Skip to content

🧠 Cortex — Tier Stores

Package: com.spectrayan.spector.memory.cortex

Biological Analog: The Cerebral Cortex — the outer layer of the brain responsible for higher-order cognitive functions. Different cortical regions specialize in different types of memory.

The 4-Tier Architecture

Human memory is not a single system. Cognitive science identifies distinct memory systems with different characteristics, durations, and purposes. Spector mirrors this with four tier stores:

graph TB
    subgraph "TierRouter — Polymorphic Registry"
        direction TB
        TR["TierStore interface"]
    end

    TR --> WM["🧪 Working Memory<br/>WorkingMemoryStore<br/>━━━━━━━━━━━━━━━━━<br/>Prefrontal Cortex<br/>Volatile circular buffer<br/>~100 records"]
    TR --> EM["📝 Episodic Memory<br/>EpisodicMemoryStore<br/>━━━━━━━━━━━━━━━━━<br/>Hippocampus<br/>Time-partitioned mmap<br/>Unbounded"]
    TR --> SE["🧬 Semantic Memory<br/>SemanticMemoryStore<br/>━━━━━━━━━━━━━━━━━<br/>Neocortex<br/>Permanent knowledge<br/>~5,000 records"]
    TR --> PR["⚙️ Procedural Memory<br/>ProceduralMemoryStore<br/>━━━━━━━━━━━━━━━━━<br/>Basal Ganglia<br/>Learned procedures<br/>~500 records"]

    style WM fill:#e74c3c,color:white
    style EM fill:#3498db,color:white
    style SE fill:#2ecc71,color:white
    style PR fill:#9b59b6,color:white

TierStore Interface

All four stores implement a common TierStore interface, enabling polymorphic dispatch in the router:

public interface TierStore extends AutoCloseable {
    MemoryType type();
    int size();
    CognitiveRecordLayout layout();
    MemorySegment primarySegment();
    long write(CognitiveHeader header, byte[] quantizedVec);
}

The TierRouter holds an EnumMap<MemoryType, TierStore> and dispatches all operations polymorphically:

// Zero switch statements — polymorphic dispatch
public long write(MemoryType type, CognitiveHeader header, byte[] quantized) {
    return get(type).write(header, quantized);
}

Adding a new tier (e.g., FLASH for ultra-fast scratch memory) requires only: (1) implement TierStore, (2) register in TierRouter. No changes needed in SpectorMemory, RecallPipeline, or CognitiveIngestionTarget.

AbstractTierStore

Three of the four stores (Working, Semantic, Procedural) extend AbstractTierStore, which provides:

  • Arena lifecycle: Arena.ofShared() for thread-safe off-heap access
  • Segment allocation: 32-byte aligned via arena.allocate(bytes, 32)
  • Layout creation from quantized vector byte count
  • Capacity tracking and size reporting
  • Close/cleanup lifecycle

EpisodicMemoryStore implements TierStore directly because it uses mmap-backed partitions rather than a single Arena-allocated segment.

🧪 Working Memory (Prefrontal Cortex)

Biological Analog: The Prefrontal Cortex maintains a limited workspace for active processing. It holds ~7±2 items in biological systems.

Property Value
Storage Arena.ofShared() volatile segment
Capacity Configurable (default: 100)
Eviction Circular buffer — oldest entries overwritten
Persistence None — lost on JVM shutdown
Use case Current task context, recent conversation 
// Circular buffer write
public long write(CognitiveHeader header, byte[] quantizedVec) {
    long offset = (long) (count % capacity) * layout.stride();
    layout.writeHeader(segment, offset, header);
    MemorySegment.copy(MemorySegment.ofArray(quantizedVec), 0,
        segment, layout.vectorOffset(offset), quantizedVec.length);
    count++;
    return offset;
}

Special capability: Synaptic tag search without vector math. WorkingMemoryStore supports a findByTag(mask) method that scans only the 64-bit Bloom filter field — useful for fast context lookups.

