.**

```json
{
  "version": 1,
  "updated": "2025-12-13T10:30:00+00:00",
  "entries": {
    "a1b2c3d4-e5f6-7890-abcd-ef1234567890": {
      "access_count": 5,
      "last_accessed": "2025-12-13T10:15:00+00:00",
      "decay_score": 0.75
    }
  }
}
```

**Notes:**
- `_state.json` is gitignored (mutable, session-specific data)
- Access count increments on `get` operations
- Decay scores recalculated by `python client.py decay`

---

## Episode File Format

Daily markdown files in `episodes/` directory. Append-only, one file per day.

Filename format: `YYYY-MM-DD.md`

```markdown
# 2025-12-13

## 10:30 - Fixed Discord bot reconnection
- **Type:** fix
- **Tags:** major-domo, discord, python
- **Memory:** [discord-bot-reconnection](../graph/fixes/discord-bot-reconnection-a1b2c3.md)
- **Summary:** Implemented exponential backoff for reconnections

## 11:15 - Chose websocket over polling
- **Type:** decision
- **Tags:** major-domo, architecture
- **Memory:** [websocket-over-polling](../graph/decisions/websocket-over-polling-d4e5f6.md)
- **Summary:** WebSocket provides lower latency for real-time game state updates
```

**Notes:**
- Episodes are chronological session logs
- Entries link back to graph memories when available
- Append-only (never edited, only appended)
- Useful for reflection and session review

---

## CORE.md Format

Auto-generated summary of highest-relevance memories. Loaded into system prompt at session start.

```markdown
# Memory Core (auto-generated)
> Last updated: 2025-12-13 | Active memories: 180/313 | Next refresh: daily (systemd timer)

## Critical Solutions
- [title](relative/path.md) (tag1, tag2)

## Active Decisions
- [title](relative/path.md) (tag1, tag2)

## Key Fixes
- [title](relative/path.md) (tag1, tag2)

## Configurations
- [title](relative/path.md) (tag1, tag2)

## Patterns & Workflows
- [title](relative/path.md) (tag1, tag2)
```

**Notes:**
- Budget: ~3K tokens (~12,000 chars)
- Regenerated by `python client.py core`
- Memories included based on decay_score (must be >= 0.2)
- Grouped by type category, sorted by decay score within each group
- Capped at 15 entries per section

---

## Decay Model

```
decay_score = importance × e^(-λ × days_since_access) × log2(access_count + 1) × type_weight
```

Where:
- `λ = 0.03` (half-life ~23 days)
- `days_since_access` = days since `_state.json` `last_accessed`
- `access_count` = from `_state.json`
- `type_weight` = per-type multiplier (see below)
- For `access_count == 0`, `usage_factor = 0.5` (new memories start at half strength)

### Type Weights

| Type | Weight |
|------|--------|
| `procedure` | 1.4 |
| `decision` | 1.3 |
| `insight` | 1.25 |
| `solution` | 1.2 |
| `code_pattern` | 1.1 |
| `configuration` | 1.1 |
| `fix` | 1.0 |
| `workflow` | 1.0 |
| `problem` | 0.9 |
| `error` | 0.8 |
| `general` | 0.8 |

### Thresholds

| Range | Status |
|-------|--------|
| 0.5+ | Active |
| 0.2-0.5 | Fading |
| 0.05-0.2 | Dormant |
| <0.05 | Archived |

### Vault

Pinned memories (in `vault/`) have a decay score of 999.0 (effectively infinite).

---

## REFLECTION.md Format

Auto-generated summary of memory themes, cross-project patterns, and access statistics. Generated by `python client.py reflection` or automatically during `reflect`.

```markdown
# Reflection Summary (auto-generated)
> Last updated: 2026-02-13 | Last reflection: 2026-02-13 | Total reflections: 2

## Themes
Top tag co-occurrences revealing recurring themes:

- **fix + python**: 52 memories ("Fix S3 upload...", "fix_cardpositions.py...")

## Cross-Project Patterns
Tags that span multiple projects:

- **fix**: appears in major-domo (38), vagabond-rpg (22), paper-dynasty (19)

## Most Accessed
Top 10 memories by access count:

1. [Title](graph/type/filename.md) - N accesses

## Recent Insights
Insight-type memories:

- [Title](graph/insights/filename.md) - content preview...

## Consolidation History

- Total merges performed: 0
```

**Sections:**
1. **Themes** - Top 8 tag co-occurrences with example memory titles (top 3)
2. **Cross-Project Patterns** - Tags spanning 2+ known projects with per-project counts
3. **Most Accessed** - Top 10 memories ranked by `_state.json` access_count
4. **Recent Insights** - Latest insight-type memories with 80-char content preview
5. **Consolidation History** - Merge count from episode files

**Known projects:** major-domo, paper-dynasty, homelab, vagabond-rpg, foundryvtt, strat-gameplay-webapp

---

## _embeddings.json

Ollama embedding vectors for semantic search. **Gitignored** (derived, regenerated by `python client.py embed`).

```json
{
  "model": "nomic-embed-text",
  "updated": "2026-02-13T12:00:00+00:00",
  "entries": {
    "a1b2c3d4-e5f6-7890-abcd-ef1234567890": [0.0123, -0.0456, ...],
    ...
  }
}
```

**Notes:**
- Vectors generated from `"{title}. {content_preview}"` per memory
- Uses Ollama `nomic-embed-text` model at `http://localhost:11434`
- Batched in groups of 50, 300-second timeout for first-time model pull
- Falls back gracefully if Ollama is unavailable
- Must be refreshed after adding new memories (`python client.py embed`)

---

## Procedure Memory Format

Procedure-type memories have additional frontmatter fields for structured steps:

```markdown
---
id: a1b2c3d4-...
type: procedure
title: "Deploy Major Domo to production"
tags: [major-domo, deploy, docker]
importance: 0.8
confidence: 0.8
steps:
  - "Run tests"
  - "Build docker image"
  - "Push to registry"
  - "Deploy to LXC"
preconditions:
  - "All tests pass"
  - "On main branch"
postconditions:
  - "Service healthy"
  - "Discord bot online"
created: 2026-02-13T12:00:00+00:00
updated: 2026-02-13T12:00:00+00:00
---

Standard deploy workflow for the Major Domo Discord bot.
```

**Notes:**
- `steps`, `preconditions`, `postconditions` are optional lists
- Values are quoted YAML strings in the list
- Procedures have the highest decay weight (1.4) - they persist longest

---

## .gitignore

```
_state.json
_index.json
_embeddings.json
```

Only markdown files (memories, CORE.md, REFLECTION.md, episodes) are git-tracked. Index, state, and embeddings are derived/mutable data that can be regenerated.

---

*Schema version: 2.0.0 | Created: 2026-02-13 | Updated: 2026-02-13*