https://www.youtube.com/watch?v=SQg4ZWlbYRg

# AI generated summary
 
## Community Notifications overhaul

- Identified lots of issues with the way community notifications were handled, planning a big update to fix all of that and improve UX for users
- Overhaul should also result in a database size reduction for hivemind 
- Long term-ish goal is to convert the community implementation from python to SQL to improve performance 

## Memory & Performance Optimizations
- **HiveD Memory Reduction**: Dropped shared memory file from 24GB to 6GB through custom block-based allocators and moving data to RocksDB
- **Replay Performance**: Eliminated need for RAM disk during replays - now faster on regular disk storage
- **Further Optimization Planned**: Removing market history data could reduce memory by another 0.5GB
- Goal is making HiveD run on smaller systems, potentially even phones

## Search & Discovery Features
- **Three Search Systems Being Developed**:
  1. **Existing**: Elastic search (HiveSearcher by external developer)
  2. **New Full-Text Search**: Built into HiveMind using PostgreSQL capabilities (~100GB database addition)
  3. **HiveSense (AI Search)**: Vector embeddings for semantic search (~110GB database addition)

- **HiveSense Details**:
  - HAF application providing AI-based semantic search
  - Posts chunked and vectorized for better matching
  - Two API calls: find_post (query-based) and find_similar_posts (post-based)
  - Could potentially replace existing search solutions

## API & Development Improvements
- **Error Handling**: Added error codes to HiveD instead of just error strings, exposed through protocol layer
- **Swagger Documentation**: Adding swagger definitions for all HiveD APIs to enable auto-generated bindings
- **Python Wax**: Now supports HiveD API calls through auto-generated bindings
- **WorkerB Optimization**: Bot processing time reduced from 13 hours to 15 minutes for a week's worth of posts

## Block Explorer Enhancements
- **New Features**:
  - All blocks page with live streaming mode
  - Transaction statistics with daily/weekly/monthly views
  - Savings balances in balance charts
  - Unified table display across the application
  - Block segmented pagination for search results

- **Planned Features**:
  - Account proxy listings
  - Total value locked on chain
  - Transfer volume history
  - Top holders lists (by Hive, Vests, HBD)
  - User count and activity metrics

## Infrastructure & Tools
- **Metamask Plugin**: Passed audit process, waiting for official publication
- **Beekeeper Improvements**: Enhanced communication between Clive wallet and key storage
- **Clive Wallet**: New version with simplified key bindings and authorities page for multi-sig accounts
- **Denser Progress**: Replacement for Condenser with improved performance and SEO optimization

## User Retention Analysis
- **Comprehensive Study**: Analyzed 63,000 users from 2024 and 25,000 from 2025
- **Retention Metrics**: Based on HP balance and activity (37 different operations)
- **Abuse Detection**: Identified account "mighty-possible" creating spam through AI summaries across multiple accounts
- **Next Steps**: Integrating Spamminator and other blacklists to identify serial offenders and measure onboarder quality

## Mesh/Exchange Status
- Currently waiting for Coinbase review and response on implementation
- Development focus shifted to Crimson and exchange team

## Technical Architecture Notes
- All new applications built as HAF apps rather than HiveD applications
- HiveD maintained as minimal core system (like OS kernel)
- HAF serves as outer service layer for all applications
- API servers can redirect specific calls to specialized servers when needed