📝 Episodic Memory (Hippocampus)

Biological Analog: The Hippocampus encodes autobiographical events as time-ordered traces. New events are appended rapidly (one-trial learning), and during sleep the hippocampus replays sequences for consolidation into cortical memory.

Property Value
Storage FileChannel.map() mmap-backed files
Capacity Unbounded (1 partition per day, each up to 10,000 records)
Eviction Tombstone + compaction
Persistence Full — survives JVM restarts
Use case "What error did we debug yesterday?", "What did the user say last week?"

Partition Lifecycle

Each episodic partition is a memory-mapped file with a 64-byte metadata header:

┌─── Partition File ─────────────────────────────────────────┐
│ [64B Metadata Header]                                       │
│   ├── 4B magic (0x45504943 = "EPIC")                       │
│   ├── 4B version (1)                                        │
│   ├── 4B count (live records)                               │
│   ├── 4B tombstoneCount                                     │
│   ├── 4B capacity                                           │
│   ├── 4B state (ACTIVE/SEALED/REFLECTABLE/TOMBSTONED/...)  │
│   ├── 4B stride                                             │
│   └── 36B reserved                                          │
├── [Record 0: 32B header + NB vector] ──────────────────────┤
├── [Record 1: 32B header + NB vector] ──────────────────────┤
│   ...                                                       │
└── [Record N-1]  ───────────────────────────────────────────┘

Partition state machine:

stateDiagram-v2
    [*] --> ACTIVE: Create partition
    ACTIVE --> SEALED: Day rolls over
    SEALED --> REFLECTABLE: ReflectDaemon marks eligible
    REFLECTABLE --> TOMBSTONED: High tombstone ratio
    TOMBSTONED --> COMPACTED: TombstoneCompactor rebuilds
    COMPACTED --> [*]: Old partition swapped out

🧬 Semantic Memory (Neocortex)

Biological Analog: The Neocortex stores distilled, permanent world knowledge — facts, concepts, and generalized rules extracted from repeated experience.

Property Value
Storage Header-only slab (Arena.ofShared())
Capacity Configurable (default: 5,000)
Eviction None (permanent)
Persistence Via WAL replay
Use case "The user prefers dark mode", "Java uses garbage collection"

Header-Only Storage

Semantic memories store only the 32-byte synaptic header, not the full quantized vector. This enables fast metadata scans (tag match, importance, valence) at minimal memory cost. For vector similarity, the text is re-embedded at query time when needed.

Creation: Semantic memories are created either:

  1. Directly by the user (MemoryType.SEMANTIC)
  2. By consolidation — the ReflectDaemon clusters similar episodic memories during "sleep" and promotes the cluster centroid to semantic memory

⚙️ Procedural Memory (Basal Ganglia)

Biological Analog: The Basal Ganglia stores learned motor programs and habitual behaviors — "how to ride a bicycle" type knowledge that operates below conscious awareness.

Property Value
Storage Arena.ofShared() linear segment
Capacity Configurable (default: 500)
Eviction None (append-only)
Persistence Via WAL replay
Use case "Always use exponential backoff", "Format SQL with uppercase keywords"

Procedural memories represent rules and patterns that the agent has internalized. They are typically higher-importance, persistent, and rarely forgotten.

TierRouter

The TierRouter dispatches all operations to the appropriate store via an EnumMap:

public final class TierRouter implements AutoCloseable {
    private final EnumMap<MemoryType, TierStore> stores = new EnumMap<>(MemoryType.class);

    // Polymorphic dispatch — zero switch statements
    public long write(MemoryType type, CognitiveHeader header, byte[] quantized) {
        return get(type).write(header, quantized);
    }

    public MemorySegment segmentFor(MemoryType type) {
        return get(type).primarySegment();
    }

    public static boolean shouldScan(MemoryType type, MemoryType[] targetTypes) {
        if (targetTypes == null || targetTypes.length == 0) return true;
        for (MemoryType t : targetTypes) if (t == type) return true;
        return false;
    }
}

Next Steps