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Roadmap

Track what's shipped, what's in progress, and what's coming next. Currently building: Enhanced Dashboard

v1 Core Memory
v2 Memory Graph
v2.1 Compliance & Security
v2.2 CoT Feedback
v2.3 Enhanced Dashboard
v3 Platform & Scale
v4 Advanced Memory
Future Research
v1

Core Memory

Shipped
remember tool Store memories with vector embeddings and semantic deduplication
recall tool Semantic search with tag filters
forget tool Archive to KV before deletion
list tool Paginated memory listing
Auth & API keys SHA-256 hashed keys with namespace isolation
Daily decay Automatic strength reduction and archival
Weekly consolidation Cluster similar memories with Claude (Pro)
v2

Memory Graph

Shipped
link tool Typed relationships between memories
Auto-linking Automatic connection of similar memories
Graph expansion Include neighbors in recall results
Hybrid search (RRF) Combine semantic + graph with Reciprocal Rank Fusion
update tool Modify existing memories
Full-text search tsvector column for keyword search
v2.1

Compliance & Security

Shipped
audit_log Immutable operation records (GDPR Art. 30)
tos_acceptances Versioned consent tracking (GDPR Art. 7)
gdpr_requests Data subject request management
stats tool Namespace usage counters
Rate limiting Monthly limits per plan
RLS policies Row-level security on all tables
v2.2

CoT Feedback

Shipped
cot_feedback tool Record Chain of Thought effectiveness
CoT-boosted recall Prioritize memories with proven effectiveness
CoT decay Stable decay for feedback scores (0.02/day)
Session tracking Link memories to CoT sessions
v2.3

Enhanced Dashboard

In progress
Real-time stats Live memory and usage metrics
Memory explorer Visual graph of memory relationships
Search interface Test recall directly from dashboard
API key management Create, revoke, and monitor keys
Team collaboration Share namespaces with team members
v3

Platform & Scale

Planned
LemonSqueezy integration Pro plan billing and subscriptions
Memory import/export Bulk operations and backups
Webhooks Real-time events for memory changes
Memory analytics Insights into usage patterns
Custom embeddings Support for other embedding models
v4

Advanced Memory

Planned
Multi-modal memory Images, audio, and video support
Hierarchical memory Projects, folders, and nested organization
Memory templates Structured memory types (contacts, tasks, etc.)
Temporal queries "What did I know in January?"
Cross-namespace search Search across multiple namespaces
Future

Research

Planned
Federated memory Share memories between trusted agents
Differential privacy Privacy-preserving memory aggregation
Local-first sync Edge caching with conflict resolution
Memory compression LLM-based memory summarization

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