Making Mem0 Better
Updates that make memory smarter, faster, and more thoughtful.
Temporal Search, and Smarter Webhooks

New Features
Memory Categorization Webhooks — Get notified via webhook when memories are categorized, enabling real-time downstream workflows
Temporal Search Pre-filtering — Time-aware filtering in memory search so queries like "what happened last week" work out of the box
Graph Status in Events API — Graph processing status now exposed directly in the event API response
Improvements
V4 memory improvements rolled out to 100% of users
LLM abstraction refactored to a factory/strategy pattern for cleaner multi-provider support
Improved reranking recall in semantic search for more relevant results
RRF relevance scores capped at 0.9 to set clearer user expectations on match quality
Revamped settings page layout with new UI tokens
New invite flow for organization and project member management
Standardized tooltip styling with sidebar tooltips
Token budget enforcement for oversized memory inputs
Bug Fixes
Fixed accidental delete-all when search filters don't match any memories
Fixed GitHub login failing when the user email isn't present
Fixed summary trigger using boundary crossing detection instead of an exact modulo match
Custom instructions are now correctly passed to the merge step across all memory versions
Resolved login flow issues and invite flow bugs
Fixed pagination, drawer backgrounds, and various dark theme inconsistencies
Smarter Memory, New Billing, and a Fresh UI

New Features
Memory Engine Changes — Completely revamped memory extraction and merge prompts, introducing Reciprocal Rank Fusion (RRF) hybrid search that combines semantic and keyword-based retrieval for significantly better recall
Billing & Usage Dashboard — Fully rebuilt billing experience with Stripe integration, usage breakdowns by org owner, and a modernized subscription management flow
Async Bulk Deletion — Large-scale memory deletion now runs asynchronously via SQS and auto-scaling EKS workers, making bulk operations reliable at any scale
Graph Memory Status Tracking — You can now track the processing status of graph memory operations in real time
Webhook & Export Lambda Deployment — New deployment pipelines for the webhook and memory export services
Redis-Cached Search Embeddings — Search embedding generation is now cached in Redis, making repeated and similar queries significantly faster
Memory Exports Page Overhaul — Redesigned the exports experience with a modern export builder interface
Improvements
Rich contextual memory creation prompts for higher-quality extracted memories
Custom instructions now flow through all stages of memory extraction and merge
Simplified entity API queries — faster responses when date filters aren't used
State management migrated from React Context to Redux for better performance
Unified design token system with new typography, color palette, and input components
Redesigned organization and project creation flow
Revamped onboarding experience with API key page, quick-copy, and category selection
Graph maintenance workflow and cleanup automation
Dashboard cache TTL reduced from 3 hours to 1 minute for near-real-time data
Bug Fixes
Fixed events getting stuck in "running" state indefinitely
Resolved connection pool timeouts during embedding resolution
Prevented implicit attribute inference in memory prompts, causing hallucinated metadata
Addressed multiple frontend theme and color consistency issues across the platform
Fixed org and project creation flow edge cases











